{"id":5522,"date":"2024-11-13T00:56:23","date_gmt":"2024-11-12T15:56:23","guid":{"rendered":"https:\/\/matomemopad.com\/?p=5522"},"modified":"2026-01-25T19:53:01","modified_gmt":"2026-01-25T10:53:01","slug":"%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92-2","status":"publish","type":"post","link":"https:\/\/matomemopad.com\/?p=5522","title":{"rendered":"Machine Learning"},"content":{"rendered":"\n<h1 class=\"wp-block-heading has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background has-background has-medium-font-size\">\u57fa\u790e\u77e5\u8b58<\/h1>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfRAG\uff08Retrieval-Augmented Generation\uff1a\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5916\u90e8\u306e\u77e5\u8b58\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u81ea\u7136\u8a00\u8a9e\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f<\/strong>\u3002<br>\uff08\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u306f\u8abf\u3079\u3066\u304b\u3089\u56de\u7b54\u3059\u308bAI\uff09<br>\u2460<strong>\u691c\u7d22\uff08Retrieval\uff09<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3002<br>\u2461<strong>\u751f\u6210\uff08Generation\uff09<\/strong>\uff1a\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306b\u3001AI\u304c\u6587\u8108\u306b\u6cbf\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u30e1\u30ea\u30c3\u30c8]<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u65b0\u60c5\u5831\u306b\u5bfe\u5fdc<\/strong>\uff1a\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3067\u306f\u6271\u3048\u306a\u3044\u65b0\u3057\u3044\u60c5\u5831\u3082\u691c\u7d22\u3067\u88dc\u3048\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56<\/strong>\uff1a\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u3067\u3001\u8aa4\u3063\u305f\u56de\u7b54\u3092\u6e1b\u3089\u305b\u308b\u3002<\/li>\n\n\n\n<li><strong>\u4f01\u696d\u72ec\u81ea\u306e\u77e5\u8b58\u6d3b\u7528<\/strong>\uff1a\u793e\u5185\u6587\u66f8\u3084FAQ\u306a\u3069\u3092\u6d3b\u7528\u3057\u3066\u3001\u696d\u52d9\u306b\u7279\u5316\u3057\u305f\u56de\u7b54\u304c\u53ef\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3084\u69cb\u9020\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306b\u3001\u4e8b\u524d\u306b\u8a2d\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf<\/strong>\u3002<strong>\u4eba\u9593\u304c\u8a2d\u8a08\u6bb5\u968e\u3067\u6c7a\u3081\u308b\u8a2d\u5b9a\u5024<\/strong>\u3002<br>\uff08\u30e2\u30c7\u30eb\u304c\u81ea\u52d5\u3067\u5b66\u7fd2\u3059\u308b\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\u3084\u30d0\u30a4\u30a2\u30b9\uff09\u300d\u3068\u306f\u7570\u306a\u308b\uff09<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9]<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u30fb<strong>\u5b66\u7fd2\u7387<\/strong>\uff1a\u91cd\u307f\u306e\u66f4\u65b0\u5e45\u3002\u5927\u304d\u3059\u304e\u308b\u3068\u767a\u6563\u3001\u5c0f\u3055\u3059\u304e\u308b\u3068\u53ce\u675f\u304c\u9045\u3044\u3002\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u300c\u5b66\u7fd2\u7387\u300d\u306f\u5b66\u7fd2\u306e\u5b89\u5b9a\u6027\u306b\u3069\u3046\u5f71\u97ff\u3059\u308b\u304b\u3092\u610f\u5473\u3059\u308b\u3002<strong><span style=\"text-decoration: underline;\">\u5b66\u7fd2\u7387\u3092<mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u9069\u5207\u306b\u4e0b\u3052\u308b<\/mark>\u3053\u3068\u3067\u640d\u5931\u306e\u632f\u52d5\u3092\u6291\u3048\u3001\u5b66\u7fd2\u3092\u5b89\u5b9a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b<\/span><\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-x-small-font-size\"><strong>\u5b66\u7fd2\u7387\u304c\u9ad8\u3044\u5834\u5408\u306e\u554f\u984c\u70b9<\/strong><br>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u304c\u5927\u304d\u304f\u9032\u307f\u3059\u304e\u308b\u305f\u3081\u3001\u640d\u5931\uff08\u30e2\u30c7\u30eb\u306e\u8aa4\u308a\u5ea6\u5408\u3044\uff09\u304c\u5b89\u5b9a\u305b\u305a\u3001\u4e0b\u304c\u3063\u305f\u304b\u3068\u601d\u3046\u3068\u307e\u305f\u4e0a\u304c\u308b\u3068\u3044\u3046\u300c\u632f\u52d5\u300d\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u640d\u5931\u304c\u6700\u3082\u5c0f\u3055\u304f\u306a\u308b\u6700\u9069\u89e3\u306e\u5730\u70b9\u3092\u901a\u308a\u904e\u304e\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u539f\u56e0\u3002<\/li>\n\n\n\n<li class=\"has-x-small-font-size\"><strong>\u5b66\u7fd2\u7387\u3092\u4e0b\u3052\u308b\u3053\u3068\u306e\u52b9\u679c<\/strong><br>\u5b66\u7fd2\u7387\u3092\u4e0b\u3052\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3088\u308a\u614e\u91cd\u306b\u5c11\u3057\u305a\u3064\u8abf\u6574\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u640d\u5931\u306e\u632f\u52d5\u304c\u6291\u3048\u3089\u308c\u3001\u5b89\u5b9a\u3057\u3066\u6700\u5c0f\u5024\u306b\u5411\u304b\u3063\u3066\u5b66\u7fd2\u304c\u9032\u307f\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3082\u5411\u4e0a\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30fb\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\uff1a<\/strong>\u4e00\u5ea6\u306b\u5b66\u7fd2\u3059\u308b\u30c7\u30fc\u30bf\u306e\u6570\u3002<br><strong>\u30fb\u30a8\u30dd\u30c3\u30af\u6570\uff1a<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f55\u56de\u7e70\u308a\u8fd4\u3057\u3066\u5b66\u7fd2\u3059\u308b\u304b\u3002<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5(\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0)]<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u624b\u6cd5\u540d<\/th><th>\u63a2\u7d22\u65b9\u6cd5<\/th><th>\u8a08\u7b97\u30b3\u30b9\u30c8<\/th><th>\u7279\u5fb4<\/th><th>\u5411\u3044\u3066\u3044\u308b\u5834\u9762<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30b0\u30ea\u30c3\u30c9<\/strong><br><strong>\u30b5\u30fc\u30c1<\/strong><\/td><td>\u5168\u7d44\u307f\u5408\u308f\u305b\u3092\u7db2\u7f85\u7684\u306b\u8a66\u3059<\/td><td>\u9ad8\u3044<\/td><td>\u78ba\u5b9f\u3060\u304c\u975e\u52b9\u7387\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u591a\u3044\u3068\u7206\u767a\u7684\u306b\u8a66\u884c\u6570\u304c\u5897\u3048\u308b<\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5c11\u306a\u304f\u3001\u8a08\u7b97\u8cc7\u6e90\u306b\u4f59\u88d5\u304c\u3042\u308b\u3068\u304d<\/td><\/tr><tr><td><strong>\u30e9\u30f3\u30c0\u30e0<\/strong><br><strong>\u30b5\u30fc\u30c1<\/strong><\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u7a7a\u9593\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u306b\u62bd\u51fa<\/td><td>\u4e2d\u7a0b\u5ea6<\/td><td>\u610f\u5916\u3068\u52b9\u7387\u7684\u3002\u6700\u9069\u89e3\u306b\u8fd1\u3044\u7d44\u307f\u5408\u308f\u305b\u306b\u65e9\u304f\u5230\u9054\u3059\u308b\u3053\u3068\u3082\u3042\u308b<\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u591a\u304f\u3001\u3056\u3063\u304f\u308a\u826f\u3044\u7d50\u679c\u3092\u5f97\u305f\u3044\u3068\u304d<\/td><\/tr><tr><td><strong>\u30d9\u30a4\u30ba<\/strong><br><strong>\u6700\u9069\u5316<\/strong><\/td><td>\u904e\u53bb\u306e\u8a66\u884c\u7d50\u679c\u304b\u3089\u6b21\u306e\u5019\u88dc\u3092\u4e88\u6e2c<\/td><td>\u4f4e\uff5e\u4e2d<\/td><td>\u8ce2\u304f\u63a2\u7d22\u3002\u5c11\u306a\u3044\u8a66\u884c\u56de\u6570\u3067\u9ad8\u7cbe\u5ea6\u306b\u5230\u9054\u53ef\u80fd<\/td><td>\u8a55\u4fa1\u306b\u6642\u9593\u304c\u304b\u304b\u308b\uff0f\u8a66\u884c\u56de\u6570\u304c\u9650\u3089\u308c\u308b\u3068\u304d<\/td><\/tr><tr><td><strong>\u30cf\u30a4\u30d1\u30fc\u30d0\u30f3\u30c9<\/strong><\/td><td>\u30e9\u30f3\u30c0\u30e0\u63a2\u7d22\uff0b\u65e9\u671f\u505c\u6b62\u306e\u7d44\u307f\u5408\u308f\u305b<\/td><td>\u4f4e<\/td><td>\u52b9\u7387\u7684\u306b\u30ea\u30bd\u30fc\u30b9\u914d\u5206\u3002\u6027\u80fd\u304c\u60aa\u3044\u8a66\u884c\u306f\u65e9\u671f\u306b\u6253\u3061\u5207\u308b<\/td><td>\u5927\u898f\u6a21\u306a\u63a2\u7d22\u3067\u30ea\u30bd\u30fc\u30b9\u7bc0\u7d04\u3057\u305f\u3044\u3068\u304d<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9055\u3044]<\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li><strong>\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\uff1a<\/strong>\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u306b\u3088\u3063\u3066\u81ea\u52d5\u7684\u306b\u6c7a\u5b9a\u3059\u308b\u5024\uff08\u4f8b\uff1a\u91cd\u307f\u3084\u30d0\u30a4\u30a2\u30b9\uff09<\/li>\n\n\n\n<li><strong>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\uff1a<\/strong>\u5b66\u7fd2\u524d\u306b\u4eba\u304c\u8a2d\u5b9a\u3059\u308b\u8abf\u6574\u9805\u76ee\uff08\u4f8b\uff1a\u5b66\u7fd2\u7387\u3084\u30a8\u30dd\u30c3\u30af\u6570\uff09<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\"><strong>\u25c7<span style=\"text-decoration: underline;\">\u5b66\u7fd2\u30e2\u30c7\u30eb<\/span><\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u3092\u4f7f\u3063\u3066\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u3002\u4ee5\u4e0b4\u7a2e\u304c\u5b58\u5728\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30e2\u30c7\u30eb\u540d<\/th><th>\u8aac\u660e<\/th><th>\u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 \/ \u30e2\u30c7\u30eb<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong><br>\u4f8b\uff1a\u58f2\u4e0a\u4e88\u6e2c\u3001\u753b\u50cf\u5206\u985e\u3001\u30b9\u30d1\u30e0\u691c\u51fa<\/td><td><span style=\"text-decoration: underline;\">\u6b63\u89e3\u3068\u306a\u308b\u30e9\u30d9\u30eb<\/span>\uff08\u6559\u5e2b\u30c7\u30fc\u30bf\uff09\u304c\u4ed8\u4e0e\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3059\u308b\u3002\u5165\u529b\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6b63\u89e3\u3092\u4e88\u6e2c\u3059\u308b\u3002\u4e3b\u306b\u300c\u5206\u985e\u300d\u3068\u300c\u56de\u5e30\u300d\u306e2\u3064\u306e\u30bf\u30b9\u30af\u306b\u5229\u7528\u3055\u308c\u308b\u3002<\/td><td>\u30fb\u6c7a\u5b9a\u6728<br>\u30fb\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<br>\u30fb\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3 <br>\u30fb\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba<br>\u30fb\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8<\/td><\/tr><tr><td><strong>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2 <\/strong><br>\u4f8b\uff1a\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c8\u5206\u6790\u3001\u6b21\u5143\u524a\u6e1b\u3001\u7570\u5e38\u691c\u77e5<\/td><td><span style=\"text-decoration: underline;\">\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u306a\u3044\u30c7\u30fc\u30bf<\/span>\u304b\u3089\u3001<strong>\u30c7\u30fc\u30bf\u306b\u6f5c\u3080\u69cb\u9020\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u81ea\u5f8b\u7684\u306b\u898b\u3064\u3051\u51fa\u3059\u3002<\/strong>\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08\u30b0\u30eb\u30fc\u30d7\u5206\u3051\uff09\u3084\u6b21\u5143\u524a\u6e1b\uff08\u30c7\u30fc\u30bf\u306e\u5727\u7e2e\uff09\u306a\u3069\u3092\u884c\u3046\u3002<\/td><td>\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<br>\u30fb\u6b21\u5143\u524a\u6e1b<br>\u30fb\u81ea\u5df1\u7b26\u53f7\u5316\u5668<\/td><\/tr><tr><td><strong>\u5f37\u5316\u5b66\u7fd2<\/strong><br>\u4f8b\uff1a\u30b2\u30fc\u30e0AI\u3001\u30ed\u30dc\u30c3\u30c8\u5236\u5fa1\u3001\u5e83\u544a\u6700\u9069\u5316<\/td><td>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u74b0\u5883\u306e\u4e2d\u3067\u8a66\u884c\u932f\u8aa4\u3057\u3001<strong>\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3059\u308b<\/strong>\u624b\u6cd5\u3002\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3057\u306a\u304c\u3089\u6700\u9069\u306a\u884c\u52d5\u6226\u7565\u3092\u898b\u3064\u3051\u307e\u3059\u3002<\/td><td><\/td><\/tr><tr><td><strong>\u6df1\u5c64\u5b66\u7fd2<br>(\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0)<\/strong><\/td><td>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u591a\u5c64\u306b\u3057\u305f\u3082\u306e\u3067\u3001\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u91cf\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3002\u6559\u5e2b\u3042\u308a\u3001\u6559\u5e2b\u306a\u3057\u3001\u5f37\u5316\u5b66\u7fd2\u306e\u3044\u305a\u308c\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3082\u4f7f\u7528\u3055\u308c\u308b\u3002<\/td><td>\u30fb\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af <br>\u21d2 \u753b\u50cf\u8a8d\u8b58\u306b\u7279\u5316<br>\u30fb\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af <br>\u21d2 \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u7279\u5316<br>\u30fb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc <br>\u21d2 \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u751f\u6210AI\u3067\u5e83\u304f\u5229\u7528<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6559\u5e2b\u30a2\u30ea<\/strong><\/summary>\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u5206\u985e<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30ab\u30c6\u30b4\u30ea\u3092\u4e88\u6e2c\uff08\u4f8b\uff1a\u30b9\u30d1\u30e0\u5224\u5b9a\u3001\u753b\u50cf\u5206\u985e\uff09<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>Accuracy\uff08\u6b63\u89e3\u7387\uff09<\/strong><\/td><td>\u6b63\u89e3\u306e\u4e88\u6e2c\u6570\u306e\u5272\u5408\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><tr><td><strong>Precision\uff08\u9069\u5408\u7387\uff09<\/strong><\/td><td>\u6b63\u3068\u4e88\u6e2c\u3055\u308c\u305f\u3082\u306e\u306e\u3046\u3061\u3001\u5b9f\u969b\u306b\u6b63\u3067\u3042\u308b\u5272\u5408\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><tr><td><strong>Recall\uff08\u518d\u73fe\u7387\uff09<\/strong><\/td><td>\u5b9f\u969b\u306b\u6b63\u3067\u3042\u308b\u3082\u306e\u306e\u3046\u3061\u3001\u6b63\u3068\u4e88\u6e2c\u3055\u308c\u305f\u5272\u5408\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><tr><td><strong>F1-Score\uff08F1\u30b9\u30b3\u30a2\uff09<\/strong><\/td><td>Precision\u3068Recall\u306e\u8abf\u548c\u5e73\u5747\u3002\u30d0\u30e9\u30f3\u30b9\u826f\u304f\u8a55\u4fa1\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>ROC-AUC\uff08ROC\u66f2\u7dda\u4e0b\u9762\u7a4d\uff09<\/strong><\/td><td>ROC\u66f2\u7dda\u306e\u4e0b\u306e\u9762\u7a4d\u3092\u6e2c\u5b9a\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5224\u5225\u80fd\u529b\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td><strong>Logarithmic Loss\uff08\u30ed\u30b8\u640d\u5931\uff09<\/strong><\/td><td>\u4e88\u6e2c\u78ba\u7387\u306e\u7cbe\u5ea6\u3068\u30af\u30e9\u30b9\u9593\u306e\u8aa4\u5dee\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><tr><td><strong>Confusion Matrix\uff08\u6df7\u540c\u884c\u5217\uff09<\/strong><\/td><td>\u5404\u30af\u30e9\u30b9\u9593\u306e\u4e88\u6e2c\u7d50\u679c\u3092\u8868\u5f62\u5f0f\u3067\u8868\u793a\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u203b\u6df7\u540c\u884c\u5217(Confusion Matrix)<\/strong><br>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u4ee5\u4e0b\u306e4\u3064\u306e\u5206\u985e\u7d50\u679c\u3092\u6df7\u540c\u884c\u5217\u3067\u6574\u7406\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u5b9f\u969b\u306e\u30af\u30e9\u30b9<\/th><th>\u4e88\u6e2c\u304c\u967d\u6027<\/th><th>\u4e88\u6e2c\u304c\u9670\u6027<\/th><\/tr><\/thead><tbody><tr><td><strong>\u967d\u6027\uff08True\uff09<\/strong><\/td><td>\u771f\u967d\u6027\uff08TP\uff09<\/td><td>\u507d\u9670\u6027\uff08FN\uff09<\/td><\/tr><tr><td><strong>\u9670\u6027\uff08False\uff09<\/strong><\/td><td>\u507d\u967d\u6027\uff08FP\uff09<\/td><td>\u771f\u9670\u6027\uff08TN\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u5206\u985e\u554f\u984c\uff08\u4e8c\u5024\u5206\u985e\uff09\u3067\u306f\u300c\u507d\u967d\u6027\u300d\u3068\u300c\u507d\u9670\u6027\u300d\u306f\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u3046\u3048\u3067\u975e\u5e38\u306b\u91cd\u8981\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list has-x-small-font-size\">\n<li><strong>\u507d\u967d\u6027(False Positive)<\/strong><br>\u5b9f\u969b\u306b\u306f\u300c\u9670\u6027\uff08\u4f8b\uff1a\u30b9\u30d1\u30e0\u3067\u306f\u306a\u3044\uff09\u300d\u306a\u306e\u306b\u3001\u30e2\u30c7\u30eb\u304c\u300c\u967d\u6027\uff08\u4f8b\uff1a\u30b9\u30d1\u30e0\uff09\u300d\u3068\u4e88\u6e2c\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3002<br>[\u4f8b] \u901a\u5e38\u306e\u30e1\u30fc\u30eb\u3092\u30b9\u30d1\u30e0\u3068\u8aa4\u5224\u5b9a \u2192 \u30e6\u30fc\u30b6\u30fc\u304c\u91cd\u8981\u306a\u30e1\u30fc\u30eb\u3092\u898b\u9003\u3059\u53ef\u80fd\u6027\u3042\u308a\u3002<br>[\u5f71\u97ff] \u8aa4\u691c\u51fa\u3002\u4e0d\u8981\u306a\u30a2\u30e9\u30fc\u30c8\u3084\u8aa4\u3063\u305f\u51e6\u7406\u304c\u767a\u751f\u3059\u308b\u3002<br><\/li>\n\n\n\n<li><strong>\u507d\u9670\u6027(False Negative)<\/strong><br>\u5b9f\u969b\u306b\u306f\u300c\u967d\u6027\uff08\u4f8b\uff1a\u30b9\u30d1\u30e0\uff09\u300d\u306a\u306e\u306b\u3001\u30e2\u30c7\u30eb\u304c\u300c\u9670\u6027\uff08\u4f8b\uff1a\u901a\u5e38\u30e1\u30fc\u30eb\uff09\u300d\u3068\u4e88\u6e2c\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3002<br>[\u4f8b] \u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u3092\u901a\u5e38\u30e1\u30fc\u30eb\u3068\u8aa4\u5224\u5b9a \u2192 \u30e6\u30fc\u30b6\u30fc\u304c\u5371\u967a\u306a\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u53ef\u80fd\u6027\u3042\u308a\u3002<br>[\u5f71\u97ff] \u898b\u9003\u3057\u3002\u672c\u6765\u691c\u51fa\u3059\u3079\u304d\u5bfe\u8c61\u3092\u898b\u9003\u3059\u3002<br>\u203b\u507d\u9670\u6027\u306e\u4e88\u6e2c\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u6642\u3001\u300c\u518d\u73fe\u7387\u300d\u3092\u512a\u5148\u3057\u3066\u5411\u4e0a\u3055\u305b\u308b\u3068\u6539\u5584\u306e\u50be\u5411\u306b\u3042\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u56de\u5e30<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u6570\u5024\u306e\u9023\u7d9a\u5024\u3092\u4e88\u6e2c\uff08\u4f8b\uff1a\u58f2\u4e0a\u4e88\u6e2c\u3001\u6c17\u6e29\u4e88\u6e2c\uff09<\/p>\n\n\n\n<ul class=\"wp-block-list has-x-small-font-size\">\n<li><strong>\u7dda\u5f62\u56de\u5e30\u5206\u6790<\/strong>\uff08Linear Regression)<br>\u56de\u5e30\u7dda\u306f\u76f4\u7dda\u3067\u3042\u308a\u3001\u9023\u7d9a\u5024\u3092\u4e88\u6e2c\u3059\u308b\u30bf\u30b9\u30af\u3002\u5165\u529b\u5909\u6570\uff08\u7279\u5fb4\u91cf\uff09\u306b\u57fa\u3065\u3044\u3066\u6570\u5024\u3067\u8868\u3055\u308c\u308b\u76ee\u6a19\u5909\u6570\uff08\u51fa\u529b\u5024\uff09\u3092\u63a8\u5b9a\u3059\u308b\u3002\u8a55\u4fa1\u306b\u306f\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\uff08MAE\uff09\u3084\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\uff08MSE\uff09\u306a\u3069\u306e\u6307\u6a19\u304c\u4f7f\u308f\u308c\u3001\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u5730\u306e\u8aa4\u5dee\u3092\u6e2c\u5b9a\u3059\u308b\u3002<br><strong>\u30fb\u76ee\u7684<\/strong>\uff1a<strong>\u9023\u7d9a\u5024\u306e\u4e88\u6e2c<\/strong>\uff08\u4f8b\uff1a\u4fa1\u683c\u3001\u70b9\u6570\u3001\u8eab\u9577\u306a\u3069\uff09<br>\u30fb<strong>\u6570\u5f0f\uff1a<\/strong>\u51fa\u529b y \u306f\u5b9f\u6570\u5024\uff08\u4f8b\uff1a\u4f4f\u5b85\u4fa1\u683c\u304c 42,000 USD\uff09<br><\/li>\n\n\n\n<li><strong>\u5206\u985e\u56de\u5e30\u5206\u6790<\/strong>\uff08Logistic Regression)<br>\u56de\u5e30\u66f2\u7dda\u306fS\u5b57\u578b\uff08\u30b7\u30b0\u30e2\u30a4\u30c9\uff09\u3067\u3042\u308a\u3001\u30ab\u30c6\u30b4\u30ea\u3092\u4e88\u6e2c\u3059\u308b\u30bf\u30b9\u30af\u3002\u5165\u529b\u5909\u6570\uff08\u7279\u5fb4\u91cf\uff09\u306b\u57fa\u3065\u3044\u3066\u3001\u96e2\u6563\u7684\u306a\u30e9\u30d9\u30eb\u3084\u30af\u30e9\u30b9\u3092\u5272\u308a\u5f53\u3066\u308b\u3002\u8a55\u4fa1\u306b\u306f\u6b63\u89e3\u7387\u3001F1\u30b9\u30b3\u30a2\u3001ROC-AUC\u306a\u3069\u304c\u4f7f\u308f\u308c\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u6b63\u78ba\u3055\u3084\u5224\u65ad\u80fd\u529b\u3092\u6e2c\u5b9a\u3059\u308b\u3002\u51fa\u529b\u3092\u95be\u5024\uff08\u4f8b\uff1a0.5\uff09\u3067\u5206\u985e\u3002\u30b3\u30b9\u30c8\u95a2\u6570\u306f\u30af\u30ed\u30b9\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\uff08Log Loss\uff09\u3002<br><strong>\u30fb\u76ee\u7684\uff1a<\/strong>\u30ab\u30c6\u30b4\u30ea\u5206\u985e\uff08\u4f8b\uff1aYes\/No\u3001\u967d\u6027\/\u9670\u6027\u3001\u30b9\u30d1\u30e0\/\u975e\u30b9\u30d1\u30e0\uff09<br><strong>\u30fb\u6570\u5f0f\uff08\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\uff09\uff1a<\/strong>\u51fa\u529b y \u306f\u78ba\u7387\u5024\uff080\u301c1\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>Mean Absolute Error\uff08\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\uff09<\/td><td>\u5b9f\u6e2c\u5024\u3068\u4e88\u6e2c\u5024\u306e\u7d76\u5bfe\u5dee\u306e\u5e73\u5747\u3002\u30e2\u30c7\u30eb\u304c\u3069\u308c\u3060\u3051\u6b63\u78ba\u306b\u5bfe\u8c61\u306e\u4fa1\u683c\u3092\u4e88\u6e2c\u3067\u304d\u3066\u3044\u308b\u304b\u3001\u5177\u4f53\u7684\u306a\u91d1\u984d\u5358\u4f4d\u3067\u76f4\u611f\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u3002\u307e\u305f\u3001\u4ed6\u306e\u6307\u6a19\u306b\u6bd4\u3079\u3066\u5916\u308c\u5024\u306e\u5f71\u97ff\u3092\u53d7\u3051\u306b\u304f\u3044\u3002\u3053\u308c\u306f\u5916\u308c\u5024\u3092\u542b\u3080\u53ef\u80fd\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u8a55\u4fa1\u304c\u3067\u304d\u308b\u70b9\u3067\u975e\u5e38\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/td><\/tr><tr><td>Mean Squared Error\uff08\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\uff09<\/td><td>\u5b9f\u6e2c\u5024\u3068\u4e88\u6e2c\u5024\u306e\u4e8c\u4e57\u8aa4\u5dee\u306e\u5e73\u5747\u3002<\/td><\/tr><tr><td>\u4e8c\u4e57\u5e73\u5747\u5e73\u65b9\u6839\u8aa4\u5dee\uff08RMSE\uff09<\/td><td>MSE\u306e\u5e73\u65b9\u6839\u3002<\/td><\/tr><tr><td>R\u00b2\uff08\u6c7a\u5b9a\u4fc2\u6570\uff09<\/td><td>\u30e2\u30c7\u30eb\u304c\u30c7\u30fc\u30bf\u306e\u5206\u6563\u3092\u3069\u308c\u3060\u3051\u8aac\u660e\u3059\u308b\u304b\u3092\u8a55\u4fa1\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u6642\u7cfb\u5217\u4e88\u6e2c<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u304b\u3089\u672a\u6765\u3092\u4e88\u6e2c\uff08\u4f8b\uff1a\u682a\u4fa1\u3001\u9700\u8981\u4e88\u6e2c\uff09<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>Mean Absolute Percentage Error\uff08MAPE\u3001\u5e73\u5747\u7d76\u5bfe\u767e\u5206\u7387\u8aa4\u5dee\uff09<\/td><td>\u5b9f\u6e2c\u5024\u306b\u5bfe\u3059\u308b\u4e88\u6e2c\u8aa4\u5dee\u306e\u5272\u5408\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><tr><td>\u5e73\u5747\u91cd\u307f\u4ed8\u304d\u5206\u4f4d\u70b9\u640d\u5931 (wQL)<\/td><td>P10\u3001P50\u3001P90 \u306e\u5206\u4f4d\u70b9\u3067\u7cbe\u5ea6\u3092\u5e73\u5747\u3057\u3066\u4e88\u6e2c\u3092\u8a55\u4fa1\u3002\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u3002<\/td><\/tr><tr><td>\u91cd\u307f\u4ed8\u304d\u7d76\u5bfe\u8aa4\u5dee\u7387 (WAPE)<\/td><td>\u7d76\u5bfe\u76ee\u6a19\u5024\u306e\u5408\u8a08\u3067\u6b63\u898f\u5316\u3055\u308c\u305f\u7d76\u5bfe\u8aa4\u5dee\u306e\u5408\u8a08\u3067\u3001\u4e88\u6e2c\u5024\u3068\u89b3\u6e2c\u5024\u3068\u306e\u5168\u4f53\u7684\u306a\u504f\u5dee\u3092\u6e2c\u5b9a\u3002\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3001WAPE = 0 \u306f\u30a8\u30e9\u30fc\u306e\u306a\u3044\u30e2\u30c7\u30eb\u3002<\/td><\/tr><tr><td>\u4e8c\u4e57\u5e73\u5747\u5e73\u65b9\u6839\u8aa4\u5dee (RMSE)<\/td><td>\u5e73\u5747\u306e\u4e8c\u4e57\u8aa4\u5dee\u306e\u5e73\u65b9\u6839\u3002RMSE \u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3001RMSE = 0 \u306f\u30a8\u30e9\u30fc\u306e\u306a\u3044\u30e2\u30c7\u30eb\u3002<\/td><\/tr><tr><td>\u5e73\u5747\u7d76\u5bfe\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u8aa4\u5dee (MASE)<\/td><td>\u5358\u7d14\u306a\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u4e88\u6e2c\u6cd5\u306e\u975e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3067\u6b63\u898f\u5316\u3055\u308c\u305f\u4e88\u6e2c\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3002\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3001MASE &lt; 1 \u306f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3001MASE &gt; 1 \u306f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u7cbe\u5ea6\u304c\u5f15\u304f\u3053\u3068\u3092\u793a\u3059\u3002<\/td><\/tr><tr><td>Root Mean Squared Logarithmic Error\uff08RMSLE\u3001\u5e73\u65b9\u5e73\u5747\u5bfe\u6570\u4e8c\u4e57\u8aa4\u5dee\uff09<\/td><td>\u5bfe\u6570\u30b9\u30b1\u30fc\u30eb\u3067\u8aa4\u5dee\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6559\u5e2b\u30a2\u30ea\uff0b\u6df1\u5c64\u5b66\u7fd2<\/strong><\/summary>\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u7ffb\u8a33<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u5165\u529b\u6587\u3068\u5bfe\u5fdc\u3059\u308b\u8a33\u6587\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\uff08\u4f8b\uff1aTransformer\u3001Seq2Seq\uff09<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>BLEU\uff08BLEU\u30b9\u30b3\u30a2\uff09<\/td><td>\u751f\u6210\u3055\u308c\u305f\u7ffb\u8a33\u3068\u53c2\u7167\u7ffb\u8a33\u306en-gram\u4e00\u81f4\u7387\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>ROUGE\uff08ROUGE\u30b9\u30b3\u30a2\uff09<\/td><td>BLEU\u306b\u5358\u8a9e\u3068\u8a9e\u5f62\u5909\u5316\u3078\u306e\u5bfe\u5fdc\u3092\u52a0\u3048\u305f\u6307\u6a19\u3002<\/td><\/tr><tr><td>ROUGE\uff08ROUGE\u30b9\u30b3\u30a2\uff09<\/td><td>\u751f\u6210\u30c6\u30ad\u30b9\u30c8\u306e\u30ea\u30b3\u30fc\u30eb\u6307\u6a19\u3002<\/td><\/tr><tr><td>BERTScore\uff08BERT\u30b9\u30b3\u30a2\uff09<\/td><td>\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u3001\u751f\u6210\u6587\u3068\u53c2\u7167\u6587\u306e\u610f\u5473\u7684\u985e\u4f3c\u5ea6\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>Perplexity\uff08\u56f0\u60d1\u5ea6\uff09<\/td><td>\u751f\u6210\u3055\u308c\u305f\u6587\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u753b\u50cf\u8a8d\u8b58<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">CNN\u306a\u3069\u3092\u4f7f\u3063\u3066\u753b\u50cf\u304b\u3089\u30e9\u30d9\u30eb\u3092\u4e88\u6e2c\uff08\u4f8b\uff1a\u9854\u8a8d\u8b58\uff09<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>Intersection over Union\uff08IoU\u3001\u4ea4\u5dee\u9762\u7a4d\u6bd4\uff09<\/td><td>\u691c\u51fa\u9818\u57df\u3068\u3001\u4e88\u6e2c\u9818\u57df\u3068\u5b9f\u969b\u306e\u9818\u57df\u306e\u91cd\u8907\u7387\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>Mean Average Precision\uff08mAP\u3001\u5e73\u5747\u9069\u5408\u7387\uff09<\/td><td>\u8907\u6570\u30af\u30e9\u30b9\u306e\u691c\u51fa\u30bf\u30b9\u30af\u3067\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6559\u5e2b\u30a2\u30ea\uff0b\u751f\u6210\u30e2\u30c7\u30eb<\/strong><\/summary>\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u751f\u6210(\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u306a\u3069)<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">GAN\u3001VAE\u3001\u62e1\u6563\u30e2\u30c7\u30eb\u306a\u3069\u3067\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3092\u751f\u6210<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td>BLEU\uff08BLEU\u30b9\u30b3\u30a2\uff09<\/td><td>\u7ffb\u8a33\u540c\u69d8\u3001\u751f\u6210\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>ROUGE\uff08ROUGE\u30b9\u30b3\u30a2\uff09<\/td><td>\u7ffb\u8a33\u540c\u69d8\u3001\u751f\u6210\u30c6\u30ad\u30b9\u30c8\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>BERTScore\uff08BERT\u30b9\u30b3\u30a2\uff09<\/td><td>\u7ffb\u8a33\u540c\u69d8\u3001\u751f\u6210\u30c6\u30ad\u30b9\u30c8\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6559\u5e2b\u30ca\u30b7<\/strong><\/summary>\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\uff08\u4f8b\uff1a\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c8\u5206\u6790\uff09<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>Silhouette Score\uff08\u30b7\u30eb\u30a8\u30c3\u30c8\u30b9\u30b3\u30a2\uff09<\/td><td>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3001\u30af\u30e9\u30b9\u30bf\u9593\u306e\u8ddd\u96e2\u3068\u30af\u30e9\u30b9\u30bf\u5185\u306e\u5bc6\u96c6\u6027\u3092\u8003\u616e\u3002<\/td><\/tr><tr><td>Davies-Bouldin Index\uff08\u30c7\u30a4\u30d3\u30b9\u30fb\u30dc\u30eb\u30c0\u30f3\u6307\u6570\uff09<\/td><td>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u5206\u96e2\u5ea6\u3068\u7dca\u5bc6\u3055\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>Adjusted Rand Index\uff08\u8abf\u6574\u30e9\u30f3\u30c9\u6307\u6570\uff09<\/td><td>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u7d50\u679c\u3068\u5b9f\u969b\u306e\u30e9\u30d9\u30eb\u9593\u306e\u4e00\u81f4\u5ea6\u3092\u8a55\u4fa1\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u5f37\u5316\u5b66\u7fd2<\/strong><\/summary>\n<p class=\"has-x-small-font-size wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6559\u5e2b\u30a2\u30ea\uff0b\u6559\u5e2b\u30ca\u30b7\uff0b\u5f37\u5316\u5b66\u7fd2<\/strong><\/summary>\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u5f37\u5316\u5b66\u7fd2\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>Mean Reciprocal Rank\uff08MRR\u3001\u5e73\u5747\u9006\u9806\u4f4d\uff09<\/td><td>\u6b63\u89e3\u306e\u5019\u88dc\u304c\u7d50\u679c\u30ea\u30b9\u30c8\u3067\u3069\u308c\u3060\u3051\u4e0a\u4f4d\u306b\u3042\u308b\u304b\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>Normalized Discounted Cumulative Gain\uff08NDCG\u3001\u6b63\u898f\u5316\u5272\u5f15\u7d2f\u7a4d\u5229\u5f97\uff09<\/td><td>\u95a2\u9023\u5ea6\u306b\u57fa\u3065\u3044\u3066\u63a8\u85a6\u7d50\u679c\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3002<\/td><\/tr><tr><td>Hit Rate\uff08\u30d2\u30c3\u30c8\u7387\uff09<\/td><td>\u63a8\u85a6\u30ea\u30b9\u30c8\u306b\u6b63\u89e3\u304c\u542b\u307e\u308c\u308b\u304b\u3092\u6e2c\u5b9a\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30c9\u30ea\u30d5\u30c8<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u203b\u5225\u79f0\uff1a\u300c\u30e2\u30c7\u30eb\u30c9\u30ea\u30d5\u30c8\u300d\u3001\u300c\u30e2\u30c7\u30eb\u306e\u9673\u8150\u5316\u300d<br>\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001\u4f55\u3089\u304b\u306e\u300c\u4e88\u671f\u305b\u306c\u5909\u5316\u300d\u304c\u539f\u56e0\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u6027\u80fd\u304c\u6642\u9593\u7d4c\u904e\u3068\u3068\u3082\u306b\u52a3\u5316\u3057\u3066\u3044\u304f\u73fe\u8c61\u3092\u6307\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30b3\u30f3\u30bb\u30d7\u30c8<\/strong><strong>\u30c9\u30ea\u30d5\u30c8<\/strong><\/td><td>\u5165\u529b\u30c7\u30fc\u30bf\uff08\u7279\u5fb4\u91cf\uff09\u3068\u6b63\u89e3\u30e9\u30d9\u30eb\uff08\u76ee\u7684\u5909\u6570\uff09\u3068\u306e\u95a2\u4fc2\u6027\u81ea\u4f53\u304c\u3001\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057\u305f\u6642\u304b\u3089\u5909\u5316\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u3002\u3053\u306e\u30c9\u30ea\u30d5\u30c8\u304c\u8d77\u3053\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u6b63\u78ba\u306b\u4e88\u6e2c\u3067\u304d\u306a\u304f\u306a\u308a\u3001\u300cF1\u30b9\u30b3\u30a2\u300d\u306e\u3088\u3046\u306a\u54c1\u8cea\u8a55\u4fa1\u6307\u6a19\u304c\u4f4e\u4e0b\u3059\u308b\u3002\u300c\u4f55\uff08\u5165\u529b\uff09\u304b\u3089\u4f55\u3092\uff08\u51fa\u529b\uff09\u4e88\u6e2c\u3059\u308b\u304b\u306e\u30eb\u30fc\u30eb\u81ea\u4f53\u304c\u5909\u308f\u3063\u3066\u3057\u307e\u3046\u300d\u3053\u3068\u3002<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf<\/strong><br><strong>\u30c9\u30ea\u30d5\u30c8<\/strong><\/td><td>\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057\u305f\u6642\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306e\u7d71\u8a08\u7684\u306a\u5206\u5e03\u3068\u3001\u5b9f\u969b\u306b\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3055\u308c\u308b\u672c\u756a\u74b0\u5883\u3067\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306e\u7d71\u8a08\u7684\u306a\u5206\u5e03\u304c\u30ba\u30ec\u3066\u3057\u307e\u3046\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u300c\u7279\u5fb4\u91cf\u30c9\u30ea\u30d5\u30c8\u300d\u3084\u300c\u5171\u5909\u91cf\u30b7\u30d5\u30c8\u300d\u3068\u3082\u547c\u3070\u308c\u308b\u3002\u300c\u5165\u529b\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u50be\u5411\u304c\u5909\u308f\u3063\u3066\u3057\u307e\u3046\u300d\u3053\u3068\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u7279\u5fae\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u203b\u7279\u5fae\u91cf\u3068\u306f&#8230;<\/strong><br>\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u610f\u5473\u306e\u3042\u308b\u30c7\u30fc\u30bf\u306e\u5c5e\u6027\uff08\u5217\uff09,\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u305f\u3081\u3001\u975e\u5e38\u306b\u91cd\u8981\u306a\u8981\u7d20\u3002<br>[\u4f8b] \u5e74\u9f62\u3001\u6027\u5225\u3001\u8cfc\u5165\u5c65\u6b74\u3001Web\u30b5\u30a4\u30c8\u306e\u6ede\u5728\u6642\u9593\u306a\u3069<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u5165\u529b\u30c7\u30fc\u30bf\uff08\u7279\u5fb4\u91cf\uff09\u3092\u52a0\u5de5\u30fb\u5909\u63db\u30fb\u9078\u629e\u3059\u308b\u30d7\u30ed\u30bb\u30b9<\/strong>\u306e\u3053\u3068\u3002<br>\u30fb\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3067\u3082\u3001<strong>\u5165\u529b\u30c7\u30fc\u30bf\u304c\u60aa\u3051\u308c\u3070\u7cbe\u5ea6\u306f\u4e0a\u304c\u3089\u306a\u3044<\/strong><br>\u30fb\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001<strong>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u52b9\u7387\u3084\u4e88\u6e2c\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a<\/strong>\u3059\u308b<br>\u30fb\u7279\u306bKaggle\u306a\u3069\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30b3\u30f3\u30da\u3067\u306f\u3001<strong>\u6700\u7d42\u9806\u4f4d\u3092\u5de6\u53f3\u3059\u308b\u8981\u56e0<\/strong>\u306b\u306a\u308b\u3053\u3068\u3082\u591a\u3044<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[\u7279\u5fb4\u91cf\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9]<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30d7\u30ed\u30bb\u30b9<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u7406\u89e3\u3068\u63a2\u7d22<\/strong><br><strong>\uff08EDA\uff09<\/strong><\/td><td>\u30fb\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u30fb\u5206\u5e03\u30fb\u6b20\u640d\u30fb\u5916\u308c\u5024\u3092\u628a\u63e1<br>\u30fb\u76ee\u7684\u5909\u6570\u3068\u306e\u95a2\u4fc2\u6027\u3092\u53ef\u8996\u5316\uff08\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3001\u6563\u5e03\u56f3\u306a\u3069\uff09<\/td><\/tr><tr><td><strong>\u7279\u5fb4\u91cf\u306e\u4f5c\u6210<br>\uff08Feature Creation\uff09<\/strong><\/td><td>\u751f\u30c7\u30fc\u30bf\u304b\u3089\u65b0\u3057\u3044\u7279\u5fb4\u91cf\u3092\u751f\u6210<br>\u30fb\u4f8b\uff1a<code>\u5e74<\/code>\u3068<code>\u6708<\/code>\u2192<code>\u5e74\u6708<\/code> <br><code>\u30fb\u58f2\u4e0a = \u5358\u4fa1 \u00d7 \u6570\u91cf<\/code><\/td><\/tr><tr><td><strong>\u7279\u5fb4\u91cf\u306e\u5909\u63db<\/strong><br><strong>\uff08Feature Transformation\uff09<\/strong><\/td><td>\u30fb\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\uff08\u6a19\u6e96\u5316\u30fb\u6b63\u898f\u5316\uff09<br>\u30fb\u5bfe\u6570\u5909\u63db\u3001\u30d3\u30cb\u30f3\u30b0\u3001\u30e9\u30d9\u30eb\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3069<\/td><\/tr><tr><td><strong>\u7279\u5fb4\u91cf\u306e\u9078\u629e<br>\uff08Feature Selection\uff09<\/strong><\/td><td>\u30fb\u76f8\u95a2\u4fc2\u6570\u3001\u60c5\u5831\u5229\u5f97\u3001Lasso\u306a\u3069\u3067\u91cd\u8981\u306a\u7279\u5fb4\u91cf\u3092\u9078\u5b9a<br>\u30fb\u4e0d\u8981\u306a\u7279\u5fb4\u91cf\u3092\u9664\u53bb\u3057\u3066\u904e\u5b66\u7fd2\u3092\u9632\u6b62<\/td><\/tr><tr><td><strong>\u30e2\u30c7\u30eb\u5b66\u7fd2<br>\uff08Model Training\uff09<\/strong><\/td><td>\u30fb\u9078\u5b9a\u3057\u305f\u7279\u5fb4\u91cf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9<br>\u30fb\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5fdc\u3058\u3066\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\u304c\u5909\u5316<\/td><\/tr><tr><td><strong>\u30e2\u30c7\u30eb\u8a55\u4fa1\u3068\u7279\u5fb4\u91cf\u306e\u518d\u8a2d\u8a08<\/strong><\/td><td>\u30fb\u7cbe\u5ea6\u30fb\u518d\u73fe\u7387\u30fbF1\u30b9\u30b3\u30a2\u306a\u3069\u3067\u8a55\u4fa1<br>\u30fb\u7279\u5fb4\u91cf\u306e\u6539\u5584\u70b9\u3092\u6d17\u3044\u51fa\u3057\u3001\u518d\u8a2d\u8a08<\/td><\/tr><tr><td><strong>\u672c\u756a\u74b0\u5883\u3078\u306e\u5c0e\u5165\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong><\/td><td>\u30fb\u7279\u5fb4\u91cf\u306e\u751f\u6210\u30ed\u30b8\u30c3\u30af\u3092\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5316<br>\u30fb\u30c7\u30fc\u30bf\u306e\u5909\u5316\u306b\u5fdc\u3058\u3066\u7279\u5fb4\u91cf\u3092\u66f4\u65b0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[\u624b\u6cd5\u4e00\u89a7]<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u6b20\u640d\u5024\u51e6\u7406<\/strong><\/td><td><strong>\u30fb\u5e73\u5747\u30fb\u4e2d\u592e\u5024\u88dc\u5b8c<\/strong>\uff1a<code>df.fillna(df.mean())<\/code> <br><strong>\u30fbKNN\u88dc\u5b8c<\/strong>\uff1a\u8fd1\u508d\u30c7\u30fc\u30bf\u304b\u3089\u63a8\u5b9a<br><strong>\u30fb\u6b20\u640d\u30d5\u30e9\u30b0\u8ffd\u52a0<\/strong>\uff1a\u6b20\u640d\u306e\u6709\u7121\u3092\u65b0\u305f\u306a\u7279\u5fb4\u91cf\u306b<\/td><\/tr><tr><td><strong>\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u5909\u63db<\/strong><\/td><td>\u30fb<strong>\u30ef\u30f3\u30db\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>\uff1a\u30ab\u30c6\u30b4\u30ea\u30920\/1\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3002\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3046\u969b\u306e\u524d\u51e6\u7406\u306e1\u3064\u3002<br>\u305f\u3068\u3048\u3070\u3001 &#8220;\u6027\u5225&#8221; \u3068\u3044\u3046\u7279\u5fb4\u91cf\u306f\u3001\u7537 \/ \u5973\u306e\uff12\u7a2e\u985e\u306e\u5024\u3092\u3082\u3064\u3002\u3053\u308c\u3092\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u3068\u547c\u3076\u3002\u3057\u304b\u3057\u5024\u304c\u6587\u5b57\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u3060\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u5668\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001&#8221;\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u7279\u5fb4\u91cf&#8221;_&#8221;\u5024&#8221; \u3067\u65b0\u3057\u304f\u30d8\u30c3\u30c0\u3092\u4f5c\u308a\u3001\u5024\u3092 1 or 0 \u3067\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u5668\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002\u3053\u306e\u65b0\u3057\u304f 1 or 0 \u3067\u8868\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u3001one-hot \u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3046\u3002<br>\u30fb<strong>\u30e9\u30d9\u30eb\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>\uff1a\u30ab\u30c6\u30b4\u30ea\u3092\u6574\u6570\u306b\u5909\u63db<br>\u30fb<strong>\u30bf\u30fc\u30b2\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong>\uff1a\u76ee\u7684\u5909\u6570\u306e\u5e73\u5747\u3067\u30ab\u30c6\u30b4\u30ea\u3092\u6570\u5024\u5316<\/td><\/tr><tr><td><strong>\u6570\u5024\u5909\u6570\u306e\u5909\u63db<\/strong><\/td><td>\u30fb<strong>\u6a19\u6e96\u5316\uff08Z\u30b9\u30b3\u30a2\uff09<\/strong>\uff1a\u5e73\u57470\u30fb\u5206\u65631\u306b\u5909\u63db<br><strong>\u30fb\u6b63\u898f\u5316\uff08Min-Max\uff09<\/strong>\uff1a0\u301c1\u306e\u7bc4\u56f2\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<br><strong>\u30fb\u5bfe\u6570\u5909\u63db<\/strong>\uff1a<code>np.log1p(x)<\/code>\u3067\u30b9\u30b1\u30fc\u30eb\u5727\u7e2e<\/td><\/tr><tr><td><strong>\u5916\u308c\u5024\u51e6\u7406<\/strong><\/td><td>\u30fb<strong>IQR\u6cd5<\/strong>\uff1a\u56db\u5206\u4f4d\u7bc4\u56f2\u3067\u691c\u51fa<br><strong>\u30fbZ\u30b9\u30b3\u30a2\u6cd5<\/strong>\uff1a\u6a19\u6e96\u504f\u5dee\u304b\u3089\u9038\u8131\u3092\u691c\u51fa<br><strong>\u30fb\u5916\u308c\u5024\u30d5\u30e9\u30b0\u5316<\/strong>\uff1a\u5916\u308c\u5024\u304b\u3069\u3046\u304b\u3092\u7279\u5fb4\u91cf\u306b<\/td><\/tr><tr><td><strong>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u91cf\u5316<\/strong><\/td><td>\u30fb<strong>\u30e9\u30b0\u7279\u5fb4\u91cf<\/strong>\uff1a\u904e\u53bb\u306e\u5024\u3092\u73fe\u5728\u306e\u7279\u5fb4\u306b<br><strong>\u30fb\u79fb\u52d5\u5e73\u5747\u30fb\u5dee\u5206<\/strong>\uff1a\u30c8\u30ec\u30f3\u30c9\u3084\u5909\u5316\u91cf\u3092\u62bd\u51fa<br><strong>\u30fb\u66dc\u65e5\u30fb\u6708\u30fb\u6642\u9593\u5e2f<\/strong>\uff1a\u5468\u671f\u6027\u306e\u62bd\u51fa<\/td><\/tr><tr><td><strong>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/strong><\/td><td>\u30fb<strong>Bag-of-Words \/ TF-IDF<\/strong>\uff1a\u5358\u8a9e\u983b\u5ea6\u30d9\u30fc\u30b9<br><strong>\u30fbWord2Vec \/ BERT<\/strong>\uff1a\u610f\u5473\u30d9\u30fc\u30b9\u306e\u57cb\u3081\u8fbc\u307f<br><strong>\u30fb\u6587\u5b57\u6570\u30fb\u5358\u8a9e\u6570\u30fb\u8a18\u53f7\u6570<\/strong>\uff1a\u69cb\u9020\u7684\u7279\u5fb4\u91cf<\/td><\/tr><tr><td><strong>\u7279\u5fb4\u91cf\u306e\u7d44\u307f\u5408\u308f\u305b\u30fb\u751f\u6210<\/strong><\/td><td>\u30fb<strong>\u4ea4\u4e92\u4f5c\u7528\u9805<\/strong>\uff1a\u4f8b\uff1a<code>\u58f2\u4e0a \u00d7 \u5e83\u544a\u8cbb<\/code><br><strong>\u30fb\u5408\u6210\u7279\u5fb4\u91cf<\/strong>\uff1a\u4f8b\uff1a<code>\u5e74<\/code>\u3068<code>\u6708<\/code>\u2192<code>\u5e74\u6708<\/code><br><strong>\u30fb\u6761\u4ef6\u4ed8\u304d\u7279\u5fb4\u91cf<\/strong>\uff1a\u4f8b\uff1a<code>\u96e8\u306e\u65e5\u306e\u58f2\u4e0a<\/code><\/td><\/tr><tr><td><strong>\u6b21\u5143\u524a\u6e1b\u30fb\u9078\u629e<\/strong><\/td><td>\u30fb<strong>PCA\uff08\u4e3b\u6210\u5206\u5206\u6790\uff09<\/strong><br>\u30fb<strong>Lasso \/ Ridge\u306b\u3088\u308b\u9078\u629e<\/strong><br><strong>\u30fb\u76f8\u95a2\u4fc2\u6570\u30fb\u60c5\u5831\u91cf\u306b\u3088\u308b\u9078\u629e<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfMin-Max\u6b63\u898f\u5316<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u5168\u4f53\u3092<strong>\u6700\u5c0f\u50240\uff5e\u6700\u5927\u50241<\/strong>\u306e\u7bc4\u56f2\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5\u3002<strong>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u5b66\u7fd2\u6642\u3068\u4e88\u6e2c\u6642\u3067\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30eb\u3092\u63c3\u3048\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u305d\u306e\u305f\u3081\u306bMin-Max\u6b63\u898f\u5316\u306a\u3069\u306e\u624b\u6cd5\u304c\u4e00\u8cab\u3057\u3066\u9069\u7528\u3055\u308c\u308b\u5fc5\u8981\u304c\u3042\u308b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30fb\u6b63\u898f\u5316\u306e\u76ee\u7684<\/strong>: \u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30eb\uff08\u5358\u4f4d\uff09\u3092\u6271\u3044\u3084\u3059\u3044\u3082\u306e\u306b\u6574\u3048\u308b\u3053\u3068\u3002<br><strong>\u30fb\u4e00\u8cab\u6027\u306e\u91cd\u8981\u6027<\/strong>: \u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u4fdd\u3064\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u672c\u756a\uff08\u4e88\u6e2c\uff09\u30c7\u30fc\u30bf\u3067<strong>\u540c\u3058\u65b9\u6cd5\u30fb\u540c\u3058\u7d71\u8a08\u5024\uff08\u6700\u5c0f\u5024\u3068\u6700\u5927\u5024\uff09\u3092\u4f7f\u3063\u3066\u6b63\u898f\u5316\u3059\u308b<\/strong>\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u203bGlue DataBrew\u306e\u6d3b\u7528<\/strong>: \u3053\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u3068\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u8a08\u7b97\u3057\u305f\u6700\u5c0f\u5024\u30fb\u6700\u5927\u5024\u306e\u7d71\u8a08\u60c5\u5831\u3092\u4fdd\u5b58\u3057\u3001\u672c\u756a\u30c7\u30fc\u30bf\u306b\u3082\u518d\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u4e00\u8cab\u3057\u305f\u524d\u51e6\u7406\u304c\u4fdd\u8a3c\u3055\u308c\u3001\u30c7\u30fc\u30bf\u30b9\u30ad\u30e5\u30fc\uff08\u30c7\u30fc\u30bf\u306e\u504f\u308a\uff09\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\"><strong>\u25c7<span style=\"text-decoration: underline;\">\u904e\u5b66\u7fd2\u306e\u9632\u6b62\u65b9\u6cd5<\/span><\/strong><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u65e9\u671f\u505c\u6b62<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>\u5b66\u7fd2\u304c\u5341\u5206\u306b\u9032\u307f\u3001\u305d\u308c\u4ee5\u4e0a\u3084\u308b\u3068\u9006\u306b\u6027\u80fd\u304c\u843d\u3061\u305d\u3046\u306b\u306a\u308b\u4e00\u756a\u826f\u3044\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u3001\u8ce2\u304f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b9\u30c8\u30c3\u30d7\u3055\u305b\u308b\u624b\u6cd5<\/strong>\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u9032\u3081\u306a\u304c\u3089\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5225\u9014\u7528\u610f\u3057\u305f\u300c\u691c\u8a3c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300d\u3067\u5e38\u306b\u76e3\u8996\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001<strong>\u691c\u8a3c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u6027\u80fd\u304c\u5411\u4e0a\u3057\u306a\u304f\u306a\u3063\u305f\u3001\u3042\u308b\u3044\u306f\u60aa\u5316\u3057\u59cb\u3081\u305f\u6642\u70b9<\/strong>\u3067\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u7684\u306b\u7d42\u4e86\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u30e1\u30ea\u30c3\u30c8]<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u904e\u5b66\u7fd2\u306e\u9632\u6b62<\/strong>: \u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u6700\u5927\u5316\u3055\u308c\u305f\u6700\u9069\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5b66\u7fd2\u3092\u6b62\u3081\u3089\u308c\u308b\u3002<\/li>\n\n\n\n<li><strong>\u6642\u9593\u3068\u30b3\u30b9\u30c8\u306e\u7bc0\u7d04<\/strong>: \u7121\u99c4\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u7d9a\u3051\u308b\u3053\u3068\u3092\u9632\u304e\u3001\u8a08\u7b97\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u3001\u5404\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\uff08\u30ce\u30fc\u30c9\uff09\u3092\u4e00\u5b9a\u306e\u78ba\u7387\u3067\u30e9\u30f3\u30c0\u30e0\u306b\u7121\u52b9\u5316\uff08\u4e00\u6642\u7684\u306b\u7121\u8996\uff09\u3057\u306a\u304c\u3089\u5b66\u7fd2\u3092\u9032\u3081\u308b\u624b\u6cd5\u3002\u3053\u306e\u51e6\u7406\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3084\u7279\u5fb4\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u904e\u5ea6\u306b\u4f9d\u5b58\u3059\u308b\u3053\u3068\u3092\u9632\u3050\u3002<br>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u3088\u308a\u9811\u5065\u3067\u5197\u9577\u6027\u306e\u9ad8\u3044\u8868\u73fe\u3092\u5b66\u7fd2\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u4e88\u6e2c\u6027\u80fd\u3067\u3042\u308b\u300c<strong>\u6c4e\u5316\u6027\u80fd<\/strong>\u300d\u304c\u5411\u4e0a\u3059\u308b\u3002\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u52b9\u679c\u7684\u306a\u300c<strong>\u6b63\u5247\u5316<\/strong>\u300d\u306e\u624b\u6cd5\u3068\u3057\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<\/details>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\"><strong>\u25c7<span style=\"text-decoration: underline;\">\u63a8\u8ad6\uff08\u4e88\u6e2c\uff09<\/span><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u6e08\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u5f97\u308b\u30d7\u30ed\u30bb\u30b9\u3002\u300c\u5b66\u7fd2\u300d\u306f\u30c7\u30fc\u30bf\u304b\u3089\u77e5\u8b58\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u3073\u3001\u300c\u63a8\u8ad6\u300d\u306f\u5b66\u7fd2\u6e08\u307f\u306e\u77e5\u8b58\u3092\u4f7f\u3063\u3066\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u4e88\u6e2c\u3084\u5224\u65ad\u3092\u884c\u3046\u30d7\u30ed\u30bb\u30b9\u3002\u5b66\u7fd2\u306f\u30e2\u30c7\u30eb\u3092\u300c\u4f5c\u308b\u300d\u6bb5\u968e\u3001\u63a8\u8ad6\u306f\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u3092\u300c\u4f7f\u3046\u300d\u6bb5\u968e\u3068\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u3001\u63a8\u8ad6\u51e6\u7406\u306e\u65b9\u5f0f\u306e\u7a2e\u985e\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong><span style=\"text-decoration: underline;\">[<\/span>\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u51fa\u529b\u5f62\u5f0f]<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">application\/json , application\/x-recordio-protobuf , text\/csv<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7<\/th><th>\u51fa\u529b\u5185\u5bb9<\/th><th>\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u56de\u5e30\u30e2\u30c7\u30eb (<code>regressor<\/code>)<\/td><td>score<\/td><td>\u6570\u5024\u7684\u306a\u4e88\u6e2c\u5024\uff08\u4f8b\uff1a\u4fa1\u683c\u3001\u6e29\u5ea6\u306a\u3069\uff09<\/td><\/tr><tr><td>\u5206\u985e\u30e2\u30c7\u30eb<br>(<code>binary_classifier<\/code>, <code>multiclass_classifier<\/code>)<\/td><td><code>score<\/code>, <code>predict<\/code>ed_la<\/td><td><code>score<\/code>\u306f\u4e88\u6e2c\u306e\u78ba\u4fe1\u5ea6\u3001<code>predicted_label<\/code>\u306f\u4e88\u6e2c\u3055\u308c\u305f\u30af\u30e9\u30b9\uff08\u4f8b\uff1a\u30b9\u30d1\u30e0 or \u975e\u30b9\u30d1\u30e0\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u63a8\u8ad6\u65b9\u5f0f<\/th><th>\u7279\u5fb4<\/th><th>\u4e3b\u306a\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td><strong>\u540c\u671f\u63a8\u8ad6<\/strong><\/td><td>\u5165\u529b\u2192\u5373\u5ea7\u306b\u51fa\u529b\u3092\u5f85\u3064<br>\u21d2\u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5fdc\u7b54\u304c\u5fc5\u8981\u306a\u5834\u9762<br>\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u5bfe\u3057\u3066\u5373\u5ea7\u306b\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u8fd4\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u304c\u9ad8\u3044\u304c\u3001\u5f85\u6a5f\u6642\u9593\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3002<\/td><td>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5236\u5fa1<\/td><\/tr><tr><td><strong>\u975e\u540c\u671f\u63a8\u8ad6<\/strong><\/td><td>\u5165\u529b\u2192\u51e6\u7406\u4e2d\u306b\u4ed6\u306e\u4f5c\u696d\u2192\u5f8c\u3067\u51fa\u529b\u3092\u53d7\u3051\u53d6\u308b<br>\u21d2\u5927\u898f\u6a21\u30e2\u30c7\u30eb\uff08GPT\u3001BERT\u3001\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb\u306a\u3069\uff09<\/td><td>\u753b\u50cf\u751f\u6210\u3001\u9577\u6642\u9593\u63a8\u8ad6\u3001\u30d0\u30c3\u30c1\u51e6\u7406<\/td><\/tr><tr><td><strong>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6<\/strong><\/td><td>\u30fb<strong>\u30a4\u30f3\u30d5\u30e9\u306e\u7ba1\u7406\uff08\u30b5\u30fc\u30d0\u30fc\u306e\u9078\u629e\u3001\u8a2d\u5b9a\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306a\u3069\uff09<\/strong>\u4e0d\u8981\u3067\u6a5f\u68b0\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3002<br>\u30fb\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u91cf\u306b\u5fdc\u3058\u3066\u3001\u5fc5\u8981\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u3092<strong>\u81ea\u52d5\u3067\u8d77\u52d5\u30fb\u505c\u6b62<\/strong>\u3002<br>\u3000\u203bCPU\u30d0\u30fc\u30b9\u30c8\u7528\u9014\u306b\u5229\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044<br>\u30fb<code>MaxConcurrency(<\/code>\u540c\u6642\u5b9f\u884c\u30ea\u30af\u30a8\u30b9\u30c8\u6570)\u3092<code>1<\/code>\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3092\u5236\u9650\u3067\u304d\u308b\u3002<br><strong>\u4f7f\u7528\u7528\u9014\uff1a<\/strong>\u4e88\u6e2c\u3059\u308b\u983b\u5ea6\u304c\u4f4e\u3044\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u65ad\u7d9a\u7684\u30fb\u4e88\u6e2c\u4e0d\u80fd\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u6700\u9069\u3002<br><strong>\u30b3\u30b9\u30c8\uff1a<\/strong>\u5f93\u91cf\u8ab2\u91d1\u5236\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u306a\u3044\u6642\u306f\u30ea\u30bd\u30fc\u30b9\u3092\u30bc\u30ed\u307e\u3067\u30b9\u30b1\u30fc\u30eb\u30c0\u30a6\u30f3\u3002(\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5)<\/td><td>API\u9023\u643a\u3001\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9\u51e6\u7406\u3001\u8efd\u91cf\u63a8\u8ad6<\/td><\/tr><tr><td><strong>\u30d0\u30c3\u30c1\u63a8\u8ad6<\/strong><\/td><td>\u8907\u6570\u306e\u5165\u529b\u3092\u307e\u3068\u3081\u3066\u4e00\u62ec\u51e6\u7406\u3002\u52b9\u7387\u7684\u3060\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u306f\u4f4e\u3044\u3002<\/td><td>\u30ec\u30b3\u30e1\u30f3\u30c9\u3001\u30ed\u30b0\u89e3\u6790\u3001\u5b9a\u671f\u51e6\u7406<\/td><\/tr><tr><td><strong>\u30b9\u30c8\u30ea\u30fc\u30e0\u63a8\u8ad6<\/strong><\/td><td>\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u306b\u5bfe\u3057\u3066\u7d99\u7d9a\u7684\u306b\u63a8\u8ad6\u3002\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u51e6\u7406\u306b\u5f37\u3044\u3002<\/td><td>IoT\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3001\u91d1\u878d\u53d6\u5f15\u76e3\u8996<\/td><\/tr><tr><td><strong>\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u63a8\u8ad6<\/strong><\/td><td>\u30e2\u30d0\u30a4\u30eb\u3084\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u63a8\u8ad6\u3002\u901a\u4fe1\u4e0d\u8981\u3067\u9ad8\u901f\u3002<\/td><td>\u30b9\u30de\u30db\u30a2\u30d7\u30ea\u3001\u30ed\u30dc\u30c3\u30c8\u3001AR\/VR<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-large-font-size wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfXG Boost\uff08eXtreme Gradient Boosting\uff09<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0<\/strong>\u3092\u52b9\u7387\u7684\u306b\u5b9f\u88c5\u3057\u305f <strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong> \u3002\u300c\u5f31\u3044\u30e2\u30c7\u30eb\uff08\u4e3b\u306b\u6c7a\u5b9a\u6728\uff09\u300d\u3092\u591a\u6570\u7d44\u307f\u5408\u308f\u305b\u3066\u300c\u5f37\u3044\u4e88\u6e2c\u30e2\u30c7\u30eb\u300d\u3092\u4f5c\u308b <strong>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u624b\u6cd5<\/strong> \u306e\u4e00\u7a2e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u203b\u7c21\u5358\u306a\u30a4\u30e1\u30fc\u30b8<\/strong><br>1\u672c\u306e\u6c7a\u5b9a\u6728\u306f\u300c\u5f31\u3044\u4e88\u6e2c\u5668\u300d\u3060\u304c\u3001\u305f\u304f\u3055\u3093\u306e\u6728\u3092\u300c\u9806\u756a\u306b\u300d\u300c\u8aa4\u5dee\u3092\u4fee\u6b63\u3057\u306a\u304c\u3089\u300d\u4f5c\u308a\u8db3\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u300c\u5f37\u3044\u4e88\u6e2c\u5668\u300d\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30c7\u30a3\u30b7\u30b8\u30e7\u30f3\u30c4\u30ea\u30fc<\/strong><br><strong>\uff08\u6c7a\u5b9a\u6728\uff09<\/strong><\/td><td>\u30c7\u30fc\u30bf\u3092\u6bb5\u968e\u7684\u306b\u5206\u5272\u3057\u3001\u5206\u985e\u3084\u4e88\u6e2c\u3092\u884c\u3046\u30b7\u30f3\u30d7\u30eb\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br>\u30fb<code>max_depth<\/code> \u306f\u6c7a\u5b9a\u6728\u306e\u6df1\u3055\u3092\u5236\u5fa1\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3002<br>\u30fb\u5024\u304c\u5927\u304d\u3044\u3068\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u306b\u306a\u308a\u904e\u5b66\u7fd2\u306e\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308b\u3002<br>\u30fb\u5024\u3092\u5c0f\u3055\u304f\u3059\u308b\u3068\u8907\u96d1\u3055\u304c\u6291\u3048\u3089\u308c\u3001\u904e\u5b66\u7fd2\u3092\u9632\u6b62\u3067\u304d\u308b\u3002<br>\u30fb\u9069\u5207\u306a <code>max_depth<\/code> \u3092\u9078\u3076\u305f\u3081\u306b\u306f\u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u304c\u6709\u52b9\u3002<br>\u30fb\u9069\u5207\u306b\u5236\u5fa1\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u6027\u80fd\uff08\u672a\u77e5\u30c7\u30fc\u30bf\u3078\u306e\u4e88\u6e2c\u7cbe\u5ea6\uff09\u304c\u5411\u4e0a\u3059\u308b\u3002<\/td><\/tr><tr><td>\u203b\u88dc\u8db3<\/td><td><strong>\u30fb\u6c7a\u5b9a\u6728\u306e\u6df1\u3055\uff08max depth\uff09<\/strong>\uff1a\u6728\u306e\u8907\u96d1\u3055\u3092\u5236\u5fa1\u3002<br><strong>\u30fb\u96a0\u308c\u5c64\u306e\u6570\u3068\u30e6\u30cb\u30c3\u30c8\u6570\uff08neural network\uff09<\/strong>\uff1a\u30e2\u30c7\u30eb\u306e\u8868\u73fe\u529b\u306b\u5f71\u97ff\u3002<br>\u30fb<strong>\u6b63\u5247\u5316\u4fc2\u6570\uff08L1\/L2\uff09<\/strong>\uff1a\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u7279\u5fb4]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u9ad8\u3044\u7cbe\u5ea6<\/strong><\/td><td>\u591a\u304f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\uff08Kaggle\u306a\u3069\uff09\u3067\u512a\u52dd\u306b\u4f7f\u308f\u308c\u308b\u307b\u3069\u7cbe\u5ea6\u304c\u9ad8\u3044\u3002<\/td><\/tr><tr><td><strong>\u9ad8\u901f\u51e6\u7406<\/strong><\/td><td>\u4e26\u5217\u51e6\u7406\u3084\u30e1\u30e2\u30ea\u52b9\u7387\u3092\u5de5\u592b\u3057\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u3082\u5b66\u7fd2\u304c\u901f\u3044\u3002<\/td><\/tr><tr><td><strong>\u67d4\u8edf\u6027<\/strong><\/td><td>\u56de\u5e30\u3001\u5206\u985e\uff08\u4e8c\u5024\u30fb\u591a\u30af\u30e9\u30b9\uff09\u3001\u30e9\u30f3\u30ad\u30f3\u30b0\u554f\u984c\u306a\u3069\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3002<\/td><\/tr><tr><td><strong>\u904e\u5b66\u7fd2\u3078\u306e\u5bfe\u7b56<\/strong><\/td><td><code>max_depth<\/code> \u3084 <code>subsample<\/code> \u306a\u3069\u591a\u6570\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3092\u5236\u5fa1\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong><\/td><td>\u30fb\u5f31\u3044\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6b63\u78ba\u306a\u4e88\u6e2c\u3092\u884c\u3046\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u624b\u6cd5\u3002<br>\u30fb\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u578b\u3084\u5206\u5e03\u3001\u95a2\u4fc2\u306b\u5bfe\u5fdc\u53ef\u80fd\u3067\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5fae\u8abf\u6574\u3082\u3057\u3084\u3059\u3044\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[XGBoost \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u5206\u985e\u8868\uff08\u5b8c\u5168\u7248\uff09]<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u5206\u985e<\/th><th>\u30d1\u30e9\u30e1\u30fc\u30bf<\/th><th>\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30c4\u30ea\u30fc\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u7528<\/strong><br>(gbtree \/ dart)<\/td><td><code>max_depth<\/code><\/td><td>\u6728\u306e\u6700\u5927\u6df1\u3055<\/td><\/tr><tr><td><\/td><td><code>min_child_weight<\/code><\/td><td>\u5b50\u30ce\u30fc\u30c9\u306b\u5fc5\u8981\u306a\u6700\u5c0f\u30b5\u30f3\u30d7\u30eb\u91cd\u307f<\/td><\/tr><tr><td><\/td><td><code>gamma<\/code><\/td><td>\u5206\u5272\u306b\u5fc5\u8981\u306a\u640d\u5931\u6e1b\u5c11\u91cf\uff08\u5927\u304d\u3044\u307b\u3069\u5358\u7d14\u306a\u6728\u306b\u306a\u308b\uff09<\/td><\/tr><tr><td><\/td><td><code>subsample<\/code><\/td><td>\u5b66\u7fd2\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u306e\u5272\u5408<\/td><\/tr><tr><td><\/td><td><code>colsample_bytree<\/code><\/td><td>\u5404\u6728\u306e\u69cb\u7bc9\u306b\u4f7f\u3046\u7279\u5fb4\u91cf\u306e\u5272\u5408<\/td><\/tr><tr><td><\/td><td><code>colsample_bylevel<\/code><\/td><td>\u5404\u968e\u5c64\u3067\u4f7f\u3046\u7279\u5fb4\u91cf\u306e\u5272\u5408<\/td><\/tr><tr><td><\/td><td><code>colsample_bynode<\/code><\/td><td>\u5404\u30ce\u30fc\u30c9\u5206\u5272\u3067\u4f7f\u3046\u7279\u5fb4\u91cf\u306e\u5272\u5408<\/td><\/tr><tr><td><strong>\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u5168\u822c<\/strong><\/td><td><code>learning_rate<\/code>\uff08eta\uff09<\/td><td>\u5404\u6728\u306e\u5bc4\u4e0e\u5ea6\uff08\u5b66\u7fd2\u7387\uff09<\/td><\/tr><tr><td><\/td><td><code>n_estimators<\/code><\/td><td>\u4f5c\u6210\u3059\u308b\u6728\uff08\u30e2\u30c7\u30eb\uff09\u306e\u6570<\/td><\/tr><tr><td><\/td><td><code>booster<\/code><\/td><td>\u30e2\u30c7\u30eb\u7a2e\u985e\uff08<code>gbtree<\/code>, <code>gblinear<\/code>, <code>dart<\/code>\uff09<\/td><\/tr><tr><td><\/td><td><code>lambda<\/code>\uff08reg_lambda\uff09<\/td><td>L2 \u6b63\u5247\u5316\u9805<\/td><\/tr><tr><td><\/td><td><code>alpha<\/code>\uff08reg_alpha\uff09<\/td><td>L1 \u6b63\u5247\u5316\u9805<\/td><\/tr><tr><td><\/td><td><code>scale_pos_weight<\/code><\/td><td>\u30af\u30e9\u30b9\u4e0d\u5747\u8861\u30c7\u30fc\u30bf\u3078\u306e\u91cd\u307f\u4ed8\u3051<\/td><\/tr><tr><td><strong>\u5b66\u7fd2\u30bf\u30b9\u30af<\/strong><\/td><td><code>objective<\/code><\/td><td>\u5b66\u7fd2\u30bf\u30b9\u30af\uff08\u4f8b: \u56de\u5e30\u3001\u5206\u985e\u3001\u591a\u30af\u30e9\u30b9\u5206\u985e\uff09<\/td><\/tr><tr><td><\/td><td><code>eval_metric<\/code><\/td><td>\u8a55\u4fa1\u6307\u6a19\uff08\u4f8b: rmse, logloss, auc\uff09<\/td><\/tr><tr><td><\/td><td><code>seed<\/code><\/td><td>\u4e71\u6570\u30b7\u30fc\u30c9<\/td><\/tr><tr><td><strong>DART \u7279\u6709<\/strong><\/td><td><code>sample_type<\/code><\/td><td>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u65b9\u5f0f<\/td><\/tr><tr><td><\/td><td><code>normalize_type<\/code><\/td><td>\u6b63\u898f\u5316\u65b9\u5f0f<\/td><\/tr><tr><td><\/td><td><code>rate_drop<\/code><\/td><td>\u6728\u3092\u9593\u5f15\u304f\u5272\u5408<\/td><\/tr><tr><td><\/td><td><code>skip_drop<\/code><\/td><td>\u30c9\u30ed\u30c3\u30d7\u3092\u30b9\u30ad\u30c3\u30d7\u3059\u308b\u78ba\u7387<\/td><\/tr><tr><td><strong>\u7dda\u5f62\u30e2\u30c7\u30eb\u7528<\/strong><br>(gblinear)<\/td><td><code>updater<\/code><\/td><td>\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u4f8b: <code>shotgun<\/code>, <code>coord_descent<\/code>\uff09<\/td><\/tr><tr><td><\/td><td><code>feature_selector<\/code><\/td><td>\u7279\u5fb4\u9078\u629e\u624b\u6cd5\uff08\u4f8b: <code>cyclic<\/code>, <code>shuffle<\/code>, <code>random<\/code>, <code>greedy<\/code>, <code>thrifty<\/code>\uff09<\/td><\/tr><tr><td><\/td><td><code>top_k<\/code><\/td><td>\u7279\u5fb4\u9078\u629e\u3067\u5229\u7528\u3059\u308b\u4e0a\u4f4d k\uff08<code>greedy<\/code> \u306e\u3068\u304d\u6709\u52b9\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Sage Maker<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-2.png\" alt=\"\" class=\"wp-image-9319 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u69cb\u7bc9\u3002\u3059\u3079\u3066\u306e\u958b\u767a\u8005\u3068\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u624b\u6bb5\u3092\u63d0\u4f9b\u3002PyTorch\u306a\u3069\u306e\u4e3b\u8981\u306aNL\uff08\u81ea\u7136\u8a00\u8a9e\uff09\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5bfe\u5fdc\u3057\u305f<strong>\u4e8b\u524d\u4f5c\u6210\u6e08\u307f\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8<\/strong>\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u81ea\u4f5c\u306ePython\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u305d\u306e\u307e\u307e\u5b9f\u884c\u3067\u304d\u308b\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6<\/strong><br>[\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0]<\/th><th><strong>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6<\/strong><br>[\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0]<\/th><th><strong>\u975e\u540c\u671f\u63a8\u8ad6<\/strong><br>[\u30de\u30a4\u30af\u30ed\u30d0\u30c3\u30c1]<\/th><th><strong>\u30d0\u30c3\u30c1\u5909\u63db<\/strong><br>[\u30d0\u30c3\u30c1]<\/th><\/tr><\/thead><tbody><tr><td><\/td><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0<\/td><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0<\/td><td>\u30de\u30a4\u30af\u30ed\u30d0\u30c3\u30c1<\/td><td>\u30d0\u30c3\u30c1<\/td><\/tr><tr><td><strong>\u7279\u5fb4<\/strong><\/td><td>\u5e38\u6642\u7a3c\u50cd\u3059\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3002\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fb\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u5bfe\u5fdc\u3002<\/td><td>\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u4e0d\u8981\u3002\u4f7f\u7528\u6642\u306e\u307f\u8ab2\u91d1\u3002<\/td><td>\u9577\u6642\u9593\u51e6\u7406\u3084\u5927\u304d\u306a\u30da\u30a4\u30ed\u30fc\u30c9\u306b\u5bfe\u5fdc\u3002<\/td><td>\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u4e00\u62ec\u51e6\u7406\u3002\u975e\u540c\u671f\u3067\u5b9f\u884c\u3002<\/td><\/tr><tr><td><strong>\u5b9f\u884c\u30e2\u30fc\u30c9<\/strong><\/td><td>\u540c\u671f<\/td><td>\u540c\u671f<\/td><td>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9(\u540c\u671f\/\u975e\u540c\u671f)<\/td><td>\u975e\u540c\u671f<\/td><\/tr><tr><td><strong>\u4e88\u6e2c\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc<\/strong><\/td><td>\u79d2\u4ee5\u4e0b<\/td><td>\u79d2\u4ee5\u4e0b<\/td><td>\u6570\u79d2\uff5e\u6570\u5206<\/td><td>\u4e0d\u5b9a<\/td><\/tr><tr><td><strong>\u5b9f\u884c\u983b\u5ea6<\/strong><\/td><td>\u53ef\u5909<\/td><td>\u53ef\u5909<\/td><td>\u53ef\u5909<\/td><td>\u53ef\u5909\/\u56fa\u5b9a<\/td><\/tr><tr><td><strong>\u547c\u3073\u51fa\u3057\u30e2\u30fc\u30c9<\/strong><\/td><td>\u9023\u7d9a\u30b9\u30c8\u30ea\u30fc\u30e0\/API\u30b3\u30fc\u30eb<\/td><td>\u9023\u7d9a\u30b9\u30c8\u30ea\u30fc\u30e0\/API\u30b3\u30fc\u30eb<\/td><td>\u30a4\u30d9\u30f3\u30c8\u30d9\u30fc\u30b9<\/td><td>\u30a4\u30d9\u30f3\u30c8\/\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u30d9\u30fc\u30b9<\/td><\/tr><tr><td><strong>\u63a8\u8ad6\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba<\/strong><\/td><td>\u5c0f(\uff1c6MB)<\/td><td>\u5c0f(\uff1c6MB)<\/td><td>\u4e2d(\uff1c1GB)<\/td><td>\u5927(\uff1e1GB)<\/td><\/tr><tr><td><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong><\/td><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u63a8\u8ad6\u7d50\u679c\u304c\u5fc5\u8981\u306a\u30b1\u30fc\u30b9\u3001\u4f8b\u3048\u3070\u3001\u5546\u54c1\u30ec\u30b3\u30e1\u30f3\u30c9\u306a\u3069<\/td><td>\u305f\u307e\u306b\u3057\u304b\u63a8\u8ad6\u3057\u306a\u3044\u30b1\u30fc\u30b9\u3001\u4f8b\u3048\u3070\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3084\u5206\u6790\u306a\u3069<\/td><td>\u4e2d\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u975e\u540c\u671f\u3067\u63a8\u8ad6\u30b1\u30fc\u30b9\u3002\u4f8b\u3048\u3070\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3001\u7269\u4f53\u691c\u77e5\u306a\u3069<\/td><td><mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u5927\u898f\u6a21\u306e\u30c7\u30fc\u30bf<\/mark>\u306b\u5bfe\u3057\u3066\u975e\u540c\u671f\u3067\u63a8\u8ad6\u3059\u308b\u30b1\u30fc\u30b9\u3002\u4f8b\u3048\u3070\u3001NLP\u306a\u3069\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\u3084\u63a8\u8ad6\u51e6\u7406\u304c\u9577\u3044\u30b1\u30fc\u30b9\u306a\u3069<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[Sage Maker \u975e\u540c\u671f\u63a8\u8ad6\u306b\u3064\u3044\u3066]<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30da\u30a4\u30ed\u30fc\u30c9\u30b5\u30a4\u30ba\u304c\u5927\u304d\u304f (\u6700\u5927 1 GB)\u3001\u51e6\u7406\u6642\u9593\u304c\u9577\u3044 (\u6700\u5927 1 \u6642\u9593)\u3001\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u8981\u4ef6\u304c\u3042\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3067\u304d\u308b\u3002\u63a8\u8ad6\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u51e6\u7406\u3055\u308c\u308b\u307e\u3067\u306e\u9593\u3001\u53d7\u4fe1\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u300c\u975e\u540c\u671f\u30ad\u30e5\u30fc\u300d\u306b\u4fdd\u5b58\u3057\u3001\u5b8c\u4e86\u5f8c\u306b\u7d50\u679c\u3092 S3 \u30d0\u30b1\u30c3\u30c8\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u51e6\u7406\u304c\u5b8c\u4e86\u3059\u308b\u306e\u3092\u5f85\u3064\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b\u3002\u51e6\u7406\u3059\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u306a\u3044\u5834\u5408\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30ab\u30a6\u30f3\u30c8\u3092\u30bc\u30ed\u306b Auto Scaling \u3059\u308b\u3053\u3068\u306b\u3088\u308a\u30b3\u30b9\u30c8\u3092\u7bc0\u7d04\u3067\u304d\u308b\u305f\u3081\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u304c\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u306e\u307f\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u30dd\u30ea\u30b7\u30fc\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u300cAuto Scaling\u300d\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6a5f\u80fd\u6027<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30b9\u30af\u30ea\u30d7\u30c8<\/strong><br><strong>\u30e2\u30fc\u30c9<\/strong><\/td><td>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3067\u4f5c\u6210\u3057\u305f\u65e2\u5b58\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u6700\u5c0f\u9650\u306e\u5909\u66f4\u3067\u5b9f\u884c\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u72ec\u81ea\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3092\u53cd\u6620\u3057\u305f\u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u306bAWS\u4e0a\u3078\u79fb\u884c\u3067\u304d\u3001<strong>\u904b\u7528\u30b3\u30b9\u30c8\u3084\u5b66\u7fd2\u306e\u624b\u9593\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3089\u308c\u308b<\/strong>\u3002<br>\u300c\u30b9\u30af\u30ea\u30d7\u30c8\u30e2\u30fc\u30c9\u300d\u3068\u306f\u3001SageMaker\u3067\u7528\u610f\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30b3\u30f3\u30c6\u30ca\u3092\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u72ec\u81ea\u306e\u30b3\u30f3\u30c6\u30ca\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5229\u7528\u3057\u3066\u5b66\u7fd2\u51e6\u7406\u3092\u8a18\u8ff0\u3059\u308b\u65b9\u6cd5<\/strong>\u306e\u3053\u3068\u3067\u3042\u308b\u3002<\/td><\/tr><tr><td><strong>\u30d0\u30c3\u30c1\u5909\u63db<\/strong><\/td><td>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u975e\u540c\u671f\u63a8\u8ad6\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001\u30b8\u30e7\u30d6\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u7ba1\u7406\u3068\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u63a8\u8ad6\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001\u8981\u6c42\u3055\u308c\u305f\u975e\u540c\u671f\u51e6\u7406\u8981\u4ef6\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u8a2d\u5b9a\uff08LCC\uff09<\/strong><\/td><td>SageMaker\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u4f5c\u6210\u307e\u305f\u306f\u8d77\u52d5\u3055\u308c\u308b\u305f\u3073\u306b\u3001\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3057\u305f\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3055\u305b\u308b\u3002\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u5bfe\u3057\u3066\u4e00\u8cab\u3057\u305f\u8a2d\u5b9a\uff08\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u5b9a\u306a\u3069\uff09\u3092\u81ea\u52d5\u3067\u9069\u7528\u3067\u304d\u3001\u624b\u52d5\u3067\u306e\u4f5c\u696d\u3084\u904b\u7528\u4e0a\u306e\u8ca0\u62c5\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30d0\u30ea\u30a2\u30f3\u30c8<\/strong><br><strong>\u6a5f\u80fd<\/strong><\/td><td>1\u3064\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3084\u69cb\u6210\u3092\u540c\u6642\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u3001\u67d4\u8edf\u306a\u63a8\u8ad6\u904b\u7528\u3092\u53ef\u80fd\u306b\u3059\u308b\u4ed5\u7d44\u307f\u3002\u7279\u306bA\/B\u30c6\u30b9\u30c8\u3084\u30e2\u30c7\u30eb\u6bd4\u8f03\u306b\u975e\u5e38\u306b\u6709\u52b9\u3002<br><strong>\u30fbProduction Variant\uff08\u30d0\u30ea\u30a2\u30f3\u30c8\uff09<\/strong><br>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u308b\u30e2\u30c7\u30eb\u306e\u69cb\u6210\u5358\u4f4d\u3002\u30e2\u30c7\u30eb\u540d\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u6570\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u91cd\u307f\u306a\u3069\u3092\u5b9a\u7fa9\u3059\u308b\u3002<br><strong>\u30fb\u30de\u30eb\u30c1\u30d0\u30ea\u30a2\u30f3\u30c8\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/strong><br>\u8907\u6570\u306e\u30d0\u30ea\u30a2\u30f3\u30c8\u3092\u540c\u6642\u306b\u30db\u30b9\u30c8\u3059\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3002\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u5206\u6563\u3057\u3066\u8907\u6570\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3067\u304d\u308b\u3002<br><strong>\u30fbTargetVariant<\/strong><br>\u63a8\u8ad6\u30ea\u30af\u30a8\u30b9\u30c8\u6642\u306b\u3001\u7279\u5b9a\u306e\u30d0\u30ea\u30a2\u30f3\u30c8\u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u3059\u308b\u305f\u3081\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3002<\/td><\/tr><tr><td><strong>\u30b7\u30e3\u30c9\u30a6<\/strong><br><strong>\u30c6\u30b9\u30c8<\/strong><\/td><td>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u3001\u672c\u756a\u74b0\u5883\u3067\u7a3c\u50cd\u4e2d\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\uff08\u672c\u756a\u7a3c\u50cd\u7528\u30d0\u30ea\u30a2\u30f3\u30c8\uff09\u3068\u65b0\u3057\u3044\u30e2\u30c7\u30eb\uff08\u30b7\u30e3\u30c9\u30a6\u30d0\u30ea\u30a2\u30f3\u30c8\uff09\u306e\u4e21\u65b9\u306b\u9001\u4fe1\u3059\u308b\u3053\u3068\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u969b\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3067\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u3002<br><strong>\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u5f71\u97ff\u306a\u3057<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306b\u306f<strong>\u672c\u756a\u7a3c\u50cd\u4e2d\u30e2\u30c7\u30eb\u304b\u3089\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u307f\u304c\u8fd4\u3055\u308c<\/strong>\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u640d\u306a\u308f\u305a\u30c6\u30b9\u30c8\u304c\u53ef\u80fd\u3002<br><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>: \u65b0\u3057\u3044\u30e2\u30c7\u30eb\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u3001S3\u306a\u3069\u306e\u5185\u90e8\u7684\u306a\u5834\u6240\u306b\u4fdd\u5b58\u3055\u308c\u308b\u3002\u4fdd\u5b58\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u672c\u756a\u74b0\u5883\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9(\u63a8\u8ad6\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3084\u6b63\u78ba\u6027\u306a\u3069)\u3092\u8a55\u4fa1\u3057\u3001\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u3082\u554f\u984c\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3002<\/td><\/tr><tr><td><strong>\u30de\u30cd\u30fc\u30b8\u30c9\u30a6\u30a9\u30fc\u30e0\u30d7\u30fc\u30eb<\/strong><\/td><td><strong>\u8d77\u52d5\u6642\u9593\u306e\u77ed\u7e2e:<\/strong> <strong>\u4e00\u5ea6\u4f7f\u3063\u305f\u30a4\u30f3\u30d5\u30e9\u3092\u3059\u3050\u306b\u518d\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u5f85\u6a5f\u3055\u305b\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u6b21\u304b\u3089\u306e\u30b8\u30e7\u30d6\u306e\u958b\u59cb\u3092\u901f\u304f\u3059\u308b\u6a5f\u80fd<\/strong>\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u306b\u5fc5\u8981\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u4e8b\u524d\u306b\u6e96\u5099\u3057\u3066\u304a\u304d\u3001\u30b8\u30e7\u30d6\u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u3082\u305d\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u4fdd\u6301\u3002<br>\u3053\u306e\u6a5f\u80fd\u306fSageMaker\u306b\u3088\u3063\u3066\u5b8c\u5168\u306b\u7ba1\u7406\u3055\u308c\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a4\u30f3\u30d5\u30e9\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3084\u7ba1\u7406\u306b\u3064\u3044\u3066\u8ca0\u62c5\u3092\u611f\u3058\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002<\/td><\/tr><tr><td><strong>\u5206\u6563<\/strong><br><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong><\/td><td>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9593\u306e\u901a\u4fe1\u9045\u5ef6\uff08\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\uff09\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e2\u70b9\u306b\u3088\u308a<strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u306e\u77ed\u7e2e<\/strong>\u3068<strong>\u901a\u4fe1\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/strong>\u306b\u3064\u306a\u304c\u308b\u3002<br>\u2460<strong>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u540c\u3058\u5834\u6240\u306b\u914d\u7f6e\u3059\u308b<\/strong><br>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u3046\u3059\u3079\u3066\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u3001<strong>\u540c\u3058VPC\u30b5\u30d6\u30cd\u30c3\u30c8<\/strong>\u306b\u914d\u7f6e\u3059\u308b\u3053\u3068\u3067\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7d4c\u8def\u304c\u77ed\u7e2e\u3055\u308c\u3001\u901a\u4fe1\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u6e1b\u308b\u3002<br>\u2461<strong>\u30c7\u30fc\u30bf\u3068\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u540c\u3058\u5834\u6240\u306b\u914d\u7f6e\u3059\u308b<\/strong><br>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u306e\u30c7\u30fc\u30bf\u3092\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u7a3c\u50cd\u3057\u3066\u3044\u308b<strong>\u540c\u3058AWS\u30ea\u30fc\u30b8\u30e7\u30f3\u304a\u3088\u3073\u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30fc\u30be\u30fc\u30f3<\/strong>\u306b\u4fdd\u5b58\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u6642\u9593\u304c\u6700\u5c0f\u9650\u306b\u306a\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u52b9\u7387\u304c\u5411\u4e0a\u3059\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u6697\u53f7\u5316]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u6697\u53f7\u5316\u306e\u5bfe\u8c61<\/strong><\/td><td><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u30ce\u30fc\u30c9\u9593<\/strong>\u306e\u901a\u4fe1\u306f\u6697\u53f7\u5316\u304c\u53ef\u80fd\u3002<\/td><\/tr><tr><td><strong>\u6697\u53f7\u5316\u3055\u308c\u306a\u3044\u901a\u4fe1<\/strong><br><strong>(\u30b5\u30fc\u30d3\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5185\u90e8)<\/strong><\/td><td>\u30b5\u30fc\u30d3\u30b9\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d7\u30ec\u30fc\u30f3\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\uff08\u9867\u5ba2\u30c7\u30fc\u30bf\u3067\u306f\u306a\u3044\uff09\u9593\u306e\u30b3\u30de\u30f3\u30c9\u3068\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u306e\u901a\u4fe1\u3002\u5206\u6563\u51e6\u7406\u30b8\u30e7\u30d6\u3084\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u9593\u306e\u30ce\u30fc\u30c9\u9593\u901a\u4fe1\u3002\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u305f\u3081\u306e\u30ce\u30fc\u30c9\u9593\u901a\u4fe1\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/strong><\/summary>\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u52d5\u4f5c<\/strong>\uff1a\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u3068\u3001\u30e2\u30c7\u30eb\u304c\u63a8\u8ad6\u3092\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u8fd4\u3059\u3002<br><strong>\u76ee\u7684<\/strong>\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u975e\u540c\u671f\u3067\u63a8\u8ad6\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u3051\u4ed8\u3051\u308b\u3002<\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u7a2e\u985e]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u7a2e\u5225<\/th><th>\u7279\u5fb4<\/th><th>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th><\/tr><\/thead><tbody><tr><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u5e38\u6642\u7a3c\u50cd\u3002\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u3067\u5373\u6642\u5fdc\u7b54\u3002<\/td><td>Web\u30a2\u30d7\u30ea\u3001API\u9023\u643a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069<\/td><\/tr><tr><td>\u975e\u540c\u671f\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u9577\u6642\u9593\u51e6\u7406\u3084\u5927\u304d\u306a\u30da\u30a4\u30ed\u30fc\u30c9\u306b\u5bfe\u5fdc\u3002SNS\u901a\u77e5\u3082\u53ef\u80fd\u3002<\/td><td>\u753b\u50cf\u751f\u6210\u3001\u97f3\u58f0\u51e6\u7406\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u5206\u6790\u306a\u3069<\/td><\/tr><tr><td>\u30d0\u30c3\u30c1\u5909\u63db<br>(Batch Transform)<\/td><td>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u4e0d\u8981\u3002\u4e00\u62ec\u51e6\u7406\u306b\u7279\u5316\u3002<\/td><td>\u30aa\u30d5\u30e9\u30a4\u30f3\u4e88\u6e2c\u3001\u4e8b\u524d\u30c7\u30fc\u30bf\u51e6\u7406<\/td><\/tr><tr><td>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u4e0d\u8981\u3002\u4f7f\u7528\u6642\u306e\u307f\u8ab2\u91d1\u3002<\/td><td>\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u65ad\u7d9a\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/td><\/tr><tr><td>\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u8907\u6570\u30e2\u30c7\u30eb\u30921\u3064\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3067\u7ba1\u7406\u3002<\/td><td>\u30e2\u30c7\u30eb\u5207\u308a\u66ff\u3048\u304c\u983b\u7e41\u306a\u30b7\u30b9\u30c6\u30e0<\/td><\/tr><tr><td>\u30de\u30eb\u30c1\u30b3\u30f3\u30c6\u30ca\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u7570\u306a\u308b\u30b3\u30f3\u30c6\u30ca\u3092\u540c\u6642\u30db\u30b9\u30c8\u53ef\u80fd\u3002<\/td><td>\u8907\u6570\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u6df7\u5728\u51e6\u7406<\/td><\/tr><tr><td>\u63a8\u8ad6\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u524d\u51e6\u7406\u30fb\u63a8\u8ad6\u30fb\u5f8c\u51e6\u7406\u3092\u9023\u7d50\u3002<\/td><td>\u8907\u96d1\u306a\u51e6\u7406\u30d5\u30ed\u30fc\u3084\u30c7\u30fc\u30bf\u5909\u63db\u4ed8\u304d\u63a8\u8ad6<\/td><\/tr><tr><td>\u63a8\u8ad6\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<br>(Inference Components)<\/td><td>\u751f\u6210AI\u5411\u3051\u306e\u65b0\u6a5f\u80fd\u3002\u30ea\u30bd\u30fc\u30b9\u52b9\u7387\u5316\u3002<\/td><td>Llama 3 \u3084 Mixtral \u306a\u3069\u306e\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u63a8\u8ad6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u975e\u540c\u671f\u63a8\u8ad6\u3067\u306f\u3001\u7d50\u679c\u306fS3\u306b\u4fdd\u5b58\u3055\u308c\u3001SNS\u3067\u901a\u77e5\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u3082\u53ef\u80fd\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u30fb\u5229\u7528\u30b7\u30fc\u30f3<\/strong>\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u304c\u6c42\u3081\u3089\u308c\u308b\u63a8\u8ad6\u306b\u6700\u9069\u3002<br>\u30fb<strong>Auto Scaling \u5bfe\u5fdc<\/strong>\uff1a\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3084\u9700\u8981\u306e\u5909\u52d5\u306b\u5fdc\u3058\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u6570\u3092\u81ea\u52d5\u8abf\u6574\u3002<br><strong>\u30fb\u6700\u9069\u5316\u3055\u308c\u305f\u5fdc\u7b54<\/strong>\uff1a\u30ea\u30af\u30a8\u30b9\u30c8\u30b5\u30a4\u30ba\uff081KB\uff5e3MB\uff09\u306b\u5bfe\u5fdc\u3057\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3067\u63a8\u8ad6\u3002<br>\u30fb<strong>\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b<\/strong>\uff1a\u9ad8\u53ef\u7528\u6027\u3092\u78ba\u4fdd\u3057\u3001\u904b\u7528\u8ca0\u62c5\u3092\u8efd\u6e1b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u8907\u6570\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5358\u4e00\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3067\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3067\u304d\u308b\u6a5f\u80fd\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u63a8\u8ad6\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3068\u904b\u7528\u52b9\u7387\u306e\u5411\u4e0a\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u7279\u5fb4\u3068\u5229\u70b9]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u5358\u4e00\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3067\u8907\u6570\u30e2\u30c7\u30eb\u3092\u7ba1\u7406<\/strong><\/td><td>\u30e2\u30c7\u30eb\u3054\u3068\u306b\u500b\u5225\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b<\/td><\/tr><tr><td><strong>\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u9ad8\u3044<\/strong><\/td><td>\u4f7f\u7528\u983b\u5ea6\u306e\u4f4e\u3044\u30e2\u30c7\u30eb\u3082\u540c\u3058\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3067\u304d\u308b\u305f\u3081\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u7121\u99c4\u304c\u6e1b\u308b<\/td><\/tr><tr><td><strong>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u8a2d\u8a08<\/strong><\/td><td>\u30e2\u30c7\u30eb\u6570\u304c\u5897\u3048\u3066\u3082\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u6570\u306f\u5909\u308f\u3089\u305a\u3001\u904b\u7528\u304c\u7c21\u7d20\u5316\u3055\u308c\u308b<\/td><\/tr><tr><td><strong>CPU\/GPU \u4e21\u65b9\u306b\u5bfe\u5fdc<\/strong><\/td><td>\u9ad8\u901f\u306a\u63a8\u8ad6\u304c\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u306b\u306f GPU \u3092\u5272\u308a\u5f53\u3066\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfSageMaker \u63a8\u8ad6\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u6a5f\u80fd:<\/strong> \u63a8\u8ad6\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001<strong>1\u3064\u306eSageMaker\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/strong>\u306b\u5bfe\u3057\u3066<strong>\u8907\u6570\u306e\u30e2\u30c7\u30eb<\/strong>\u3092\u5206\u96e2\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<br><strong>\u30e1\u30ea\u30c3\u30c8:<\/strong> \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5fdc\u7b54\u3092\u5fc5\u8981\u3068\u3059\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u9069\u3057\u3066\u304a\u308a\u3001<strong>\u67d4\u8edf\u304b\u3064\u9ad8\u53ef\u7528\u306a<\/strong>\u63a8\u8ad6\u74b0\u5883\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u67d4\u8edf\u6027]<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list has-x-small-font-size\">\n<li>\u30e2\u30c7\u30eb\u3054\u3068\u306b\u7570\u306a\u308b<strong>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u30dd\u30ea\u30b7\u30fc<\/strong>\u3092\u9069\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u63a8\u8ad6\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e <code>minReplicaCount<\/code> \u3092 $1$ \u4ee5\u4e0a\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067<strong>\u30b3\u30fc\u30eb\u30c9\u30b9\u30bf\u30fc\u30c8\u306e\u767a\u751f\u3092\u9632\u304e<\/strong>\u3001\u5c11\u306a\u304f\u3068\u30821\u3064\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5e38\u306b\u7a3c\u50cd\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u3002<\/li>\n\n\n\n<li>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u7d10\u3065\u304f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3054\u3068\u306b <strong>Auto Scaling \u30dd\u30ea\u30b7\u30fc<\/strong>\u3092\u8a2d\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u8ca0\u8377\u306b\u5fdc\u3058\u305f\u62e1\u5f35\u6027\u304c\u78ba\u4fdd\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong><\/summary>\n<p class=\"has-x-small-font-size wp-block-paragraph\">SageMaker\u306e\u7d44\u307f\u8fbc\u307f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6271\u3046\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3084\u89e3\u6c7a\u3057\u305f\u3044\u8ab2\u984c\u306b\u5fdc\u3058\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u3051\u3089\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf<\/strong><br><strong> (Tabular)<\/strong><\/td><td>\u58f2\u4e0a\u4e88\u6e2c\u3084\u9867\u5ba2\u306e\u89e3\u7d04\u4e88\u6e2c\u306a\u3069\u3001\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br><strong>\u30fbXGBoost<\/strong>\uff1a\u975e\u5e38\u306b\u4eba\u6c17\u304c\u3042\u308a\u3001\u9ad8\u3044\u4e88\u6e2c\u6027\u80fd\u3092\u6301\u3064\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br>\u30fb<strong>Linear Learner<\/strong>\uff1a\u7dda\u5f62\u56de\u5e30\u3084\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002\u5165\u529b\u3055\u308c\u305f\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb <code>x<\/code> \u3068\u30e9\u30d9\u30eb <code>y<\/code> \u306e\u30da\u30a2\u304b\u3089\u3001\u7dda\u5f62\u95a2\u6570\u307e\u305f\u306f\u7dda\u5f62\u3057\u304d\u3044\u5024\u95a2\u6570\u3092\u5b66\u7fd2\u3057\u3001<code>x<\/code> \u3092 <code>y<\/code> \u306e\u8fd1\u4f3c\u5024\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u3002<strong><span style=\"text-decoration: underline;\">\u30af\u30e9\u30b9\u4e0d\u5747\u8861<\/span><\/strong>\u3092\u53d6\u308a\u6271\u3046\u3002<br>\u30fb<strong>LightGBM<\/strong>\uff1aXGBoost\u3068\u540c\u69d8\u306b\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u306e\u4e00\u7a2e\u3067\u3001\u9ad8\u901f\u306b\u52d5\u4f5c\u3059\u308b\u306e\u304c\u7279\u5fb4\u3002<br>\u30fb<strong>Factorization Machines<\/strong>\uff1a\u30af\u30ea\u30c3\u30af\u7387\u4e88\u6e2c\u3084\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/td><\/tr><tr><td><strong>\u30c6\u30ad\u30b9\u30c8 <\/strong><br><strong>(Text)<\/strong><\/td><td>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306b\u95a2\u9023\u3059\u308b\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7fa4\u3002<br>\u30fb<strong>BlazingText<\/strong>\uff1aWord2Vec\uff08\u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u5316\uff09\u3084\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3092\u9ad8\u901f\u306b\u5b9f\u884c\u3059\u308b\u3002<br>\u30fb<strong>Sequence-to-Sequence<\/strong>\uff1a\u6a5f\u68b0\u7ffb\u8a33\u3084\u6587\u7ae0\u306e\u8981\u7d04\u306a\u3069\u306b\u4f7f\u308f\u308c\u308b\u3002<br>\u30fb<strong>Latent Dirichlet Allocation (LDA)<\/strong>\uff1a\u6587\u7ae0\u306e\u30c8\u30d4\u30c3\u30af\u3092\u62bd\u51fa\u3059\u308b\u306e\u306b\u7528\u3044\u3089\u308c\u308b\u3002<br>\u30fb<strong>Object2Vec<\/strong>\uff1a\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u69d8\u3005\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3067\u304d\u308b\u6c4e\u7528\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<\/td><\/tr><tr><td><strong>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3 (Vision)<\/strong><\/td><td>\u753b\u50cf\u3084\u52d5\u753b\u3092\u6271\u3046\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br><strong>\u30fbImage Classification<\/strong>:\uff1a\u753b\u50cf\u3092\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3059\u308b\u3002<br>\u30fb<strong>Object Detection<\/strong>\uff1a\u753b\u50cf\u5185\u306e\u7269\u4f53\u306e\u4f4d\u7f6e\u3068\u7a2e\u985e\u3092\u7279\u5b9a\u3059\u308b\u3002<br><strong>\u30fbSemantic Segmentation<\/strong>\uff1a\u753b\u50cf\u306e\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u3067\u3001\u305d\u308c\u304c\u4f55\u3067\u3042\u308b\u304b\u3092\u5206\u985e\u3059\u308b\u3002<\/td><\/tr><tr><td><strong>\u6642\u7cfb\u5217<\/strong><br><strong> (Time-series)<\/strong><\/td><td>\u682a\u4fa1\u3084\u6c17\u8c61\u30c7\u30fc\u30bf\u306a\u3069\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u30c7\u30fc\u30bf\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br>\u30fb<strong>DeepAR Forecasting<\/strong>\uff1a\u8907\u6570\u306e\u95a2\u9023\u3059\u308b\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u4e88\u6e2c\u3092\u884c\u3046\u3002<\/td><\/tr><tr><td><strong>\u6559\u5e2b\u306a\u3057 (Unsupervised)<\/strong><\/td><td>\u6b63\u89e3\u30e9\u30d9\u30eb\u304c\u306a\u3044\u30c7\u30fc\u30bf\u304b\u3089\u3001\u30d1\u30bf\u30fc\u30f3\u3084\u69cb\u9020\u3092\u898b\u3064\u3051\u51fa\u3059\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br>\u30fb<strong>K-Means<\/strong>\uff1a\u30c7\u30fc\u30bf\u3092\u3044\u304f\u3064\u304b\u306e\u30af\u30e9\u30b9\u30bf\u30fc\uff08\u30b0\u30eb\u30fc\u30d7\uff09\u306b\u5206\u5272\u3059\u308b\u3002<br>\u30fb<strong>Random Cut Forest (RCF)<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u7570\u5e38\u306a\u5024\uff08\u7570\u5e38\u691c\u77e5\uff09\u3092\u898b\u3064\u3051\u51fa\u3059\u3002<br>\u30fb<strong>Principal Component Analysis (PCA)<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u8981\u7d04\u3057\u3001\u6b21\u5143\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u308b\u3002<\/td><\/tr><tr><td><strong>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong><\/td><td>\u753b\u50cf\u5185\u306b\u5b58\u5728\u3059\u308b\u8907\u6570\u306e\u7269\u4f53\uff08\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\uff09\u306e\u300c\u7a2e\u985e\u300d<strong>\u3068\u3001\u305d\u306e\u5177\u4f53\u7684\u306a<\/strong>\u300c\u4f4d\u7f6e\uff08\u5ea7\u6a19\uff09\u300d\u3092\u7279\u5b9a\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u691c\u51fa\u3055\u308c\u305f\u5404\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u3001\u305d\u306e\u4f4d\u7f6e\u3092\u793a\u3059\u56db\u89d2\u3044\u56f2\u307f\uff08\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\uff09\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br>\u5358\u4e00\u306e\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f<strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<br><strong>SSD\uff08Single Shot MultiBox Detector\uff09<\/strong> \u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30d9\u30fc\u30b9\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u3057\u3066<strong>VGG<\/strong>\u3068<strong>ResNet<\/strong>\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br>ImageNet\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u203b<code>target_precision<\/code> \u306e\u8a73\u7d30<br>\u4e3b\u306b <code>binary_classifier<\/code> \u306b\u4f7f\u7528\u3059\u308b\u3002\u5206\u985e\u30e2\u30c7\u30eb\u304c\u6307\u5b9a\u3057\u305f\u7cbe\u5ea6\uff08Precision\uff09\u3092\u9054\u6210\u3059\u308b\u3088\u3046\u306bFalse Positive \u3092\u6e1b\u3089\u3059\u65b9\u5411\u306b\u4e88\u6e2c\u3057\u304d\u3044\u5024\u3092\u8abf\u6574\u3059\u308b\u3002<br><strong>\u6ce8\u610f\u70b9<\/strong>\uff1a\u6307\u5b9a\u5024\u304c\u5fc5\u305a\u9054\u6210\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001Recall\u3068\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u3042\u308a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30e1\u30c8\u30ea\u30af\u30b9 \/ \u30d1\u30e9\u30e1\u30fc\u30bf<\/strong><\/summary>\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u30e1\u30c8\u30ea\u30af\u30b9]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><td><strong>\u30e1\u30c8\u30ea\u30af\u30b9<\/strong><\/td><td><strong>CloudWatch Namespace<\/strong><\/td><td><strong>\u4e3b\u7528\u9014<\/strong><\/td><td><strong>\u9069\u7528\u5bfe\u8c61<\/strong><\/td><td><strong>\u5099\u8003<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>ModelSetup<\/strong><br><strong>Time<\/strong><\/td><td>AWS\/<br>SageMaker<\/td><td>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 &amp; \u30d0\u30c3\u30c1\u63a8\u8ad6\u3067\u30b3\u30f3\u30c6\u30ca\u8d77\u52d5\u301c\u30ed\u30fc\u30c9\u5b8c\u4e86\u306b\u8981\u3057\u305f\u5408\u8a08\u6642\u9593\u3092\u8a08\u6e2c<\/td><td>\u5358\u4e00\u30e2\u30c7\u30eb\/\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td><td>\u5024\u304c\u9ad8\u3044\u3068 cold-start \u304c\u539f\u56e0\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u5897\u52a0\u3068\u5224\u65ad\u3067\u304d\u308b<\/td><\/tr><tr><td><strong>ModelLoading<\/strong><br><strong>WaitTime<\/strong><\/td><td>AWS\/<br>SageMaker<\/td><td>Multi-Model Endpoint \u3067\u3001\u540c\u4e00\u30b3\u30f3\u30c6\u30ca\u304c\u5225\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30c9\u3057\u7d42\u3048\u308b\u307e\u3067\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u5f85\u6a5f\u3057\u305f\u6642\u9593\u3092\u8a08\u6e2c<\/td><td>MME(\u8907\u6570\u30e2\u30c7\u30eb\u540c\u5c45) \u5c02\u7528<\/td><td>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u5358\u4e00\u30e2\u30c7\u30eb\u3067\u306f\u767a\u751f\u305b\u305a\u3001\u8d77\u52d5\u9045\u5ef6\u3068\u306f\u7121\u95a2\u4fc2<\/td><\/tr><tr><td><strong>Model Monitor <\/strong><br><strong>\u54c1\u8cea\u30e1\u30c8\u30ea\u30af\u30b9<\/strong> <\/td><td>AWS\/<br>SageMaker<\/td><td>\u5165\u529b\u5206\u5e03\u30fb\u4e88\u6e2c\u7d50\u679c\u306e\u54c1\u8cea\u30c9\u30ea\u30d5\u30c8\u3084\u30d0\u30a4\u30a2\u30b9\u3092\u691c\u51fa<\/td><td>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u5168\u822c<\/td><td>\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3067\u306f\u306a\u304f\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u76e3\u8996\u76ee\u7684\u3002\u8d77\u52d5\u6642\u9593\u306f\u51fa\u529b\u3055\u308c\u306a\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u30d1\u30e9\u30e1\u30fc\u30bf]<\/strong><\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>\u30fbEnableInterContainerTrafficEncryption<\/strong><br>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u30ce\u30fc\u30c9\u9593\u901a\u4fe1\u3092TLS\u3067\u4fdd\u8b77\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30ea\u30bd\u30fc\u30b9<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><td>\u30ea\u30bd\u30fc\u30b9<\/td><td>\u76ee\u7684<\/td><td>\u4e3b\u306a\u7279\u5fb4<\/td><td>\u5236\u9650<\/td><\/tr><\/thead><tbody><tr><td><strong>AWS::SageMaker::Model<\/strong><\/td><td>Amazon SageMaker \u3067\u30db\u30b9\u30c8\u3055\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3002<\/td><td>\u63a8\u8ad6\u7528\u306e\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3084\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3078\u306e\u30ea\u30f3\u30af\u3092\u63d0\u4f9b\u3002<\/td><td>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3084\u305d\u306e\u7de8\u6210\u3092\u7ba1\u7406\u3057\u306a\u3044\u3002<\/td><\/tr><tr><td><strong>AWS::SageMaker::Endpoint<\/strong><\/td><td>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u30db\u30b9\u30c8\u3057\u3066\u4e88\u6e2c\u3092\u63d0\u4f9b\u3059\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4f5c\u6210\u3002<\/td><td>\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u4e88\u6e2c\u3092\u547c\u3073\u51fa\u3059\u305f\u3081\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u3092\u63d0\u4f9b\u3002<\/td><td>\u57fa\u76e4\u3068\u306a\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u307e\u305f\u306f\u7ba1\u7406\u3067\u304d\u306a\u3044\u3002<\/td><\/tr><tr><td><strong>AWS::SageMaker::NotebookInstance<\/strong><\/td><td>\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c6\u30b9\u30c8\u7528\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u958b\u767a\u74b0\u5883\u3092\u63d0\u4f9b\u3002<\/td><td>\u30e2\u30c7\u30eb\u69cb\u7bc9\u3084\u5b9f\u9a13\u7528\u306e Jupyter Notebook \u3092\u30b5\u30dd\u30fc\u30c8\u3002<\/td><td>\u672c\u756a\u74b0\u5883\u306e\u30e2\u30c7\u30eb\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3084\u63d0\u4f9b\u306b\u306f\u9069\u3057\u3066\u3044\u306a\u3044\u3002<\/td><\/tr><tr><td><strong>AWS::SageMaker::Pipeline<\/strong><\/td><td>\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3002<\/td><td>\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u4e00\u9023\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u5b9a\u7fa9\u3002<\/td><td>\u63a8\u8ad6\u7528\u306e\u30e2\u30c7\u30eb\u3092\u76f4\u63a5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u307e\u305f\u306f\u63d0\u4f9b\u3057\u306a\u3044\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b5\u30fc\u30d3\u30b9\u9023\u643a<\/strong><\/summary>\n<p class=\"has-x-small-font-size wp-block-paragraph\"><strong>[\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u3067\u5b89\u5168\u306a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9]<\/strong><br><strong>Service Catalog\u3001SageMaker\u3001Key Management Service (KMS)<\/strong> \u3092\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u7169\u96d1\u306a\u8a2d\u5b9a\u306b\u89e6\u308c\u305a\u306b\u3001\u5b89\u5168\u306a\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u74b0\u5883\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51fa\u529b\u5148\u306e <strong>Amazon S3 \u30d0\u30b1\u30c3\u30c8<\/strong> \u3082 KMS \u30ad\u30fc\u3067\u6697\u53f7\u5316\u3057\u3001\u30e2\u30c7\u30eb\u306e\u6210\u679c\u7269\u306e\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3002<\/li>\n\n\n\n<li><strong>AWS Service Catalog<\/strong> \u3092\u4f7f\u3063\u3066\u3001\u3042\u3089\u304b\u3058\u3081\u8a2d\u5b9a\u3055\u308c\u305f KMS \u30ad\u30fc\u4ed8\u304d\u306e\u88fd\u54c1\u3092\u63d0\u4f9b\u3057\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u6697\u53f7\u5316\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30fc\u30e0\u3084\u30a4\u30f3\u30d5\u30e9\u30c1\u30fc\u30e0\u304c\u4e8b\u524d\u306b\u8a2d\u5b9a\u3057\u305f\u88fd\u54c1\u3067\u3001\u7d71\u5236\u306e\u3068\u308c\u305f\u74b0\u5883\u3092\u5b9f\u73fe\u3002<\/li>\n\n\n\n<li>SageMaker \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u4f5c\u6210\u6642\u306b\u3001<strong>KMS \u30ad\u30fc ID<\/strong> \u3092\u6307\u5b9a\u3057\u3066\u6697\u53f7\u5316\u3092\u9069\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">\u3064\u307e\u308a\u3001AWS \u306e\u8907\u6570\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001<strong>\u30b3\u30b9\u30c8\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u4e21\u7acb\u3092\u56f3\u308a\u306a\u304c\u3089\u3001\u67d4\u8edf\u304b\u3064\u5b89\u5168\u306b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u5c55\u958b\u3067\u304d\u308b<\/strong>\u3088\u3046\u306b\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p class=\"has-x-small-font-size wp-block-paragraph\">[<a href=\"https:\/\/aws.amazon.com\/jp\/blogs\/news\/enable-self-service-secured-data-science-using-amazon-sagemaker-notebooks-and-aws-service-catalog\/\" data-type=\"link\" data-id=\"https:\/\/aws.amazon.com\/jp\/blogs\/news\/enable-self-service-secured-data-science-using-amazon-sagemaker-notebooks-and-aws-service-catalog\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u53c2\u7167\u30b5\u30a4\u30c8<\/a>]<\/p>\n<\/details>\n\n\n\n<p class=\"has-x-large-font-size wp-block-paragraph\"><strong>\u25c6\u6d3e\u751f\u30b5\u30fc\u30d3\u30b9\u6a5f\u80fd<\/strong><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>[\u60c5\u5831\u3092\u5c55\u958b\u3059\u308b]<\/summary>\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Autopilot<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u306e\u30d7\u30ed\u30bb\u30b9\u3092<strong>\u81ea\u52d5\u5316<\/strong>\u3059\u308b\u6a5f\u80fd\uff08AutoML\uff09\u3002\u30c7\u30fc\u30bf\u306e\u5206\u6790\u30fb\u524d\u51e6\u7406\u304b\u3089\u3001\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6700\u9069\u5316\u3001\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3092\u81ea\u52d5\u3067\u5b9f\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u5b9f\u884c\u3059\u308b\u4e3b\u306a\u30bf\u30b9\u30af]<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u3068\u524d\u51e6\u7406<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u9078\u629e<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6700\u9069\u5316<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd\u3068\u5229\u70b9<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u81ea\u52d5\u5316<\/strong><\/td><td>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3063\u305f\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u3067\u5b9f\u884c<\/td><\/tr><tr><td><strong>\u5de5\u6570\u306e\u524a\u6e1b<\/strong><\/td><td>\u30e6\u30fc\u30b6\u30fc\u306f\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u4f5c\u6210\u3067\u3001\u9ad8\u54c1\u8cea\u306a\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u306b\u5f97\u308b<\/td><\/tr><tr><td><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1<\/strong><\/td><td>\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3057\u3001\u30ec\u30dd\u30fc\u30c8\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u958b\u767a\u306e\u624b\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b5\u30fc\u30d3\u30b9\u9023\u643a<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>SageMaker JumpStart<\/strong><\/td><td><strong>\u5c02\u9580\u77e5\u8b58\u304c\u4e0d\u8981<\/strong>: JumpStart\u3067\u571f\u53f0\u3068\u306a\u308b\u30e2\u30c7\u30eb\u3092\u9078\u3073\u3001Autopilot\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u6df1\u3044\u77e5\u8b58\u304c\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u3067\u3082\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<br><strong>\u52b9\u7387\u5316\u3068\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>: \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u304b\u3064\u52b9\u679c\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Batch Transform<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4e00\u62ec\u3067\u63a8\u8ad6\uff08\u4e88\u6e2c\uff09\u3092\u884c\u3046\u305f\u3081\u306e\u6a5f\u80fd<\/strong>\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306f\u306a\u304f\u3001\u4e8b\u524d\u306b\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u306e\u306b\u5411\u3044\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u7279\u5fb4]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td>\u30d0\u30c3\u30c1\u51e6\u7406\u5411\u3051<\/td><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6\u3067\u306f\u306a\u304f\u3001\u4e8b\u524d\u306b\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4e00\u62ec\u3067\u51e6\u7406\u3002<\/td><\/tr><tr><td>\u5165\u529b\u5f62\u5f0f<\/td><td>CSV\u3001JSON Lines\u3001\u307e\u305f\u306f\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3002<\/td><\/tr><tr><td><strong>\u51fa\u529b\u5f62\u5f0f<\/strong><\/td><td>\u4e88\u6e2c\u7d50\u679c\u3092 S3 \u306b\u4fdd\u5b58\u3002<\/td><\/tr><tr><td>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb<\/td><td>\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Canvas<\/h2>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" width=\"75\" height=\"75\" fetchpriority=\"low\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-13.png\" alt=\"\" class=\"wp-image-9915 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff09\u306a\u3057\u3067\u3001<mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u30af\u30ea\u30c3\u30af\u64cd\u4f5c\u3060\u3051\u3067\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9<\/mark>\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3002\u9867\u5ba2\u304c\u30b5\u30fc\u30d3\u30b9\u3092\u89e3\u7d04\u3059\u308b\u53ef\u80fd\u6027\uff08\u30ab\u30b9\u30bf\u30de\u30fc\u30c1\u30e3\u30fc\u30f3\uff09\u306e\u4e88\u6e2c\u5728\u5eab\u306e\u8a08\u753b\u3084\u4fa1\u683c\u306e\u6700\u9069\u5316\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u306e\u5206\u985e\u6587\u66f8\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u306a\u3069\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Apache Parquet\u5f62\u5f0f<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u3092\u5217\u3054\u3068\u306b\u4fdd\u5b58\u3059\u308b\u5217\u6307\u5411\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u5f62\u5f0f\u3067\u3042\u308a\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u5727\u7e2e\u30fb\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u9ad8\u6027\u80fd\u306a\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u306a\u305cParquet\u5f62\u5f0f\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u91cd\u8981\u306a\u306e\u304b]<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d3\u30b8\u30cd\u30b9\u30e6\u30fc\u30b6\u30fc\u3067\u3082\u4e0b\u8a18\u306b\u3088\u308a\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u3001\u3088\u308a\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u6271\u3063\u3066\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u81ea\u5206\u3067\u4f5c\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5206\u6790\u306b\u5fc5\u8981\u306a\u5217\u306e\u30c7\u30fc\u30bf\u3060\u3051\u3092\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u8aad\u307f\u8fbc\u3081\u308b\u305f\u3081\u3001\u7121\u99c4\u306a\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u304c\u306a\u304f\u306a\u308a\u3001\u51e6\u7406\u304c\u975e\u5e38\u306b\u9ad8\u901f\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u6642\u9593\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3089\u308c\u308b\u3002\u7279\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3001\u3053\u306e\u9ad8\u901f\u5316\u306e\u6069\u6075\u306f\u975e\u5e38\u306b\u5927\u304d\u304f\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u304c\u7d20\u65e9\u304f\u5b8c\u4e86\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5229\u7528<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>SageMaker Canvas<\/strong> \u306e\u30e6\u30fc\u30b6\u30fc\u304c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u524d\u63d0\u6761\u4ef6\u3068\u3001\u305d\u306e\u30e2\u30c7\u30eb\u304c\u5fc5\u305a <strong>\u300cSageMaker Model Registry\u300d\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Canvas \u3092 Model Registry \u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001Canvas \u30e6\u30fc\u30b6\u30fc\u306b\u5171\u6709\u3055\u308c\u308b\u30e2\u30c7\u30eb\u304c\u6574\u7406\u3055\u308c\u3001\u4ed6\u306e SageMaker \u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9023\u643a\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li>SageMaker\u306e\u5916\u90e8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3082\u3001Model Registry\u306b\u767b\u9332\u3059\u308c\u3070Canvas\u30e6\u30fc\u30b6\u30fc\u304c\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u4e88\u6e2c\u306b\u5229\u7528\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u203b\u5916\u90e8\u3067\u958b\u767a\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u306b\u306f\u3001\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b S3 \u30d0\u30b1\u30c3\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u5fc5\u8981\u3002\u3053\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u3001Canvas \u30e6\u30fc\u30b6\u30fc\u306f\u30e2\u30c7\u30eb\u30a2\u30af\u30bb\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u305a\u3001\u30e2\u30c7\u30eb\u306e\u30ed\u30fc\u30c9\u3084\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u64cd\u4f5c\u3092\u5b9f\u884c\u3067\u304d\u306a\u3044\u3002S3\u30d0\u30b1\u30c3\u30c8\u306e\u30a2\u30af\u30bb\u30b9\u5236\u9650\u3092\u8a2d\u5b9a\u3059\u308b\u969b\u306f s3:Getobject \u6a29\u9650\u3092\u542b\u3080\u9069\u5207\u306aIAM\u30dd\u30ea\u30b7\u30fc\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Clarify<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5165\u529b\u30c7\u30fc\u30bf\u304a\u3088\u3073\u63a8\u8ad6\u7d50\u679c\u306b\u6f5c\u3080\u30d0\u30a4\u30a2\u30b9\u3084\u7cbe\u5ea6\u4f4e\u4e0b\u306e\u539f\u56e0\u3068\u306a\u308b\u30c7\u30fc\u30bf\u5185\u306e\u50be\u5411\u3092\u8a55\u4fa1\u30fb\u7279\u5b9a\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u5c64\u6bce\u306e\u4e88\u6e2c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u3070\u3089\u3064\u304d\u3084\u4e0d\u516c\u5e73\u306a\u7d50\u679c\u306e\u539f\u56e0\u3092\u5206\u6790\u3057\u3001\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u5206\u6790\u6a5f\u80fd<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u4ee5\u4e0b\u306e2\u3064\u306e\u89b3\u70b9\u304b\u3089\u5206\u6790\u3092\u884c\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30d0\u30a4\u30a2\u30b9\u691c\u51fa<\/strong><br><strong>(Bias Detection<\/strong>)<\/td><td>\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u30e2\u30c7\u30eb\u306b\u6f5c\u5728\u3059\u308b\u30d0\u30a4\u30a2\u30b9(\u6027\u5225\u30fb\u5e74\u9f62\u30fb\u4eba\u7a2e\u306a\u3069)\u3092\u691c\u51fa<br>\u30fb\u516c\u5e73\u6027\u306e\u89b3\u70b9\u304b\u3089\u30e2\u30c7\u30eb\u306e\u5065\u5168\u6027\u3092\u8a55\u4fa1<\/td><\/tr><tr><td><strong>\u8aac\u660e\u53ef\u80fd\u6027(Explainability<\/strong>)<\/td><td>\u30fb\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5bfe\u3057\u3066\u3001\u3069\u306e\u7279\u5fb4\u91cf\u304c\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3057\u305f\u304b\u53ef\u8996\u5316<br>\u30fbSHAP\u5024\uff08SHapley Additive exPlanations\uff09\u3092\u7528\u3044\u305f\u8a73\u7d30\u306a\u5206\u6790<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd\u3068\u30aa\u30d7\u30b7\u30e7\u30f3<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u6a5f\u80fd\u30ab\u30c6\u30b4\u30ea<\/strong><\/td><td><strong>\u6a5f\u80fd\u540d<\/strong><\/td><td><strong>\u8aac\u660e<\/strong><\/td><\/tr><tr><td>\u30d0\u30a4\u30a2\u30b9\u5206\u6790<\/td><td>Pre-training bias<\/td><td>\u5b66\u7fd2\u524d\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u6f5c\u3080\u30d0\u30a4\u30a2\u30b9\u3092\u691c\u51fa<\/td><\/tr><tr><td><\/td><td>Post-training bias<\/td><td>\u5b66\u7fd2\u5f8c\u306e\u30e2\u30c7\u30eb\u51fa\u529b\u306b\u6f5c\u3080\u30d0\u30a4\u30a2\u30b9\u3092\u691c\u51fa<\/td><\/tr><tr><td>\u8aac\u660e\u53ef\u80fd\u5206\u6790<\/td><td>SHAP\u5024\u5206\u6790<\/td><td>\u5404\u7279\u5fb4\u91cf\u304c\u4e88\u6e2c\u306b\u4e0e\u3048\u305f\u5f71\u97ff\u3092\u5b9a\u91cf\u5316<\/td><\/tr><tr><td><\/td><td>\u30b0\u30ed\u30fc\u30d0\u30ebSHAP<\/td><td>\u5168\u4f53\u7684\u306a\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u3092\u8868\u793a<\/td><\/tr><tr><td><\/td><td>\u30ed\u30fc\u30ab\u30ebSHAP<\/td><td>\u500b\u5225\u4e88\u6e2c\u306b\u5bfe\u3059\u308b\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\u3092\u8868\u793a<\/td><\/tr><tr><td>\u30ec\u30dd\u30fc\u30c8\u51fa\u529b<\/td><td>Bias Report<\/td><td>\u30d0\u30a4\u30a2\u30b9\u306e\u7d71\u8a08\u3068\u53ef\u8996\u5316<\/td><\/tr><tr><td><\/td><td>Explainability Report<\/td><td>SHAP\u5024\u306b\u57fa\u3065\u304f\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\u30ec\u30dd\u30fc\u30c8<\/td><\/tr><tr><td>\u7d71\u5408\u6a5f\u80fd<\/td><td>SageMaker Studio<\/td><td>GUI\u30d9\u30fc\u30b9\u3067Clarify\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u30fb\u5b9f\u884c<\/td><\/tr><tr><td><\/td><td>SageMaker Pipelines<\/td><td>MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d44\u307f\u8fbc\u307f\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Data Wrangler<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u3067\u4f7f\u3046\u305f\u3081\u306e\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304b\u3089\u7570\u5e38\u691c\u51fa\u3001\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u307e\u3067\u306e\u4e00\u9023\u306e<strong>\u30c7\u30fc\u30bf\u6e96\u5099\u30d7\u30ed\u30bb\u30b9<\/strong>\u3092\u52b9\u7387\u5316\u3057\u3001\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002\u307e\u305f\u7d50\u679c\u306e<strong>\u53ef\u8996\u5316<\/strong>\u3092\u5358\u4e00\u306e\u30c4\u30fc\u30eb\u3067\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3002\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u4e0d\u5747\u8861\u3084\u7279\u5fb4\u91cf\u9593\u306e\u76f8\u4e92\u4f9d\u5b58\u6027\u3068\u3044\u3063\u305f\u554f\u984c\u306b\u3001\u300c\u7d44\u307f\u8fbc\u307f\u306e\u7570\u5e38\u691c\u51fa\u6a5f\u80fd\u300d\u3084\u300c\u53ef\u8996\u5316\u6a5f\u80fd\u300d\u3092\u7528\u3044\u3066\u8fc5\u901f\u306b\u5bfe\u5fdc\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30c7\u30fc\u30bf\u306e\u7d71\u5408(Import)<\/td><td>\u8907\u6570\u306e\u7570\u306a\u308b\u5834\u6240\u306b\u3042\u308b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u30011\u3064\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002S3, Athena, Redshift, Snowflake, Databricks\u306a\u3069\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/td><td>\u30c7\u30fc\u30bf\u306e\u300c\u304a\u6383\u9664\u300d\u6a5f\u80fd\u3067\u3059\u3002\u6b20\u3051\u3066\u3044\u308b\u5024\u306e\u88dc\u5145\u3001\u91cd\u8907\u30c7\u30fc\u30bf\u306e\u524a\u9664\u3001\u6975\u7aef\u306b\u304a\u304b\u3057\u3044\u5024\uff08\u5916\u308c\u5024\uff09\u306e\u51e6\u7406\u306a\u3069\u304c\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td>\u30a8\u30f3\u30ea\u30c3\u30c1\u30e1\u30f3\u30c8\uff08\u30c7\u30fc\u30bf\u52a0\u5de5\uff09<strong>\u5909\u63db (Transform)<\/strong><\/td><td>\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u9805\u76ee\uff08\u5909\u6570\uff09\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3084\u65e5\u4ed8\u306e\u51e6\u7406\u3001\u6b20\u640d\u5024\u306e\u57cb\u3081\u8fbc\u307f\u3001\u30ab\u30c6\u30b4\u30ea\u5225\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3069\u3001300\u4ee5\u4e0a\u306e\u7d44\u307f\u8fbc\u307f\u5909\u63db\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3057\u3001\u7279\u5fb4\u91cf\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td>\u7c21\u5358\u306a\u64cd\u4f5c\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027<\/td><td>\u305f\u304f\u3055\u3093\u306e\u300c\u7d44\u307f\u8fbc\u307f\u306e\u5909\u63db\u6a5f\u80fd\u300d\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306a\u3057\u3067\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u3067\u304d\u307e\u3059\u3002<br>\u3055\u3089\u306b\u9ad8\u5ea6\u306a\u51e6\u7406\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001PySpark\u3084Python\u3001pandas\u306a\u3069\u3092\u4f7f\u3063\u3066\u72ec\u81ea\u306e\u30ab\u30b9\u30bf\u30e0\u5909\u63db\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/td><\/tr><tr><td>\u52b9\u7387\u7684\u306a\u51e6\u7406  <strong>\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc (Data Flow)<\/strong><\/td><td>\u4e00\u5ea6\u306e\u64cd\u4f5c\u3067\u8907\u6570\u306e\u5217\u3092\u307e\u3068\u3081\u3066\u524a\u9664\u3059\u308b\u306a\u3069\u3001\u52b9\u7387\u7684\u306b\u4f5c\u696d\u3092\u9032\u3081\u3089\u308c\u307e\u3059\u3002<br>\u305f\u3060\u3057\u3001\u300c\u6570\u5024\u306e\u51e6\u7406\u300d\u3084\u300c\u6b20\u640d\u5024\u306e\u51e6\u7406\u300d\u306e\u3088\u3046\u306b\u30011\u3064\u306e\u5217\u306b\u5bfe\u3057\u3066\u306e\u307f\u9069\u7528\u3067\u304d\u308b\u6a5f\u80fd\u3082\u3042\u308a\u307e\u3059\u3002GUI\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7d50\u5408\u3084\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3059\u308b\u5909\u63db\u306e\u5b9a\u7fa9\u306a\u3069\u3001\u4e00\u9023\u306e\u30c7\u30fc\u30bf\u6e96\u5099\u624b\u9806\uff08ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u30a4\u30f3\u30b5\u30a4\u30c8\u306e\u751f\u6210 (Generate Data Insights)<\/strong><\/td><td>\u300c\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30a4\u30f3\u30b5\u30a4\u30c8\u30ec\u30dd\u30fc\u30c8\u300d\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u81ea\u52d5\u7684\u306b\u691c\u8a3c\u3057\u3001\u7570\u5e38\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u5206\u6790 (Analyze)<\/strong><\/td><td>\u6563\u5e03\u56f3\u3084\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306a\u3069\u306e\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3084\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u6f0f\u6d29\u5206\u6790\u306a\u3069\u306e\u6a5f\u80fd\u3092\u7528\u3044\u3066\u3001\u30c7\u30fc\u30bf\u5185\u306e\u7279\u5fb4\u3084\u76f8\u95a2\u6027\u3092\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u30a8\u30af\u30b9\u30dd\u30fc\u30c8 (Export)<\/strong><\/td><td>\u6e96\u5099\u304c\u5b8c\u4e86\u3057\u305f\u30c7\u30fc\u30bf\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u3001Amazon S3\u30d0\u30b1\u30c3\u30c8\u3001Amazon SageMaker Pipelines\u3001Amazon SageMaker Feature Store\u3001\u307e\u305f\u306fPython\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u3057\u3066\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30d0\u30e9\u30f3\u30b9\u30c7\u30fc\u30bf<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u4e0d\u5747\u8861\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u64cd\u4f5c\u3002\u5c11\u6570\u6d3e\u30af\u30e9\u30b9\u3092<strong>\u30aa\u30fc\u30d0\u30fc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/strong>\uff08\u904e\u5270\u306b\u62bd\u51fa\uff09\u3057\u3066\u3001\u30af\u30e9\u30b9\u306e\u5206\u5e03\u3092\u5747\u4e00\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002GUI\u30d9\u30fc\u30b9\u3067\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u3067\u304d\u308b\u305f\u3081\u3001\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u6e96\u5099\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\uff08Amazon S3\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306eMySQL\u306a\u3069\uff09\u3068\u7c21\u5358\u306b\u7d71\u5408\u3067\u304d\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5168\u4f53\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4e00\u5143\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u30e9\u30f3\u30c0\u30e0\u30aa\u30fc\u30d0\u30fc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/strong><\/td><td>\u5c11\u6570\u30ab\u30c6\u30b4\u30ea\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u8907\u88fd\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4e0d\u6b63\u691c\u51fa\u306e\u30b1\u30fc\u30b9\u3067\u4e0d\u6b63\u30b1\u30fc\u30b9\u304c\u5168\u4f53\u306e10%\u3057\u304b\u306a\u3044\u5834\u5408\u3001\u3053\u306e\u30c7\u30fc\u30bf\u30928\u56de\u8907\u88fd\u3057\u3066\u4e0d\u5747\u8861\u3092\u662f\u6b63\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u30e9\u30f3\u30c0\u30e0\u30a2\u30f3\u30c0\u30fc\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/strong><\/td><td>\u591a\u6570\u6d3e\u30ab\u30c6\u30b4\u30ea\u304b\u3089\u30b5\u30f3\u30d7\u30eb\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u524a\u9664\u3057\u3001\u76ee\u7684\u306e\u30b5\u30f3\u30d7\u30eb\u5272\u5408\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>Synthetic Minority Oversampling Technique (SMOTE)<\/strong><\/td><td>\u904e\u5c0f\u8a55\u4fa1\u3055\u308c\u3066\u3044\u308b\u30ab\u30c6\u30b4\u30ea\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u5408\u6210\u30de\u30a4\u30ce\u30ea\u30c6\u30a3\uff08\u5c11\u6570\u6d3e\uff09\u30b5\u30f3\u30d7\u30eb\u3092\u88dc\u9593\u3057\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30ab\u30c6\u30b4\u30ea\u5225\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30ef\u30f3\u30db\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/td><td>\u5404\u30ab\u30c6\u30b4\u30ea\u5024\u3092\u300c0\u300d\u307e\u305f\u306f\u300c1\u300d\u306e\u30d0\u30a4\u30ca\u30ea\u5f62\u5f0f\u3067\u8868\u73fe\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300cA\u300d\u300cB\u300d\u300cC\u300d\u306f\u305d\u308c\u305e\u308c <code>[1,0,0]<\/code> <code>[0,1,0]<\/code> <code>[0,0,1]<\/code> \u306e\u3088\u3046\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/td><\/tr><tr><td>\u30bf\u30fc\u30b2\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/td><td>\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u3092\u3001\u76ee\u7684\u5909\u6570\u306e\u7d71\u8a08\u5024\uff08\u5e73\u5747\u5024\u306a\u3069\uff09\u306b\u57fa\u3065\u3044\u3066\u6570\u5024\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u30ab\u30c6\u30b4\u30ea\u304c\u591a\u3044\u5834\u5408\u3084\u3001\u30ab\u30c6\u30b4\u30ea\u9593\u306b\u9806\u5e8f\u6027\u304c\u3042\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3059\u3002<\/td><\/tr><tr><td>\u30e9\u30d9\u30eb\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/td><td>\u5404\u30ab\u30c6\u30b4\u30ea\u306b\u6574\u6570\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\uff08\u4f8b\uff1aA=1, B=2, C=3\uff09\u3002\u9806\u5e8f\u3092\u6301\u3064\u30ab\u30c6\u30b4\u30ea\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30aa\u30d7\u30b7\u30e7\u30f3<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>[\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u5909\u63db\u30aa\u30d7\u30b7\u30e7\u30f3]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30aa\u30d7\u30b7\u30e7\u30f3\u540d<\/th><th>\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td><strong>FirstK<\/strong><\/td><td>\u6307\u5b9a\u3057\u305f\u884c\u6570\u306e\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\uff08\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\uff09<\/td><\/tr><tr><td><strong>Split<\/strong><\/td><td>\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u30fb\u691c\u8a3c\u30fb\u30c6\u30b9\u30c8\u7528\u306b\u5206\u5272\uff08\u30e9\u30f3\u30c0\u30e0\u30fb\u9806\u5e8f\u30fb\u5c64\u5316\uff09<\/td><\/tr><tr><td><strong>Join<\/strong><\/td><td>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d50\u5408\uff08Inner, Left, Right, Full Outer\uff09<\/td><\/tr><tr><td><strong>Filter<\/strong><\/td><td>\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u7d5e\u308a\u8fbc\u307f\uff08\u6570\u5024\u30fb\u6587\u5b57\u5217\u30fb\u65e5\u4ed8\u30fb\u8907\u5408\u6761\u4ef6\uff09<\/td><\/tr><tr><td><strong>Drop Column<\/strong><\/td><td>\u4e0d\u8981\u306a\u30ab\u30e9\u30e0\u3092\u524a\u9664<\/td><\/tr><tr><td><strong>Rename Column<\/strong><\/td><td>\u30ab\u30e9\u30e0\u540d\u306e\u5909\u66f4<\/td><\/tr><tr><td><strong>Change Data Type<\/strong><\/td><td>\u30c7\u30fc\u30bf\u578b\u306e\u5909\u63db\uff08\u6587\u5b57\u5217\u2192\u6570\u5024\u306a\u3069\uff09<\/td><\/tr><tr><td><strong>Corrupt image(\u30ce\u30a4\u30ba\u4ed8\u4e0e)<\/strong><\/td><td>\u753b\u50cf\u30c7\u30fc\u30bf\uff08JPEG\u3001PNG\u306a\u3069\uff09\u306b\u5bfe\u3057\u3066\u3001\u7834\u640d\u3084\u8aad\u307f\u8fbc\u307f\u30a8\u30e9\u30fc\u3092\u691c\u51fa\u30fb\u4fee\u5fa9\u3059\u308b\u305f\u3081\u306e\u524d\u51e6\u7406<\/td><\/tr><tr><td><strong>Impulse Noise<\/strong><\/td><td>SageMaker Data Wrangler \u306b\u304a\u3051\u308b\u300cImpulse Noise\u300d\u306f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u306e\u4e00\u3064\u3067\u3001\u7a81\u767a\u7684\u306a\u753b\u7d20\u7570\u5e38\uff08\u5869\u80e1\u6912\u30ce\u30a4\u30ba\u306a\u3069\uff09\u3092\u691c\u51fa\u30fb\u9664\u53bb\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30aa\u30d7\u30b7\u30e7\u30f3]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30ab\u30c6\u30b4\u30ea<\/th><th>\u30aa\u30d7\u30b7\u30e7\u30f3<\/th><th>\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td>\u30ab\u30c6\u30b4\u30ea\u5909\u6570<\/td><td>One-hot encoding, Label encoding<\/td><td>\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u6570\u5024\u5316<\/td><\/tr><tr><td>\u6570\u5024\u5909\u63db<\/td><td>Min-max scaling, Z-score normalization<\/td><td>\u6b63\u898f\u5316\u51e6\u7406<\/td><\/tr><tr><td>\u30c6\u30ad\u30b9\u30c8\u51e6\u7406<\/td><td>TF-IDF, Word embeddings<\/td><td>\u30c6\u30ad\u30b9\u30c8\u306e\u7279\u5fb4\u91cf\u5316<\/td><\/tr><tr><td>\u6642\u7cfb\u5217\u51e6\u7406<\/td><td>\u30e9\u30b0\u7279\u5fb4\u91cf\u3001\u65e5\u4ed8\u5206\u89e3<\/td><td>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u62bd\u51fa<\/td><\/tr><tr><td>\u6b20\u640d\u5024\u51e6\u7406<\/td><td>\u5e73\u5747\u5024\u88dc\u5b8c\u3001\u524d\u65b9\u88dc\u5b8c<\/td><td>\u6b20\u640d\u5024\u306e\u88dc\u5b8c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u5206\u6790\u30fb\u53ef\u8996\u5316\u30aa\u30d7\u30b7\u30e7\u30f3]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30aa\u30d7\u30b7\u30e7\u30f3\u540d<\/th><th>\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td><strong>Data Quality &amp; Insights Report<\/strong><\/td><td>\u6b20\u640d\u5024\u30fb\u5916\u308c\u5024\u30fb\u30bf\u30fc\u30b2\u30c3\u30c8\u30ea\u30fc\u30af\u306e\u691c\u51fa<\/td><\/tr><tr><td><strong>Quick Model<\/strong><\/td><td>\u7c21\u6613\u30e2\u30c7\u30eb\u306b\u3088\u308b\u4e88\u6e2c\u529b\u306e\u78ba\u8a8d<\/td><\/tr><tr><td><strong>Feature Summary<\/strong><\/td><td>\u5404\u7279\u5fb4\u91cf\u306e\u4e88\u6e2c\u529b\u30b9\u30b3\u30a2\u8868\u793a<\/td><\/tr><tr><td><strong>\u30bf\u30fc\u30b2\u30c3\u30c8\u6f0f\u6d29\u89e3\u6790<\/strong><\/td><td>\u30e2\u30c7\u30eb\u306b\u60aa\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u7279\u5fb4\u91cf\u306e\u691c\u51fa<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u30aa\u30d7\u30b7\u30e7\u30f3]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u5148<\/th><th>\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td>Amazon S3<\/td><td>\u5909\u63db\u6e08\u307f\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58<\/td><\/tr><tr><td>SageMaker Pipelines<\/td><td>\u30e2\u30c7\u30eb\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3078\u306e\u7d71\u5408<\/td><\/tr><tr><td>Feature Store<\/td><td>\u7279\u5fb4\u91cf\u306e\u4e00\u5143\u7ba1\u7406<\/td><\/tr><tr><td>Python Script<\/td><td>\u30ab\u30b9\u30bf\u30e0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7528\u30b3\u30fc\u30c9\u51fa\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Debugger<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u767a\u751f\u3059\u308b\u554f\u984c\u3092\u81ea\u52d5\u3067\u691c\u77e5\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u72b6\u614b\u3092\u53ef\u8996\u5316\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u30ab\u30b9\u30bf\u30e0\u30eb\u30fc\u30eb\u3092\u5b9a\u7fa9\u3057\u3066\u3088\u308a\u7d30\u304b\u3044\u691c\u8a3c\u3082\u53ef\u80fd\u3002\u7cbe\u5ea6\u304c\u4e0a\u304c\u3089\u306a\u3044\u539f\u56e0\u8abf\u67fb\u3084\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u305f\u3044\u3068\u304d\u306b\u6709\u52b9<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u5bfe\u5fdc\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af]<\/strong><br>TensorFlow , PyTorch , MXNet , XGBoost \u306a\u3069<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u6a5f\u80fd\u6027<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30e2\u30c7\u30eb\u5185\u90e8\u306e<\/strong><br><strong>\u72b6\u614b\u3092\u8a18\u9332<\/strong><\/td><td>\u91cd\u307f\u3001\u52fe\u914d\u3001\u5404\u30ec\u30a4\u30e4\u30fc\u306e\u51fa\u529b\u3001loss\u306a\u3069\u3092S3\u306b\u4fdd\u5b58\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u81ea\u52d5\u554f\u984c\u691c\u77e5<\/strong><\/td><td>\u300c\u52fe\u914d\u6d88\u5931\u300d\u3084\u300closs\u304c\u6e1b\u3089\u306a\u3044\u300d\u306a\u3069\u3001\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\uff08\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0\u30eb\u30fc\u30eb\uff09\u306b\u57fa\u3065\u3044\u3066\u554f\u984c\u3092\u691c\u51fa\u3059\u308b\u3002<\/td><\/tr><tr><td><strong>TensorBoard<\/strong><br><strong>\u9023\u643a<\/strong><\/td><td>TensorFlow\u4ee5\u5916\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08PyTorch\u306a\u3069\uff09\u3067\u3082\u3001TensorBoard\u5f62\u5f0f\u3067\u30ed\u30b0\u3092\u51fa\u529b\u3057\u3066\u53ef\u8996\u5316\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u30b9\u30af\u30ea\u30d7\u30c8\u306e<\/strong><br><strong>\u5909\u66f4\u4e0d\u8981<\/strong><\/td><td>SageMaker\u306e\u5bfe\u5fdc\u30b3\u30f3\u30c6\u30ca\u3092\u4f7f\u3048\u3070\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5909\u66f4\u305b\u305a\u306bDebugger\u3092\u6709\u52b9\u5316\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfTensor Board<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TensorFlow\u306b\u4ed8\u5c5e\u3059\u308b\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u60c5\u5831\u3092\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306b\u8868\u793a\u3067\u304d\u308b\u3002<br>\u30fbGPU\/CPU\u306e\u4f7f\u7528\u72b6\u6cc1<br>\u30fb\u640d\u5931\u95a2\u6570\u3084\u7cbe\u5ea6\u306a\u3069\u306e\u30b9\u30ab\u30e9\u30fc\u5024\u306e\u63a8\u79fb<br>\u30fb\u7279\u5fb4\u30de\u30c3\u30d7\u3084\u7573\u307f\u8fbc\u307f\u30ab\u30fc\u30cd\u30eb\u306a\u3069\u306e\u753b\u50cf\u30c7\u30fc\u30bf<br>\u30fb\u5404\u5c64\u306e\u91cd\u307f\u30fb\u30d0\u30a4\u30a2\u30b9\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<br>\u30fb\u30e2\u30c7\u30eb\u306e\u8a08\u7b97\u30b0\u30e9\u30d5\uff08\u9806\u4f1d\u64ad\u30fb\u9006\u4f1d\u64ad\u306e\u6d41\u308c\uff09<br>\u30fb\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306e\u5206\u5e03\uff08\u4f8b\uff1aWord2Vec\uff09<br>\u30fb\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u63a2\u7d22\u7d50\u679c<\/p>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Experiments<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8907\u6570\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8a66\u3059\u53cd\u5fa9\u7684\u306aML\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306b\u5bfe\u3057\u3066\u3001ML\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u8a55\u4fa1\u306b\u304a\u3051\u308b\u5b9f\u9a13\u306e\u8a18\u9332\u30fb\u6574\u7406\u30fb\u6bd4\u8f03\u3092\u652f\u63f4\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u4e3b\u306a\u6a5f\u80fd]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30a8\u30af\u30b9\u30da\u30ea\u30e1\u30f3\u30c8\u306e\u4f5c\u6210<\/strong><\/td><td>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5358\u4f4d\u3067\u5b9f\u9a13\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3002<\/td><\/tr><tr><td><strong>\u30c8\u30e9\u30a4\u30a2\u30eb\u3068\u30c8\u30e9\u30a4\u30a2\u30eb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/strong><\/td><td>\u5404\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u3084\u8a55\u4fa1\u30b9\u30c6\u30c3\u30d7\u3092\u500b\u5225\u306b\u8a18\u9332\u3002<\/td><\/tr><tr><td><strong>\u81ea\u52d5\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0<\/strong><\/td><td>\u5165\u529b\u30c7\u30fc\u30bf\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u7d50\u679c\u306a\u3069\u3092\u81ea\u52d5\u3067\u8a18\u9332\u3002<\/td><\/tr><tr><td><strong>\u53ef\u8996\u5316\u3068\u6bd4\u8f03<\/strong><\/td><td>SageMaker Studio\u3067\u5b9f\u9a13\u7d50\u679c\u3092\u30b0\u30e9\u30d5\u8868\u793a\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6bd4\u8f03\u3002<\/td><\/tr><tr><td><strong>\u518d\u73fe\u6027\u306e\u78ba\u4fdd<\/strong><\/td><td>\u904e\u53bb\u306e\u5b9f\u9a13\u5c65\u6b74\u3092\u4fdd\u5b58\u3057\u3001\u30e2\u30c7\u30eb\u306e\u518d\u73fe\u6027\u3092\u62c5\u4fdd\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-large-font-size\">Future Store<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u305f\u3081\u306e\u7279\u5fb4\u91cf\u3092\u4e00\u5143\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3002\u7279\u5fb4\u91cf\uff08Feature\uff09\u3068\u306f\u3001ML\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3059\u308b\u610f\u5473\u306e\u3042\u308b\u30c7\u30fc\u30bf\u306e\u3053\u3068\u3002Feature Store\u306f\u305d\u308c\u3089\u3092\u4fdd\u5b58\u30fb\u5171\u6709\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u5c02\u7528\u30ea\u30dd\u30b8\u30c8\u30ea\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td>\u7279\u5fb4\u91cf\u30b0\u30eb\u30fc\u30d7\u306e\u4f5c\u6210<\/td><td>\u7279\u5fb4\u91cf\u3092\u8ad6\u7406\u7684\u306b\u307e\u3068\u3081\u305f\u300cFeature Group\u300d\u3092\u5b9a\u7fa9\u3057\u3001\u30b9\u30ad\u30fc\u30de\u306b\u57fa\u3065\u3044\u3066\u7ba1\u7406\u3002<\/td><\/tr><tr><td>\u30aa\u30f3\u30e9\u30a4\u30f3\u30b9\u30c8\u30a2<\/td><td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u4e88\u6e2c\u5411\u3051\u3002\u6700\u65b0\u306e\u7279\u5fb4\u91cf\u3092\u9ad8\u901f\u306b\u53d6\u5f97\u53ef\u80fd\u3002<\/td><\/tr><tr><td>\u30aa\u30d5\u30e9\u30a4\u30f3\u30b9\u30c8\u30a2<\/td><td>\u30d0\u30c3\u30c1\u5b66\u7fd2\u3084\u5206\u6790\u5411\u3051\u3002\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3002<\/td><\/tr><tr><td>Point-in-time Join<\/td><td>\u7279\u5b9a\u306e\u6642\u70b9\u306b\u304a\u3051\u308b\u7279\u5fb4\u91cf\u3092\u6b63\u78ba\u306b\u7d50\u5408\u3059\u308b\u6a5f\u80fd\u3002\u5b66\u7fd2\u3068\u63a8\u8ad6\u306e\u6574\u5408\u6027\u3092\u4fdd\u3064\u306e\u306b\u91cd\u8981\u3002<\/td><\/tr><tr><td>\u7279\u5fb4\u91cf\u306e\u518d\u5229\u7528\u3068\u5171\u6709<\/td><td>\u30c1\u30fc\u30e0\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u9593\u3067\u7279\u5fb4\u91cf\u3092\u518d\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u91cd\u8907\u4f5c\u696d\u3092\u524a\u6e1b\u3002<\/td><\/tr><tr><td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u63a8\u8ad6\u306e\u30b9\u30ad\u30e5\u30fc\u9632\u6b62<\/td><td>\u5b66\u7fd2\u6642\u3068\u63a8\u8ad6\u6642\u3067\u7570\u306a\u308b\u7279\u5fb4\u91cf\u304c\u4f7f\u308f\u308c\u308b\u3053\u3068\u306b\u3088\u308b\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u9632\u3050\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Future Group<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u4f7f\u3046\u7279\u5fb4\u91cf\u3092\u8ad6\u7406\u7684\u306b\u307e\u3068\u3081\u305f<strong>\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u4f53<\/strong>\u3002\u7279\u5fb4\u91cf\u30b0\u30eb\u30fc\u30d7\u306f\u3001ML\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u63a8\u8ad6\u306b\u4f7f\u3046\u7279\u5fb4\u91cf\uff08Feature\uff09\u3092\u307e\u3068\u3081\u305f\u3082\u306e\u30021\u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306f\u3001\u5171\u901a\u306e\u30b9\u30ad\u30fc\u30de\uff08\u5217\u540d\u3068\u30c7\u30fc\u30bf\u578b\uff09\u3092\u6301\u3064\u30ec\u30b3\u30fc\u30c9\u306e\u96c6\u5408\u3002Feature Store\u306b\u4fdd\u5b58\u3059\u308b\u969b\u306e\u57fa\u672c\u5358\u4f4d\u3067\u3042\u308a\u3001\u7279\u5fb4\u91cf\u306e\u4f5c\u6210\u30fb\u53d6\u5f97\u30fb\u5171\u6709\u30fb\u7ba1\u7406\u3092\u884c\u3046\u305f\u3081\u306e\u67a0\u7d44\u307f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u69cb\u6210\u8981\u7d20]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u7279\u5fb4\u91cf\u5b9a\u7fa9<\/strong><\/td><td>\u5404\u7279\u5fb4\u91cf\u306e\u540d\u524d\u3068\u30c7\u30fc\u30bf\u578b\uff08\u6574\u6570\u3001\u6587\u5b57\u5217\u3001\u6d6e\u52d5\u5c0f\u6570\u70b9\u306a\u3069\uff09\u3092\u6307\u5b9a\u3002<\/td><\/tr><tr><td><strong>\u30a4\u30d9\u30f3\u30c8\u30bf\u30a4\u30e0<\/strong><\/td><td>\u5404\u30ec\u30b3\u30fc\u30c9\u306b\u95a2\u9023\u3065\u3051\u3089\u308c\u308b\u6642\u523b\u60c5\u5831\u3002Point-in-time Join\u306a\u3069\u3067\u91cd\u8981\u3002<\/td><\/tr><tr><td><strong>\u30b9\u30c8\u30ec\u30fc\u30b8\u30bf\u30a4\u30d7<\/strong><\/td><td>\u30fb<em>\u30aa\u30f3\u30e9\u30a4\u30f3\u30b9\u30c8\u30a2<\/em>\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6\u5411\u3051\u3002\u6700\u65b0\u306e\u7279\u5fb4\u91cf\u3092\u9ad8\u901f\u53d6\u5f97\u3002<br>\u30fb<em>\u30aa\u30d5\u30e9\u30a4\u30f3\u30b9\u30c8\u30a2<\/em>\uff1a\u30d0\u30c3\u30c1\u5b66\u7fd2\u3084\u5206\u6790\u5411\u3051\u3002\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Ground Truth<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u6a5f\u68b0\u5b66\u7fd2\u3068\u3068\u3082\u306b\u3001Amazon Mechanical Turk\u3001\u4efb\u610f\u306e\u30d9\u30f3\u30c0\u30fc\u4f1a\u793e\u3001\u307e\u305f\u306f\u793e\u5185\u306e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u306e\u3044\u305a\u308c\u304b\u306e\u30ef\u30fc\u30ab\u30fc\u3092\u4f7f\u7528\u3067\u304d\u308b\u3002Ground Truth \u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u51fa\u529b\u3092\u4f7f\u7528\u3057\u3066\u3001\u72ec\u81ea\u306e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3002Amazon SageMaker AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3057\u3066\u51fa\u529b\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d2\u30e5\u30fc\u30de\u30f3\u30a4\u30f3\u30b6\u30eb\u30fc\u30d7(HITL)\u306e\u30e9\u30d9\u30ea\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">JumpStart<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u69d8\u3005\u306a\u554f\u984c\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3001<strong>\u5b66\u7fd2\u6e08\u307f\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb<\/strong>\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3053\u308c\u3092\u57fa\u76e4\u3068\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u3059\u3050\u306b\u59cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u30c7\u30d7\u30ed\u30a4\u3001\u5fae\u8abf\u6574\u3001\u8a55\u4fa1\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u884c\u3048\u308b\u30cf\u30d6\u306e\u3088\u3046\u306a\u6a5f\u80fd\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ed\u30fc\u30b3\u30fc\u30c9\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9\u306e\u624b\u6cd5\u3092\u5bb9\u6613\u306b\u63a1\u7528\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u306e\u30e2\u30c7\u30eb<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u5bb9\u6613\u306b\u59cb\u3081\u308b\u305f\u3081\u306e\u3001\u5e45\u5e83\u3044\u554f\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u300c\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u300d\u3092\u63d0\u4f9b\u3059\u308b\u3002\u66f4\u65b0\u3055\u308c\u305f\u300cStudio \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u300d\u306eJumpStart\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u30da\u30fc\u30b8\u3092\u901a\u3058\u3066\u3001\u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u30cf\u30d6\u304b\u3089\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3001\u5fae\u8abf\u6574\u3001\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u63d0\u4f9b\u3055\u308c\u308b\u30e2\u30c7\u30eb\u306f\u3001\u30c7\u30d7\u30ed\u30a4\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u8abf\u6574\uff08\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u304c\u53ef\u80fd\u3002<br>\u30fb\u4e00\u822c\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u305f\u3081\u306e\u300c\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300d\u3082\u63d0\u4f9b\u3055\u308c\u308b\u3002<br>\u30fbSageMaker ML\u3092\u4f7f\u7528\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u7528\u306e\u300c\u5b9f\u884c\u53ef\u80fd\u306a\u30b5\u30f3\u30d7\u30eb\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u300d\u3082\u542b\u307e\u308c\u308b\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u9023\u643a\u30b5\u30fc\u30d3\u30b9<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>[Autopilot\u3068\u306e\u9023\u643a]<\/strong><br>Autopilot\u3068\u4f75\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u81ea\u52d5\u5316\u3055\u308c\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd<\/p>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-large-font-size\">Market Place<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7c21\u5358\u306b\u5c0e\u5165\u30fb\u5229\u7528\u3067\u304d\u308bAWS\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u4e8b\u524d\u69cb\u7bc9\u6e08\u307f\u306eML\u30e2\u30c7\u30eb\u3084<\/strong><br><strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b<\/strong><\/td><td>\u958b\u767a\u8005\u3084\u4f01\u696d\u306f\u3001\u3059\u3050\u306b\u4f7f\u3048\u308b\u30e2\u30c7\u30eb\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9078\u3093\u3067\u5c0e\u5165\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>AWS Marketplace\u3068\u7d71\u5408<\/strong><\/td><td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u3001\u4ed6\u306e\u30ab\u30c6\u30b4\u30ea\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u540c\u69d8\u306b\u3001ML\u95a2\u9023\u306e\u88fd\u54c1\u3082\u4e00\u5143\u7ba1\u7406\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u67d4\u8edf\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u3068\u4fa1\u683c\u8a2d\u5b9a<\/strong><\/td><td>\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u578b\u3084\u5f93\u91cf\u8ab2\u91d1\u578b\u306a\u3069\u3001\u7528\u9014\u306b\u5fdc\u3058\u305f\u4fa1\u683c\u4f53\u7cfb\u304c\u9078\u3079\u308b\u3002<\/td><\/tr><tr><td><strong>\u7c21\u5358\u306a\u30c7\u30d7\u30ed\u30a4\u3068\u7ba1\u7406<\/strong><\/td><td>SageMaker Studio\u306a\u3069\u306e\u74b0\u5883\u304b\u3089\u3001\u6570\u30af\u30ea\u30c3\u30af\u3067\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u3002<\/td><\/tr><tr><td><strong>\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u54c1\u3082\u591a\u6570\u63b2\u8f09<\/strong><\/td><td>Hugging Face\u3001DataRobot\u3001Algorithmia\u306a\u3069\u3001\u5916\u90e8\u30d9\u30f3\u30c0\u30fc\u306e\u88fd\u54c1\u3082\u5229\u7528\u3067\u304d\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Model Registry<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f5c\u6210\u3057\u305f\u69d8\u3005\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u3001\u4e00\u5143\u7684\u306a\u30ea\u30dd\u30b8\u30c8\u30ea\uff08\u4fdd\u7ba1\u5834\u6240\uff09\u3067\u6574\u7406\u30fb\u8ffd\u8de1\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9<\/strong>\u3002\u30e2\u30c7\u30eb\u306e\u767b\u9332\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u7ba1\u7406\u3001\u627f\u8a8d\u3084\u30c7\u30d7\u30ed\u30a4\u3068\u3044\u3063\u305fML\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u7ba1\u7406\u3059\u308b\u4e2d\u5fc3\u7684\u306a\u30cf\u30d6\u3002AWS\u5185\u5916\u3092\u554f\u308f\u305a\u30e2\u30c7\u30eb\u306e\u904b\u7528\u304c\u975e\u5e38\u306b\u52b9\u7387\u7684\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u7d44\u7e54\u5168\u4f53\u306e\u6a19\u6e96\u5316\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5411\u4e0a<br>(\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30ea\u30dd\u30b8\u30c8\u30ea)<\/td><td><strong>\u30fb\u30e2\u30c7\u30eb\u7ba1\u7406\u306e\u30ab\u30bf\u30ed\u30b0\uff08\u5834\u6240\uff09\u4e00\u5143\u5316<\/strong><br>\u300c\u30af\u30ed\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30ea\u30bd\u30fc\u30b9\u30dd\u30ea\u30b7\u30fc\u300d\u6a5f\u80fd\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u7d44\u7e54\u5185\u306b\u65b0\u3057\u3044AWS\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u5897\u3048\u3066\u3082\u4fdd\u5b58\u5834\u6240\u30921\u3064\u306b\u7d71\u4e00\u3067\u304d\u308b\u3002\u30e2\u30c7\u30eb\u306e\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4e00\u8cab\u3057\u3066\u7ba1\u7406\u3067\u304d\u308b\u3002<br>\u3053\u308c\u307e\u3067\u306f\u4e3b\u306bAWS\u5185\u306e\u30b5\u30fc\u30d3\u30b9\uff08ECR\uff09\u306b\u4fdd\u5b58\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u3001AWS\u4ee5\u5916\u306e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306aDocker\u30ea\u30dd\u30b8\u30c8\u30ea\uff08\u4f8b: \u4f01\u696d\u5185\u306e\u30b5\u30fc\u30d0\u30fc\u306a\u3069\uff09\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308bML\u30e2\u30c7\u30eb\u3082\u767b\u9332\u30fb\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<br><strong>\u30fb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u9023\u643a<\/strong><br>S3\u306b\u4fdd\u5b58\u3055\u308c\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u9023\u643a\u3057\u3001\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3092\u884c\u3046\u969b\u306b\u30bb\u30ad\u30e5\u30a2\u306a\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3092\u4fdd\u8a3c\u3059\u308b\u3002<\/td><\/tr><tr><td>\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30e2\u30c7\u30eb\u5171\u6709<\/td><td>\u958b\u767a\u3057\u305fML\u30e2\u30c7\u30eb\u3092\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u767b\u9332\u3059\u308b\u3053\u3068\u3067\u3001\u8ab0\u304c\u3044\u3064\u3069\u3093\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u305f\u306e\u304b\u3092\u4e00\u89a7\u3067\u7ba1\u7406\u3067\u304d\u308b\u3002\u8907\u6570\u306eAWS\u30a2\u30ab\u30a6\u30f3\u30c8\u9593\u3067\u30e2\u30c7\u30eb\u60c5\u5831\u3092\u52b9\u7387\u7684\u304b\u3064\u5b89\u5168\u306b\u5171\u6709\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td>\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u4ed8\u3051<\/td><td>SageMaker Studio\u3068\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001UI\u4e0a\u3067\u30e2\u30c7\u30eb\u306e\u72b6\u614b\u3084\u30e1\u30bf\u30c7\u30fc\u30bf\uff08\u4ed8\u968f\u60c5\u5831\uff09\u3092\u7c21\u5358\u306b\u8ffd\u8de1\u3067\u304d\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u57fa\u672c\u7684\u306a\u69cb\u6210<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>Model Group<\/strong><\/td><td>\u300cModel Group\u300d\u3068\u3044\u3046\u5358\u4f4d\u3067\u95a2\u9023\u3059\u308b\u30e2\u30c7\u30eb\uff08\u30e2\u30c7\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\uff09\u3092\u8ad6\u7406\u7684\u306b\u6574\u7406\u3057\u3001\u904b\u7528\u52b9\u7387\u3092\u5411\u4e0a<\/td><\/tr><tr><td><strong>\u30e2\u30c7\u30eb<\/strong><br><strong>\u30d1\u30c3\u30b1\u30fc\u30b8<\/strong><\/td><td>\u500b\u3005\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u3053\u3068\u3002<\/td><\/tr><tr><td><strong>\u30e2\u30c7\u30eb<\/strong><br><strong>\u30d0\u30fc\u30b8\u30e7\u30f3<\/strong><\/td><td> Model Group\u306b\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u8ffd\u52a0\u3055\u308c\u308b\u305f\u3073\u306b\u3001\u300c1, 2, 3&#8230;\u300d\u3068\u81ea\u52d5\u3067\u5272\u308a\u632f\u3089\u308c\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Model <strong> Monitor<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3084\u30d0\u30a4\u30a2\u30b9\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u52a3\u5316\u3059\u308b\u300c\u30c9\u30ea\u30d5\u30c8\u300d\u3092\u691c\u51fa\u3059\u308b\u30a2\u30e9\u30fc\u30c8\u3092\u8a2d\u5b9a\u3067\u304d\u308b\u3002\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30a2\u30c3\u30d7\u30b9\u30c8\u30ea\u30fc\u30e0\u30b7\u30b9\u30c6\u30e0\u306e\u76e3\u67fb\u3001\u54c1\u8cea\u554f\u984c\u306e\u4fee\u6b63\u306a\u3069\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3067\u304d\u308b\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u4e0d\u8981\u306a Model Monitor \u306e\u30d3\u30eb\u30c9\u6e08\u307f\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u3092\u4f7f\u7528\u53ef\u80fd\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>[\u4e3b\u306a\u6a5f\u80fd]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong><\/td><td>\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3084\u6b20\u640d\u5024\u306a\u3069\u306e\u5909\u5316\u3092\u691c\u51fa<\/td><\/tr><tr><td><strong>\u30e2\u30c7\u30eb\u54c1\u8cea\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong><\/td><td>\u7cbe\u5ea6\u3084\u4e88\u6e2c\u5206\u5e03\u306e\u5909\u5316\u3092\u691c\u51fa<\/td><\/tr><tr><td><strong>\u30d0\u30a4\u30a2\u30b9\u30c9\u30ea\u30d5\u30c8\u691c\u51fa<\/strong><\/td><td>\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u504f\u308a\u304c\u751f\u3058\u3066\u3044\u306a\u3044\u304b\u3092\u76e3\u8996<\/td><\/tr><tr><td><strong>Feature Attribution \u30c9\u30ea\u30d5\u30c8<\/strong><\/td><td>\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u304c\u5909\u5316\u3057\u3066\u3044\u306a\u3044\u304b\u3092\u76e3\u8996<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u4ed5\u7d44\u307f]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u30ad\u30e3\u30d7\u30c1\u30e3<\/strong><\/td><td>\u63a8\u8ad6\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5165\u529b\u3068\u51fa\u529b\u3092 S3 \u306b\u4fdd\u5b58\u3002<\/td><\/tr><tr><td><strong>\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u4f5c\u6210<\/strong><\/td><td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u7d71\u8a08\u60c5\u5831\u3068\u5236\u7d04\u6761\u4ef6\uff08constraints.json\uff09\u3092\u751f\u6210\u3002<\/td><\/tr><tr><td><strong>\u76e3\u8996\u30b8\u30e7\u30d6\u306e\u8a2d\u5b9a<\/strong><\/td><td>\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306b\u5f93\u3063\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u30d0\u30c3\u30c1\u3067\u76e3\u8996\u3002<\/td><\/tr><tr><td><strong>\u7570\u5e38\u691c\u51fa\u3068\u901a\u77e5<\/strong><\/td><td>CloudWatch \u7d4c\u7531\u3067\u9055\u53cd\u3092\u691c\u51fa\u3057\u3001\u30a2\u30e9\u30fc\u30c8\u3092\u767a\u5831\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>\u30e2\u30c7\u30eb\u304c\u5e38\u306b\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u306b\u9069\u5fdc\u3057\u3001\u9069\u5207\u306a\u54c1\u8cea\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5b9a\u671f\u7684\u306b\u30c7\u30fc\u30bf\u304b\u3089\u65b0\u3057\u3044\u300c\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u300d\u3092\u4f5c\u6210\u3057\u3001\u8a55\u4fa1\u306e\u57fa\u6e96\u3092\u6700\u65b0\u306b\u4fdd\u3064\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u57fa\u6e96\u3068\u306a\u308b\u3082\u306e\u3067\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u8a08\u60c5\u5831\u3084\u30b9\u30ad\u30fc\u30de\uff08\u69cb\u9020\uff09\u3092\u5b9a\u7fa9\u3059\u308b\u3002SageMaker Model Monitor\u306f\u3001\u3053\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u3084\u30c9\u30ea\u30d5\u30c8\uff08\u6642\u9593\u7d4c\u904e\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u50be\u5411\u306e\u5909\u5316\uff09\u3092\u691c\u51fa\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u65b0\u3057\u3044\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u304c\u5fc5\u8981\u306a\u6642<\/strong><\/td><td>\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3057\u305f\u969b\u306a\u3069\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u5206\u5e03\u304c\u767a\u751f\u3057\u3066\u65e2\u5b58\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u304c\u73fe\u72b6\u3068\u5408\u308f\u306a\u304f\u306a\u3063\u305f\u5834\u5408\u306b\u3001\u65b0\u3057\u3044\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<strong>\u6700\u65b0\u306e\u672c\u756a\u30c7\u30fc\u30bf<\/strong>\uff08\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\uff09\u3092\u4f7f\u3063\u3066\u3001\u7d71\u8a08\u60c5\u5831\u3068\u30b9\u30ad\u30fc\u30de\u3092\u62bd\u51fa\u3057\u3001\u65b0\u3057\u3044\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u751f\u6210\u3059\u308b\u3002\u751f\u6210\u3057\u305f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092Model Monitor\u306b\u8a2d\u5b9a\u3057\u3001\u4eca\u5f8c\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u8a55\u4fa1\u57fa\u6e96\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u3044\u304f\u3002<\/td><\/tr><tr><td><strong>\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u4f5c\u6210\u306e\u81ea\u52d5\u5316<\/strong><\/td><td>Model Monitor\u306b\u306f\u3001CSV\u3084JSON\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304b\u3089\u3001\u30c7\u30fc\u30bf\u306e\u30c9\u30ea\u30d5\u30c8\u306a\u3069\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u81ea\u52d5\u7684\u306b\u63d0\u6848\u30fb\u4f5c\u6210\u3059\u308b\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u3002<\/td><\/tr><tr><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">ML Lineage Tracking<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3001ML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5404\u30b9\u30c6\u30c3\u30d7\u306e\u60c5\u5831\u3092\u8a73\u7d30\u306b\u8a18\u9332\u30fb\u8ffd\u8de1\uff08\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\uff09\u3059\u308b\u6a5f\u80fd\u3002\u30e2\u30c7\u30eb\u304c\u300c\u3044\u3064\u3001\u3069\u306e\u30c7\u30fc\u30bf\u3067\u3001\u3069\u306e\u3088\u3046\u306b\u4f5c\u3089\u308c\u305f\u304b\u300d\u3068\u3044\u3046\u7cfb\u7d71\uff08\u30ea\u30cd\u30fc\u30b8\uff09\u3092\u8ffd\u8de1\u3067\u304d\u308b\u305f\u3081\u3001\u76e3\u67fb\u3084\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u78ba\u8a8d\u306b\u5fc5\u8981\u306a\u300c\u30ac\u30d0\u30ca\u30f3\u30b9\u6a5f\u80fd\u300d\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Pipelines<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u8a55\u4fa1\u3001\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u3068\u3044\u3063\u305f\u4e00\u9023\u306eML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3092\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u3067\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092<strong>\u6709\u5411\u975e\u5de1\u56de\u30b0\u30e9\u30d5\uff08DAG\uff09<\/strong>\u3068\u3057\u3066\u53ef\u8996\u5316\u30fb\u7ba1\u7406\u3059\u308b\u6a5f\u80fd\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3092\u7d30\u304b\u304f\u5236\u5fa1\u3067\u304d\u308b\u300215TB\u3092\u8d85\u3048\u308b\u3088\u3046\u306a\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3082\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u30b9\u30c6\u30c3\u30d7<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">ML \u306e CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5185\u3067\u3001\u5916\u90e8\u306e\u30bf\u30b9\u30af\u3084\u30b8\u30e7\u30d6\u3092\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066\u7d71\u5408\u53ef\u80fd\u306b\u306a\u3063\u305f\u3002\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u30b9\u30c6\u30c3\u30d7\u304c\u547c\u3070\u308c\u308b\u3068\u30bf\u30b9\u30af\u304c\u958b\u59cb\u3055\u308c\u3001\u5916\u90e8\u304b\u3089\u30bf\u30b9\u30af\u5b8c\u4e86\u3092\u901a\u77e5\u3059\u308b\u4ed5\u7d44\u307f\uff08\u30bf\u30b9\u30af\u30c8\u30fc\u30af\u30f3\uff09\u304c\u4f7f\u3048\u308b\u3002\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u30b9\u30c6\u30c3\u30d7\u306f Glue \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8d77\u52d5\u3057\u3001\u9032\u884c\u72b6\u6cc1\u3092 EventBridge \u7d4c\u7531\u3067\u76e3\u8996\u3002Glue \u30b8\u30e7\u30d6\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u505c\u6b62\u3057\u3001\u5b8c\u4e86\u5f8c\u306b\u6b21\u306e\u51e6\u7406\u3078\u9032\u3080\u3002\u3053\u308c\u306b\u3088\u308a\u3001Glue \u30b8\u30e7\u30d6\u306e\u51fa\u529b\u3092\u52b9\u7387\u7684\u306b\u30e2\u30c7\u30eb\u958b\u767a\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30d5\u30a7\u30fc\u30ba\u306b\u5229\u7528\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\uff1aAmazon EMR \u306e Spark \u30b8\u30e7\u30d6\u3084 AWS Glue \u306e ETL \u30b8\u30e7\u30d6\u3092\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4e00\u90e8\u3068\u3057\u3066\u5b9f\u884c\u3067\u304d\u308b\u3002<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b5\u30fc\u30d3\u30b9\u9023\u643a<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>\u3007EventBridge\u3068\u306e\u9023\u643a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u958b\u59cb\u3084\u76e3\u8996\u3092\u81ea\u52d5\u5316\u3057\u3001\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u52b9\u7387\u7684\u304b\u3064\u30a8\u30e9\u30fc\u306e\u5c11\u306a\u3044\u65b9\u6cd5\u3067\u904b\u7528\u3067\u304d\u308b\u3002EventBridge\u3092\u5229\u7528\u3057\u3066\u3001SageMaker Pipelines\u306e\u5b9f\u884c\u3092\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u30a4\u30d9\u30f3\u30c8\u3092\u304d\u3063\u304b\u3051\u306b\u81ea\u52d5\u3067\u958b\u59cb\uff08\u30c8\u30ea\u30ac\u30fc\uff09\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3002<\/p>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Serverless Inference<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u4e0d\u8981\u3067AWS\u304cML\u30e2\u30c7\u30eb\u306e\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3084\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u81ea\u52d5\u3067\u884c\u3046\u4fbf\u5229\u306a\u30b5\u30fc\u30d3\u30b9\u3002<strong>\u300c\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u3055\u308c\u305f\u540c\u6642\u5b9f\u884c\u300d\u3092\u8a2d\u5b9a\u3059\u308c\u3070\u3001\u30a2\u30af\u30bb\u30b9\u304c\u96c6\u4e2d\u3059\u308b\u6642\u9593\u3092\u4e88\u6e2c\u3057\u3066\u4e8b\u524d\u6e96\u5099\u3092\u884c\u3044\u3001\u9045\u5ef6\u306a\u304f\u5b89\u5b9a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30b3\u30b9\u30c8\u52b9\u7387\u3088\u304f\u63d0\u4f9b\u3067\u304d\u308b<\/strong>\u3002\u3042\u3089\u304b\u3058\u3081\u6307\u5b9a\u3057\u305f\u6570\u306e\u63a8\u8ad6\u74b0\u5883\u3092\u300c\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u300d\uff08\u4e8b\u524d\u6e96\u5099\u30fb\u5f85\u6a5f\uff09\u3055\u305b\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u30b3\u30fc\u30eb\u30c9\u30b9\u30bf\u30fc\u30c8\u3092\u89e3\u6d88\u3057\u3001\u4e88\u6e2c\u3055\u308c\u308b\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306b\u5bfe\u3057\u3066\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u203b\u65ad\u7d9a\u7684\u306a\u63a8\u8ad6\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u306f\u5411\u3044\u3066\u3044\u308b\u3002\u5e38\u306b\u9ad8\u3044\u8ca0\u8377\u304c\u304b\u304b\u308b\u305f\u3081\u8d77\u52d5\u306e\u9045\u5ef6\u304c\u751f\u3058\u3084\u3059\u3044\u3002<\/p>\n\n\n\n<p class=\"has-pure-black-color has-luminous-dusk-gradient-background has-text-color has-background has-link-color wp-elements-6c0ac786eca571491c9f7b384b851eeb wp-block-paragraph\"><strong>Inference Recommender<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u306b\u6700\u9069\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3084\u69cb\u6210\u3092\u81ea\u52d5\u3067\u63d0\u6848\u3059\u308b\u6a5f\u80fd\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u6700\u9069\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9078\u5b9a\u3092\u81ea\u52d5\u5316<\/strong><\/td><td>\u5f93\u6765\u306f\u8907\u6570\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u624b\u52d5\u3067\u30c6\u30b9\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001Inference Recommender \u306b\u3088\u308a \u30e2\u30c7\u30eb\u306b\u6700\u9069\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3084\u69cb\u6210\uff08\u6570\u3001\u30e1\u30e2\u30ea\u3001\u540c\u6642\u5b9f\u884c\u6570\u306a\u3069\uff09\u3092\u81ea\u52d5\u3067\u8a55\u4fa1\u30fb\u63d0\u6848 \u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\uff0f\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6\u306b\u5bfe\u5fdc<\/strong><\/td><td>\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u30bf\u30a4\u30d7\uff08\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 or \u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\uff09\u306b\u5fdc\u3058\u3066\u3001\u6700\u9069\u306a\u8a2d\u5b9a\u3092\u9078\u5b9a\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30b8\u30e7\u30d6\u306b\u3088\u308b\u6027\u80fd\u8a55\u4fa1<\/strong><\/td><td>SageMaker Studio \u3084 AWS SDK for Python\uff08Boto3\uff09\u3092\u4f7f\u3063\u3066\u3001\u63a8\u8ad6\u8ca0\u8377\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53ce\u96c6\u3059\u308b\u3002<\/td><\/tr><tr><td><strong>\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u5411\u4e0a<\/strong><\/td><td>\u904e\u5270\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u907f\u3051\u3001<em>\u5fc5\u8981\u6700\u5c0f\u9650\u306e\u69cb\u6210\u3067\u9ad8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe<\/em> \u3067\u304d\u308b\u305f\u3081\u3001\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u8ca2\u732e\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b8\u30e7\u30d6\u30bf\u30a4\u30d7<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td>Default <br>\u30b8\u30e7\u30d6\u30bf\u30a4\u30d7<\/td><td><strong>\u76ee\u7684<\/strong>\uff1a\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u57fa\u672c\u7684\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5b9f\u884c\u3057\u3001\u6700\u9069\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u63d0\u6848<br><strong>\u5165\u529b<\/strong>\uff1a\u30e2\u30c7\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u306e ARN \u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u958b\u59cb\u53ef\u80fd<br><strong>\u30c6\u30b9\u30c8\u5185\u5bb9<\/strong>\uff1aSageMaker \u304c\u7528\u610f\u3057\u305f\u6a19\u6e96\u7684\u306a\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u3067\u30ed\u30fc\u30c9\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd<br><strong>\u6240\u8981\u6642\u9593<\/strong>\uff1a\u901a\u5e38 45 \u5206\u4ee5\u5185\u3067\u5b8c\u4e86<br><strong>\u7279\u5fb4<\/strong>\uff1a\u7c21\u5358\u306b\u59cb\u3081\u3089\u308c\u308b\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6\u306b\u3082\u5bfe\u5fdc\u3001\u9ad8\u901f\u306a\u521d\u671f\u8a55\u4fa1\u306b\u6700\u9069<\/td><\/tr><tr><td>Advanced <br>\u30b8\u30e7\u30d6\u30bf\u30a4\u30d7<\/td><td><strong>\u76ee\u7684<\/strong>\uff1a\u672c\u756a\u74b0\u5883\u306b\u8fd1\u3044\u6761\u4ef6\u3067\u8a73\u7d30\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1\u3092\u5b9f\u65bd <br><strong>\u5165\u529b<\/strong>\uff1a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3084\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u8a2d\u5b9a\u3001\u30ab\u30b9\u30bf\u30e0\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u30fb\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u8981\u4ef6\u306a\u3069\u3092\u6307\u5b9a<br><strong>\u30c6\u30b9\u30c8\u5185\u5bb9<\/strong>\uff1a\u6307\u5b9a\u3057\u305f\u6761\u4ef6\u306b\u57fa\u3065\u304f\u30ab\u30b9\u30bf\u30e0\u30ed\u30fc\u30c9\u30c6\u30b9\u30c8<br><strong>\u6240\u8981\u6642\u9593<\/strong>\uff1a\u5e73\u5747 2 \u6642\u9593\u7a0b\u5ea6\uff08\u30b8\u30e7\u30d6\u8a2d\u5b9a\u3068\u30c6\u30b9\u30c8\u6570\u306b\u3088\u308a\u5909\u52d5\uff09<br><strong>\u7279\u5fb4<\/strong>\uff1a\u3088\u308a\u7cbe\u5bc6\u306a\u8a55\u4fa1\u304c\u53ef\u80fd\u3001\u672c\u756a\u904b\u7528\u306b\u5411\u3051\u305f\u69cb\u6210\u691c\u8a0e\u306b\u6700\u9069\u3001\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u30dd\u30ea\u30b7\u30fc\u306e\u521d\u671f\u8a2d\u5b9a\u306b\u3082\u6d3b\u7528\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading has-luminous-dusk-gradient-background has-background has-medium-font-size\">Studio Classic<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2023\u5e7411\u6708\u4ee5\u964d\u3001\u5f93\u6765\u306e SageMaker Studio \u306f\u300cStudio Classic\u300d\u3068\u547c\u3070\u308c\u3001\u65b0\u3057\u3044 SageMaker Studio \u306f\u3088\u308a\u9ad8\u901f\u3067\u7d71\u5408\u3055\u308c\u305fUI\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfSageMaker Studio\uff08\u65b0\u3057\u3044Studio\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AWS\u304c\u63d0\u4f9b\u3059\u308b\u6700\u65b0\u306e\u6a5f\u68b0\u5b66\u7fd2\u7d71\u5408\u958b\u767a\u74b0\u5883\u3002VS Code\u30d9\u30fc\u30b9\u306eIDE\u3084JupyterLab\u3001RStudio\u3092\u9078\u3079\u308b\u67d4\u8edf\u306aUI\u3092\u5099\u3048\u3001\u6570\u79d2\u3067\u8d77\u52d5\u53ef\u80fd\u3002Amazon Q Developer \u306b\u3088\u308bAI\u652f\u63f4\u3084Git\u9023\u643a\u3001S3\u30fbRedshift\u306a\u3069\u306eAWS\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408\u3082\u30b9\u30e0\u30fc\u30ba\u3067\u3001MLOps\u3084\u30c1\u30fc\u30e0\u958b\u767a\u306b\u6700\u9069\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfSageMaker Studio Classic\uff08\u5f93\u6765\u578bStudio\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">JupyterLab\u30d9\u30fc\u30b9\u306eIDE\u3067\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u69cb\u7bc9\u30fb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u884c\u3048\u308b\u3002\u8d77\u52d5\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308a\u3001Git\u9023\u643a\u3084AWS\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408\u306f\u624b\u52d5\u8a2d\u5b9a\u304c\u4e2d\u5fc3\u3002\u500b\u4eba\u958b\u767a\u3084\u7814\u7a76\u7528\u9014\u306b\u5411\u3044\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u203bAWS\u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u5411\u3051\u306e\u7d71\u5408\u958b\u767a\u74b0\u5883\uff08IDE\uff09<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th><\/th><th>Studio<\/th><th>Classic<\/th><\/tr><\/thead><tbody><tr><td>\u6982\u8981<\/td><td><\/td><td><\/td><\/tr><tr><td>IDE\u9078\u629e<\/td><td>\u8907\u6570\uff08VS Code, JupyterLab, RStudio\uff09<\/td><td>JupyterLab\u306e\u307f<\/td><\/tr><tr><td>\u8d77\u52d5\u901f\u5ea6<\/td><td>\u9ad8\u901f\uff08\u6570\u79d2\uff09<\/td><td>\u9045\u3081\uff08\u6570\u5206\uff09<\/td><\/tr><tr><td>AI\u652f\u63f4<\/td><td>\u3042\u308a\uff08Amazon Q\uff09<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>Git\u9023\u643a<\/td><td>UI\u7d71\u5408<\/td><td>\u624b\u52d5\u8a2d\u5b9a<\/td><\/tr><tr><td>\u62e1\u5f35\u6027<\/td><td>VS Code\u62e1\u5f35\u5bfe\u5fdc<\/td><td>\u9650\u5b9a\u7684<\/td><\/tr><tr><td>\u63a8\u5968\u7528\u9014<\/td><td>\u30c1\u30fc\u30e0\u958b\u767a\u30fbMLOps<\/td><td>\u500b\u4eba\u958b\u767a\u30fb\u7814\u7a76<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Bedrock<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-4.png\" alt=\"\" class=\"wp-image-9326 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">AWS \u304c\u63d0\u4f9b\u3059\u308b <strong>\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9<\/strong>\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3084\u751f\u6210AI\u30e2\u30c7\u30eb\u3092 <strong>\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u4e0d\u8981<\/strong> \u3067\u5229\u7528\u3067\u304d\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30e2\u30c7\u30eb\u3092\u81ea\u5206\u3067\u69cb\u7bc9\u3057\u305f\u308a\u5b66\u7fd2\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001AWS \u4e0a\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u8907\u6570\u306e\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\uff08Anthropic\u3001Meta\u3001Mistral\u3001Amazon Titan \u306a\u3069\uff09\u306e\u30e2\u30c7\u30eb\u3092 API \u7d4c\u7531\u3067\u547c\u3073\u51fa\u3057\u3066\u4f7f\u3048\u308b\u3002\u4e3b\u306b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306a\u3069\u306e\u7528\u9014\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfJurassic-2 models<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u8a00\u8a9e\u3002\u82f1\u8a9e\u3067\u306e\u6700\u9ad8\u54c1\u8cea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u52a0\u3048\u3066\u3001\u5168\u3066\u306e J2 \u30e2\u30c7\u30eb\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3044\u304f\u3064\u304b\u306e\u82f1\u8a9e\u4ee5\u5916\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002<br>\u5bfe\u8c61\uff1a\u30b9\u30da\u30a4\u30f3\u3001\u30d5\u30e9\u30f3\u30b9\u3001\u30c9\u30a4\u30c4\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u3001\u30a4\u30bf\u30ea\u30a2\u3001\u30aa\u30e9\u30f3\u30c0<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3092\u7c21\u5358\u306b\u5b9f\u88c5\u53ef\u80fd\u3002<br>\u30fb<strong>\u69cb\u9020\u5316\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/strong>\u306e\u4e21\u65b9\u306b\u5bfe\u5fdc\uff08\u4f8b\uff1aS3\u3001Salesforce\u3001SharePoint\u306a\u3069\uff09\u3002<br>\u30fb\u81ea\u7136\u8a00\u8a9e\u2192SQL\u5909\u63db\uff08NL2SQL\uff09\u306b\u3088\u308a\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u76f4\u63a5\u60c5\u5831\u53d6\u5f97\u3002<br>\u30fb<strong>\u5f15\u7528\u4ed8\u304d\u5fdc\u7b54<\/strong>\u3067\u3001\u5143\u30c7\u30fc\u30bf\u306e\u51fa\u5178\u3092\u660e\u793a\u3002<\/p>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u8907\u6570\u306e\u30e2\u30c7\u30eb\u304c\u9078\u3079\u308b<\/strong><\/td><td>Anthropic Claude<br>AI21 Labs Jurassic-2<br>Stability AI (\u753b\u50cf\u751f\u6210)<br>Meta Llama 2 \/ 3<br>Mistral<br>Amazon Titan \u306a\u3069<br>\u2192 1\u3064\u306e API \u3067\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u30fb\u5229\u7528\u53ef\u80fd\u3002<\/td><\/tr><tr><td><strong>\u5b66\u7fd2\u3084\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u304c\u4e0d\u8981<\/strong><\/td><td>\u30b5\u30fc\u30d0\u30fc\u69cb\u7bc9\u3001GPU\u7ba1\u7406\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u3092\u81ea\u5206\u3067\u884c\u3046\u5fc5\u8981\u304c\u306a\u304f\u3001\u5373\u5229\u7528\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd<\/strong><\/td><td>\u30fb<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u8abf\u6574<\/strong><br>\u30fb<strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\u5fae\u8abf\u6574\uff09<\/strong><br>\u30fb<strong>RAG (Retrieval-Augmented Generation)<\/strong> \u69cb\u6210\u3067\u72ec\u81ea\u30c7\u30fc\u30bf\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>AWS \u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9023\u643a<\/strong><\/td><td>\u30fb<strong>Amazon S3<\/strong>\uff08\u30c7\u30fc\u30bf\u683c\u7d0d\uff09<br>\u30fb<strong>Amazon Kendra<\/strong>\uff08\u691c\u7d22\u30d9\u30fc\u30b9\u306eRAG\uff09<br>\u30fb<strong>Amazon SageMaker<\/strong>\uff08\u30ab\u30b9\u30bf\u30e0ML\u3068\u306e\u7d71\u5408\uff09<\/td><\/tr><tr><td><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong><\/td><td>\u30fb\u30c7\u30fc\u30bf\u306f\u30e2\u30c7\u30eb\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u76f4\u63a5\u6e21\u3089\u305a\u3001AWS \u5185\u3067\u5b89\u5168\u306b\u51e6\u7406\u3002<br>\u30fb\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3084\u76e3\u67fb\u5bfe\u5fdc\u304c\u5fc5\u8981\u306a\u4f01\u696d\u5411\u3051\u306b\u3082\u5229\u7528\u3057\u3084\u3059\u3044\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong><\/td><td>\u30fb<strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8 \/ \u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/strong><br>\u30fb<strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u8981\u7d04 \/ \u691c\u7d22\u652f\u63f4<\/strong><br>\u30fb<strong>\u30b3\u30fc\u30c9\u751f\u6210 \/ \u30a2\u30d7\u30ea\u958b\u767a\u652f\u63f4<\/strong><br>\u30fb<strong>\u753b\u50cf\u751f\u6210 \/ \u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u5236\u4f5c<\/strong><br>\u30fb<strong>\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22 (RAG\u69cb\u7bc9)<\/strong><\/td><\/tr><tr><td><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/td><td>\u30fb\u30e2\u30c7\u30eb\u958b\u767a\u4e0d\u8981\u3067\u5373\u5229\u7528\u3067\u304d\u308b\u3002\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u62e1\u5f35\u307e\u3067\u3092\u4e00\u62ec\u7ba1\u7406\u3002<br>\u30fb\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u5206\u3051\u3089\u308c\u308b<br>\u30fbAWS \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u76e4\u3092\u6d3b\u7528\u53ef\u80fd<br>\u30fb<strong>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0<\/strong>\u306b\u3088\u308a\u3001\u610f\u5473\u7684\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u62bd\u51fa\u3002<br>\u30fb<strong>\u30bb\u30ad\u30e5\u30a2\u306a\u63a5\u7d9a<\/strong>\uff1a\u57fa\u76e4\u30e2\u30c7\u30eb\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5b89\u5168\u306b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3078\u30a2\u30af\u30bb\u30b9\u3002<\/td><\/tr><tr><td><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/td><td>\u30fb\u30e2\u30c7\u30eb\u306e\u300c\u4e2d\u8eab\u300d\u3092\u81ea\u7531\u306b\u6539\u9020\u306f\u3067\u304d\u306a\u3044<br>\u30fb\u5229\u7528\u6599\u91d1\u306fAPI\u5f93\u91cf\u8ab2\u91d1 \u2192 \u5927\u898f\u6a21\u5229\u7528\u3067\u30b3\u30b9\u30c8\u5897<br>\u30fb\u6700\u5148\u7aef\u306e\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u3092\u81ea\u5206\u3067\u7d30\u304b\u304f\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u3044\u5834\u5408\u306f\u5236\u9650\u3042\u308a<\/td><\/tr><tr><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>[\u5fdc\u7b54\u751f\u6210\u3092\u5236\u5fa1\u3059\u308b\u4e3b\u8981\u30d1\u30e9\u30e1\u30fc\u30bf\u6bd4\u8f03\u8868]<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>\u30fb\u6e29\u5ea6<\/strong> \u2192 \u300c\u78ba\u7387\u306e\u9ad8\u4f4e\u3069\u3061\u3089\u3092\u53d6\u308a\u3084\u3059\u3044\u304b\u300d\u3092\u8abf\u6574<br><strong>\u30fbtop_k<\/strong> \u2192 \u300c\u5019\u88dc\u6570\u306e\u5e45\u300d\u3092\u8abf\u6574\u3002\u751f\u6210\u3059\u308b\u5fdc\u7b54\u306e\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u5236\u5fa1\u3059\u308b\u3002<br>\u30fb<strong>top_p<\/strong> \u2192 \u300c\u78ba\u7387\u5206\u5e03\u306e\u4e0a\u4f4d\u4f55\uff05\u307e\u3067\u3092\u5019\u88dc\u306b\u3059\u308b\u304b\u300d\u3092\u8abf\u6574<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u30d1\u30e9\u30e1\u30fc\u30bf<\/th><th>\u8aac\u660e<\/th><th>\u5024\u3092\u5c0f\u3055\u304f\u3057\u305f\u5834\u5408<\/th><th>\u5024\u3092\u5927\u304d\u304f\u3057\u305f\u5834\u5408<\/th><th>\u7c21\u5358\u306a\u4f8b<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6e29\u5ea6(temperature<\/strong>)<\/td><td>\u51fa\u529b\u78ba\u7387\u5206\u5e03\u306e\u300c\u6ed1\u3089\u304b\u3055\u300d\u3092\u8abf\u6574\u3002\u5fdc\u7b54\u306e\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u5236\u5fa1\u3002<\/td><td>\u6c7a\u5b9a\u8ad6\u7684\u306b\u306a\u308a\u3001\u4e00\u8cab\u6027\u304c\u9ad8\u307e\u308b\u3002<br>\u78ba\u7387\u306e\u9ad8\u3044\u5b9a\u756a\u306e\u5fdc\u7b54\u3092\u9078\u3073\u3084\u3059\u3044\u3002<\/td><td>\u30e9\u30f3\u30c0\u30e0\u6027\u304c\u5897\u3057\u3001\u591a\u69d8\u306a\u5fdc\u7b54\u304c\u5f97\u3089\u308c\u308b\u3002<br>\u78ba\u7387\u306e\u4f4e\u3044\u7b54\u3048\u3082\u9078\u3070\u308c\u3084\u3059\u3044\u3002<\/td><td>\u300c\u597d\u304d\u306a\u52d5\u7269\u306f\uff1f\u300d<br>&#8211; \u4f4e\u3044\u6e29\u5ea6 \u2192 \u300c\u72ac\u300d<br>&#8211; \u9ad8\u3044\u6e29\u5ea6 \u2192 \u300c\u72ac\u300d\u300c\u732b\u300d\u300c\u30ad\u30ea\u30f3\u300d\u306a\u3069<\/td><\/tr><tr><td><strong>\u30c8\u30c3\u30d7K<\/strong><br><strong>(top_k<\/strong>)<\/td><td>\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u3092\u9078\u3076\u969b\u306b\u8003\u616e\u3059\u308b\u5019\u88dc\u6570\u3092\u5236\u9650\u3002<\/td><td>\u5019\u88dc\u304c\u5c11\u306a\u304f\u306a\u308a\u3001\u5b89\u5b9a\u30fb\u4e00\u8cab\u3057\u305f\u5fdc\u7b54\u306b\u306a\u308a\u3084\u3059\u3044\u3002<\/td><td>\u5019\u88dc\u304c\u5e83\u304c\u308a\u3001\u591a\u69d8\u3067\u4e88\u60f3\u5916\u306e\u5fdc\u7b54\u3082\u51fa\u3084\u3059\u3044\u3002<\/td><td>\u300c\u671d\u3054\u306f\u3093\u306f\uff1f\u300d<br>&#8211; \u4f4e\u3044 top_k \u2192 \u300c\u30d1\u30f3\u300d\u3060\u3051<br>&#8211; \u9ad8\u3044 top_k \u2192 \u300c\u30d1\u30f3\u300d\u300c\u3054\u306f\u3093\u300d\u300c\u304a\u306b\u304e\u308a\u300d\u306a\u3069<\/td><\/tr><tr><td><strong>\u30c8\u30c3\u30d7P<\/strong><br><strong>(top_p<\/strong>)<br>(\u6838\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0)<\/td><td>\u78ba\u7387\u5206\u5e03\u306e\u4e0a\u4f4d\u304b\u3089\u300c\u5408\u8a08\u78ba\u7387p\u307e\u3067\u300d\u306e\u5019\u88dc\u3060\u3051\u3092\u8003\u616e\u3002<\/td><td>\u4e0a\u4f4d\u5019\u88dc\u3060\u3051\u306b\u9650\u5b9a\u3055\u308c\u3001\u4e88\u6e2c\u53ef\u80fd\u6027\u304c\u5897\u3059\u3002<br>\u5b89\u5b9a\u3057\u305f\u5fdc\u7b54\u306b\u306a\u308a\u3084\u3059\u3044\u3002<\/td><td>\u78ba\u7387\u306e\u4f4e\u3044\u9078\u629e\u80a2\u3082\u6b8b\u308a\u3084\u3059\u304f\u306a\u308a\u3001\u30e9\u30f3\u30c0\u30e0\u6027\u3068\u591a\u69d8\u6027\u304c\u5897\u3059\u3002<\/td><td>\u300c\u597d\u304d\u306a\u679c\u7269\u306f\uff1f\u300d<br>&#8211; \u4f4e\u3044 top_p \u2192 \u300c\u30ea\u30f3\u30b4\u300d<br>&#8211; \u9ad8\u3044 top_p \u2192 \u300c\u30ea\u30f3\u30b4\u300d\u300c\u30d0\u30ca\u30ca\u300d\u300c\u30c9\u30e9\u30b4\u30f3\u30d5\u30eb\u30fc\u30c4\u300d\u306a\u3069<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 96%,rgb(254,248,76) 100%)\">Polly<\/h1>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-5.png\" alt=\"\" class=\"wp-image-9674 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">\u97f3\u58f0\u767a\u8a71\u30b5\u30fc\u30d3\u30b9\u3002\u6587\u7ae0\u3092\u30ea\u30a2\u30eb\u306a\u97f3\u58f0\u306b\u5909\u63db\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3002\u767a\u8a71\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Textract<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-7.png\" alt=\"\" class=\"wp-image-9903 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">\u7d19\u306e\u66f8\u985e\u3084PDF\u3001\u753b\u50cf\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u30fb\u8868\u30fb\u30d5\u30a9\u30fc\u30e0\u60c5\u5831\u3092\u62bd\u51fa\u3002<\/p>\n<\/div><\/div>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>OCR\uff08\u5149\u5b66\u6587\u5b57\u8a8d\u8b58\uff09<\/strong><\/td><td>\u6587\u5b57\u3092\u8a8d\u8b58\u3057\u3066\u62bd\u51fa<\/td><\/tr><tr><td><strong>\u8868\u8a8d\u8b58<\/strong><\/td><td>\u8868\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u3001\u30bb\u30eb\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa<\/td><\/tr><tr><td><strong>\u30d5\u30a9\u30fc\u30e0\u8a8d\u8b58<\/strong><\/td><td>\u30e9\u30d9\u30eb\u3068\u5024\u306e\u30da\u30a2\uff08\u4f8b\uff1a\u6c0f\u540d\uff1a\u5c71\u7530\u592a\u90ce\uff09\u3092\u62bd\u51fa<\/td><\/tr><tr><td><strong>\u7f72\u540d\u691c\u51fa<\/strong><\/td><td>\u624b\u66f8\u304d\u7f72\u540d\u306e\u6709\u7121\u3092\u691c\u51fa\uff08\u4e00\u90e8\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u5bfe\u5fdc\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u4f7f\u7528\u4f8b]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u5165\u529b\u5f62\u5f0f<\/th><th>\u51fa\u529b\u5185\u5bb9<\/th><th>\u5229\u7528\u4f8b<\/th><\/tr><\/thead><tbody><tr><td>\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u8acb\u6c42\u66f8<\/td><td>\u91d1\u984d\u3001\u65e5\u4ed8\u3001\u4f1a\u793e\u540d\u306a\u3069\u306e\u62bd\u51fa<\/td><td>\u7d4c\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u81ea\u52d5\u5165\u529b<\/td><\/tr><tr><td>\u624b\u66f8\u304d\u306e\u7533\u8fbc\u66f8<\/td><td>\u540d\u524d\u3001\u4f4f\u6240\u3001\u96fb\u8a71\u756a\u53f7\u306a\u3069\u306e\u62bd\u51fa<\/td><td>\u9867\u5ba2\u60c5\u5831\u306e\u30c7\u30b8\u30bf\u30eb\u5316<\/td><\/tr><tr><td>PDF\u306e\u5951\u7d04\u66f8<\/td><td>\u5951\u7d04\u6761\u4ef6\u3001\u7f72\u540d\u6b04\u306e\u691c\u51fa<\/td><td>\u5951\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u767b\u9332<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 96%,rgb(254,248,76) 100%)\">Transcribe<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-10.png\" alt=\"\" class=\"wp-image-9908 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">\u97f3\u58f0\u3092\u81ea\u52d5\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308b\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u9332\u97f3\u6e08\u307f\u306e\u97f3\u58f0\u3092\u9ad8\u7cbe\u5ea6\u3067\u6587\u5b57\u8d77\u3053\u3057\u3067\u304d\u308b\u3002100\u4ee5\u4e0a\u306e\u8a00\u8a9e\u3068\u65b9\u8a00\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u65e5\u672c\u8a9e\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u3044\u65b9\u3082\u6bd4\u8f03\u7684\u30b7\u30f3\u30d7\u30eb\u3067\u3001\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u3092S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001Transcribe\u3067\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3059\u308b\u3060\u3051\u3067\u30c6\u30ad\u30b9\u30c8\u5316\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u8a71\u8005\u306e\u8b58\u5225\uff08\u8a71\u8005\u30c0\u30a4\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\uff09\u3084\u81ea\u52d5\u53e5\u8aad\u70b9\u306e\u633f\u5165\u3001\u30ab\u30b9\u30bf\u30e0\u8a9e\u5f59\u306e\u767b\u9332\u306a\u3069\u3001\u5b9f\u7528\u7684\u306a\u6a5f\u80fd\u304c\u8c4a\u5bcc\u3002<br>\u30fb\u5b57\u5e55\u30d5\u30a1\u30a4\u30eb\u306e\u751f\u6210\u3084\u533b\u7642\u5206\u91ce\u5411\u3051\u306eTranscribe Medical\u3082\u5229\u7528\u53ef\u80fd\u3002<br>\u30fb\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u306e\u901a\u8a71\u5206\u6790\u3084\u4f1a\u8b70\u306e\u8b70\u4e8b\u9332\u4f5c\u6210\u3001\u52d5\u753b\u306e\u5b57\u5e55\u751f\u6210\u306a\u3069\u3001\u5e45\u5e83\u3044\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-background has-large-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 96%,rgb(254,248,76) 100%)\">Translate<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-14.png\" alt=\"\" class=\"wp-image-9924 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">AWS\u304c\u63d0\u4f9b\u3059\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u9ad8\u7cbe\u5ea6\u304b\u3064\u9ad8\u901f\u306b\u7ffb\u8a33\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb<\/p>\n<\/div><\/div>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\uff08NMT\uff09<\/strong><\/td><td>\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001\u6587\u8108\u3092\u7406\u89e3\u3057\u305f\u81ea\u7136\u306a\u7ffb\u8a33\u3092\u5b9f\u73fe<\/td><\/tr><tr><td><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 &amp; \u30d0\u30c3\u30c1\u7ffb\u8a33<\/strong><\/td><td>API \u3092\u4f7f\u3063\u3066\u5373\u6642\u7ffb\u8a33\u3082\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u4e00\u62ec\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd<\/strong><\/td><td>\u7279\u5b9a\u306e\u30d6\u30e9\u30f3\u30c9\u540d\u3084\u696d\u754c\u7528\u8a9e\u306a\u3069\u3092\u5b9a\u7fa9\u3057\u3066\u3001\u7ffb\u8a33\u7d50\u679c\u3092\u8abf\u6574\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u591a\u8a00\u8a9e\u5bfe\u5fdc<\/strong><\/td><td>\u82f1\u8a9e\u3001\u65e5\u672c\u8a9e\u3001\u4e2d\u56fd\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u306a\u3069\u3001\u6570\u5341\u306e\u8a00\u8a9e\u9593\u3067\u7ffb\u8a33\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u30e6\u30fc\u30b6\u30fc\u751f\u6210<br>\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u7ffb\u8a33<\/strong><\/td><td>SNS\u6295\u7a3f\u3001\u30b3\u30e1\u30f3\u30c8\u3001\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u306a\u3069\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7ffb\u8a33<\/td><\/tr><tr><td><strong>\u591a\u8a00\u8a9e\u30c1\u30e3\u30c3\u30c8\u5bfe\u5fdc<\/strong><\/td><td>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u3067\u8a00\u8a9e\u306e\u58c1\u3092\u89e3\u6d88<\/td><\/tr><tr><td><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ffb\u8a33<\/strong><\/td><td>Word\u3001Excel\u3001PowerPoint \u306a\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4e00\u62ec\u7ffb\u8a33<\/td><\/tr><tr><td><strong>NLP\u9023\u643a<\/strong><\/td><td>Comprehend \u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u611f\u60c5\u5206\u6790\u3084\u30ad\u30fc\u30d5\u30ec\u30fc\u30ba\u62bd\u51fa\u3082\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Comprehend<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-9.png\" alt=\"\" class=\"wp-image-9906 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\"><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30b5\u30fc\u30d3\u30b9<\/strong>\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u9867\u5ba2\u306e\u611f\u60c5\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u3069\uff09\u3092\u62bd\u51fa\u3059\u308b\u306a\u3069\u3001\u4fa1\u5024\u3042\u308b\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u5f15\u304d\u51fa\u3059\u3002\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30d7\u30c3\u30c8\u3059\u308b\u3060\u3051\u3067\u3001\u8fc5\u901f\u306b\u5206\u6790\u7d50\u679c\u3092\u5f97\u3089\u308c\u308b\u305f\u3081\u3001\u8ab0\u3067\u3082\u7c21\u5358\u306b\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\uff082026 \u5e74 5 \u6708 20 \u65e5\u30b5\u30dd\u30fc\u30c8\u7d42\u4e86\uff09<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u5229\u70b9\u3068\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u81ea\u8eab\u304c<strong>\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u306a\u3069\u3001\u8907\u96d1\u3067\u624b\u9593\u306e\u304b\u304b\u308b\u4f5c\u696d\u3092\u7701\u7565\u3067\u304d\u308b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fbPII(\u4fdd\u8b77\u5bfe\u8c61\u533b\u7642\u60c5\u5831)\u3092\u691c\u51fa\u3057\u3001\u30de\u30b9\u30af\u307e\u305f\u306f\u9664\u53bb\u3059\u308b\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b\u3002\u82f1\u8a9e\u307e\u305f\u306f\u30b9\u30da\u30a4\u30f3\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067PII \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u691c\u51fa\u3067\u304d\u308b\u3002PII\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u7279\u5b9a\u306e\u7a2e\u985e\u306e\u500b\u4eba\u3092\u7279\u5b9a\u3067\u304d\u308b\u60c5\u5831(PII)\u3002PII\u691c\u51fa\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001PII\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u691c\u7d22\u3057\u305f\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306ePII\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u7de8\u96c6\u3057\u305f\u308a\u3059\u308b\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u6a5f\u80fd<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u6a5f\u80fd<\/strong><\/td><td><strong>\u8aac\u660e<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58<\/strong><\/td><td>\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u7279\u5b9a\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4f8b\uff1a\u4eba\u540d\u3001\u7d44\u7e54\u540d\u3001\u5834\u6240\u3001\u65e5\u4ed8\u3001\u6570\u8a5e\u3001\u96fb\u8a71\u756a\u53f7\u306a\u3069\uff09\u3092\u81ea\u52d5\u62bd\u51fa\u3002<\/td><\/tr><tr><td><strong>\u611f\u60c5\u5206\u6790<\/strong><\/td><td>\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3092\u8b58\u5225\u3057\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u3001\u30df\u30c3\u30af\u30b9\u306e\u3044\u305a\u308c\u304b\u306b\u5206\u985e\u3002<\/td><\/tr><tr><td><strong>\u30ad\u30fc\u30d5\u30ec\u30fc\u30ba\u62bd\u51fa<\/strong><\/td><td>\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u304b\u3089\u305d\u306e\u6587\u8108\u3084\u5185\u5bb9\u306b\u304a\u3044\u3066\u6700\u3082\u91cd\u8981\u306a\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u3092\u62bd\u51fa\u3059\u308b\u6a5f\u80fd\u3002\u305f\u3068\u3048\u3070\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u304b\u3089\u300c\u65b0\u6280\u8853\u300d\u300c\u5e02\u5834\u52d5\u5411\u300d\u306a\u3069\u306e\u4e3b\u8981\u306a\u8a71\u984c\u3084\u30c6\u30fc\u30de\u3092\u81ea\u52d5\u7684\u306b\u7279\u5b9a\u3067\u304d\u308b\u3002 <\/td><\/tr><tr><td><strong>\u8a00\u8a9e\u691c\u51fa<\/strong><\/td><td>\u30c6\u30ad\u30b9\u30c8\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u8a00\u8a9e\u3092\u81ea\u52d5\u3067\u8b58\u5225\u3057\u307e\u3059\uff08\u6700\u5927 100 \u7a2e\u985e\u4ee5\u4e0a\u306e\u8a00\u8a9e\u306b\u5bfe\u5fdc\uff09\u3002<\/td><\/tr><tr><td><strong>\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0<\/strong><\/td><td>\u5927\u91cf\u306e\u6587\u66f8\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u96a0\u308c\u305f\u30c8\u30d4\u30c3\u30af\u3084\u30c6\u30fc\u30de\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3002<\/td><\/tr><tr><td><strong>\u30ab\u30b9\u30bf\u30e0\u5206\u985e<\/strong><\/td><td>\u30e6\u30fc\u30b6\u30fc\u304c\u5b9a\u7fa9\u3057\u305f\u30e9\u30d9\u30eb\uff08\u4f8b\uff1a\u300c\u91cd\u8981\u300d\u300c\u975e\u91cd\u8981\u300d\u306a\u3069\uff09\u3092\u57fa\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u985e\u3002<\/td><\/tr><tr><td><strong>\u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58<\/strong><\/td><td>\u72ec\u81ea\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4f8b\uff1a\u5546\u54c1\u30b3\u30fc\u30c9\u3001\u7279\u5b9a\u306e\u696d\u754c\u7528\u8a9e\u306a\u3069\uff09\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u8b58\u5225\u3059\u308b\u6a5f\u80fd\u3002\u305f\u3068\u3048\u3070\u3001\u5951\u7d04\u66f8\u5185\u306e\u300c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u540d\u300d\u3084\u300c\u5951\u7d04\u65e5\u300d\u306e\u3088\u3046\u306a\u7279\u5b9a\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u5b9a\u7fa9\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u72ec\u81ea\u306e\u30d3\u30b8\u30cd\u30b9\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u305f\u60c5\u5831\u62bd\u51fa\u304c\u53ef\u80fd\u3002<\/td><\/tr><tr><td><strong>\u69cb\u6587\u89e3\u6790<\/strong><\/td><td>\u30c6\u30ad\u30b9\u30c8\u3092\u6587\u6cd5\u7684\u306b\u89e3\u6790\u3057\u3001\u5358\u8a9e\u306e\u54c1\u8a5e\uff08\u540d\u8a5e\u3001\u52d5\u8a5e\u3001\u5f62\u5bb9\u8a5e\u306a\u3069\uff09\u3084\u69cb\u6587\u69cb\u9020\u3092\u7279\u5b9a\u3002<\/td><\/tr><tr><td><strong>\u30a4\u30d9\u30f3\u30c8\u62bd\u51fa<\/strong><\/td><td>\u7279\u5b9a\u306e\u6761\u4ef6\u3084\u69cb\u9020\u306b\u57fa\u3065\u3044\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u51fa\u6765\u4e8b\u3084\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u62bd\u51fa\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b8\u30e7\u30d6<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>DetectPiiEntities<\/strong><\/td><td>\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u500b\u4eba\u3092\u7279\u5b9a\u3067\u304d\u308b\u60c5\u5831\uff08PII\uff09\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u51fa\u3002<\/td><\/tr><tr><td><strong>StartPiiEntitiesDetectionJob<\/strong><\/td><td>\u8907\u6570\u306e\u6587\u66f8\u3092\u4e00\u62ec\u3067\u51e6\u7406\u3059\u308b\u975e\u540c\u671f\u30b8\u30e7\u30d6\u3092\u958b\u59cb\u3057\u3001PII\u3092\u691c\u51fa\u30fb\u7de8\u96c6<\/td><\/tr><tr><td><strong>RedactionConfig<\/strong><\/td><td>PII\u3092\u3069\u306e\u3088\u3046\u306b\u7de8\u96c6\uff08\u79d8\u533f\uff09\u3059\u308b\u304b\u3092\u8a2d\u5b9a<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Import Model<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u3068\u3001\u30b3\u30d4\u30fc\u5143\u306e\u30e2\u30c7\u30eb\u3068\u5168\u304f\u540c\u3058\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u8907\u88fd\u30e2\u30c7\u30eb\uff08Comprehend\u306e\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\uff09\u304c\u65b0\u3057\u3044\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u4f5c\u6210\uff08\u30b3\u30d4\u30fc\uff09\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u5fc5\u8981\u306a\u8a2d\u5b9a<\/strong><\/td><td>\u30b3\u30d4\u30fc\u5143\u306eAWS\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u3001\u30b3\u30d4\u30fc\u5148\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3092\u8a31\u53ef\u3059\u308b\u305f\u3081\u306eIAM\u30dd\u30ea\u30b7\u30fc\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td><\/tr><tr><td><strong>\u91cd\u8981\u306a\u5236\u7d04<\/strong><\/td><td>\u30a4\u30f3\u30dd\u30fc\u30c8\u5143\u3068\u30a4\u30f3\u30dd\u30fc\u30c8\u5148\u306e\u30e2\u30c7\u30eb\u306f\u3001<strong>\u5fc5\u305a\u540c\u3058AWS\u30ea\u30fc\u30b8\u30e7\u30f3<\/strong>\u306b\u5b58\u5728\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u7570\u306a\u308b\u30ea\u30fc\u30b8\u30e7\u30f3\u3092\u307e\u305f\u3044\u3067\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u306f\u3067\u304d\u306a\u3044\u3002<\/td><\/tr><tr><td><strong>\u5229\u70b9<\/strong><\/td><td>\u3053\u306e\u65b9\u6cd5\u306fComprehend\u306e\u7d44\u307f\u8fbc\u307f\u6a5f\u80fd\u3092\u4f7f\u3046\u305f\u3081\u3001\u8ffd\u52a0\u306e\u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9\u3084\u30c7\u30fc\u30bf\u8ee2\u9001\u304c\u4e0d\u8981\u3067\u3001\u6700\u5c0f\u9650\u306e\u958b\u767a\u4f5c\u696d\u3067\u5b9f\u73fe\u3067\u304d\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Medical<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">AWS\u304c\u63d0\u4f9b\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u533b\u7642\u5206\u91ce\u5411\u3051\u306b\u7279\u5316\u3057\u305f\u30c4\u30fc\u30eb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u4e3b\u306a\u6a5f\u80fd]<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u975e\u69cb\u9020\u5316\u533b\u7642\u30c6\u30ad\u30b9\u30c8\u306e\u89e3\u6790<\/strong><br>\u533b\u5e2b\u306e\u30e1\u30e2\u3001\u9000\u9662\u30b5\u30de\u30ea\u30fc\u3001\u691c\u67fb\u7d50\u679c\u306a\u3069\u304b\u3089\u3001\u75c5\u540d\u30fb\u85ac\u5264\u30fb\u6cbb\u7642\u6cd5\u30fbPHI\uff08\u4fdd\u8b77\u533b\u7642\u60c5\u5831\uff09\u306a\u3069\u306e\u533b\u7642\u95a2\u9023\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u81ea\u52d5\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u983c\u30b9\u30b3\u30a2\u306e\u63d0\u4f9b<\/strong><br>\u62bd\u51fa\u3055\u308c\u305f\u60c5\u5831\u306b\u306f\u3001\u30e2\u30c7\u30eb\u304c\u3069\u308c\u3060\u3051\u81ea\u4fe1\u3092\u6301\u3063\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u300c\u4fe1\u983c\u30b9\u30b3\u30a2\u300d\u304c\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3068\u306e\u30ea\u30f3\u30af<\/strong><br>\u62bd\u51fa\u3057\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u6a19\u6e96\u5316\u3055\u308c\u305f\u533b\u7642\u7528\u8a9e\u4f53\u7cfb\uff08\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\uff09\u306b\u7d50\u3073\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5206\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u540c\u671f\u30fb\u975e\u540c\u671f\u51e6\u7406\u306b\u5bfe\u5fdc<\/strong><br>\u5358\u4e00\u6587\u66f8\u306e\u5373\u6642\u89e3\u6790\uff08\u540c\u671f\uff09\u3068\u3001S3\u306b\u4fdd\u5b58\u3055\u308c\u305f\u8907\u6570\u6587\u66f8\u306e\u30d0\u30c3\u30c1\u89e3\u6790\uff08\u975e\u540c\u671f\uff09\u306e\u4e21\u65b9\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 96%,rgb(254,248,76) 100%)\">Rekognition<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-6.png\" alt=\"\" class=\"wp-image-9677 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">\u52d5\u753b\u3084\u753b\u50cf\u8a8d\u8b58\u3002\u30a4\u30e1\u30fc\u30b8\u3084\u4fdd\u5b58\u6e08\u307f\u306e\u30d3\u30c7\u30aa\u304b\u3089\u6709\u540d\u4eba\u3092\u8a8d\u8b58\u3067\u304d\u308b\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Lambda\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3068\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5c64\u304c\u5f97\u3089\u308c\u308b\u3002\u30a4\u30e1\u30fc\u30b8\u5185\u306e\u6709\u540d\u4eba\u3092\u8a8d\u8b58\u3057\u3001\u8a8d\u8b58\u3057\u305f\u6709\u540d\u4eba\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u60c5\u5831\uff08\u6642\u9593\u306a\u3069\uff09\u3092\u53d6\u5f97\u3059\u308b\u306b\u306f\u975e\u30b9\u30c8\u30ec\u30fc\u30b8\u578b\u306eAPI\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u300cRekognizeCelebrities\u300d\u3092\u4f7f\u7528\u3059\u308b\u3002Rekognition API\u306b\u30a4\u30e1\u30fc\u30b8\u3084\u52d5\u753b\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u30e2\u30ce\u3001\u4eba\u7269\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u30b7\u30fc\u30f3\u3001\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3092\u8b58\u5225\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 96%,rgb(254,248,76) 100%)\">Kendra<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-11.png\" alt=\"\" class=\"wp-image-9910 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">AI\u3092\u6d3b\u7528\u3057\u3066\u3001\u300c\u81ea\u7136\u8a00\u8a9e\u691c\u7d22\u300d<strong>\u3084<\/strong>\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\uff08\u6587\u8108\u3084\u610f\u5473\u3092\u7406\u89e3\u3057\u305f\u691c\u7d22\uff09\u300d\u3092\u5b9f\u73fe\u3059\u308b\u3002AWS\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u306a\u306e\u3067\u3001\u904b\u7528\u7ba1\u7406\u306e\u624b\u9593\u304c\u5c11\u306a\u304f\u3001\u62e1\u5f35\u6027\u306b\u3082\u512a\u308c\u3066\u3044\u308b\u3002\u8cea\u554f\u306b\u5bfe\u3057\u3066\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u305f\u3081\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306b\u6700\u9069\u3002<\/p>\n<\/div><\/div>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u30b3\u30cd\u30af\u30bf<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">Kendra\u306f\u300c<strong>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u30b3\u30cd\u30af\u30bf<\/strong>\u300d\u3068\u3044\u3046\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u3001\u691c\u7d22\u5bfe\u8c61\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08\u7d22\u5f15\uff09\u3092\u4f5c\u6210\u3059\u308b\u3002\u63a5\u7d9a\u5148\u3068\u3057\u3066\u3001<strong>Amazon S3<\/strong>\u306e\u4ed6\u306b\u3001Microsoft SharePoint\u3084Google Drive\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b3\u30cd\u30af\u30bf\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092<strong>\u5b9a\u671f\u7684\u306b\u30b9\u30ad\u30e3\u30f3<\/strong>\u3057\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u5909\u66f4\u3084\u8ffd\u52a0\u3092\u81ea\u52d5\u3067\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u53cd\u6620\u3055\u305b\u308b\u305f\u3081\u3001\u5e38\u306b\u6700\u65b0\u306e\u72b6\u614b\u3067\u691c\u7d22\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[S3 \u3068\u306e\u9023\u643a]<\/strong><br>\u300c<strong>Amazon S3 \u30b3\u30cd\u30af\u30bf<\/strong>\u300d\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001S3\u30d0\u30b1\u30c3\u30c8\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3092\u76f4\u63a5\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u3001\u9ad8\u7cbe\u5ea6\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u7c21\u5358\u306b\u5b9f\u73fe\u3067\u304d\u308b\u3002<strong>S3\u306a\u3069\u306e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3059\u308b\u3060\u3051\u3067\u3001AI\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u306a\u610f\u5473\u691c\u7d22\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u308b<\/strong>\u30b5\u30fc\u30d3\u30b9\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u81ea\u52d5\u3067\u6700\u65b0\u306b\u4fdd\u3063\u3066\u304f\u308c\u308b\u305f\u3081\u3001RAG\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3082\u9069\u3057\u3066\u3044\u308b\u3002<\/p>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Glue Data Brew<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"125\" height=\"125\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-8.png\" alt=\"\" class=\"wp-image-9904 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\"><strong>\u30ce\u30fc\u30b3\u30fc\u30c9\u3067<strong>\u30c7\u30fc\u30bf\u306e<strong><strong>\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\uff08\u524d\u51e6\u7406\uff09<\/strong><\/strong>\uff08\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30fb\u6574\u5f62\u30fb\u5909\u63db\uff09<\/strong>\u3092\u884c\u3048\u308bGUI\u30d9\u30fc\u30b9\u306eETL\u30c4\u30fc\u30eb<\/strong>\u3002\u5206\u6790\u3001<mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u30ec\u30dd\u30fc\u30c8<\/mark>\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u5f8c\u7d9a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001\u30af\u30ea\u30fc\u30f3\u3067\u5b89\u5168\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7c21\u5358\u306b\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[Data Wrangler \u3068\u306e\u9055\u3044]<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fbData Wrangler\uff1a\u30b3\u30fc\u30c9\u3067\u67d4\u8edf\u306b\u30c7\u30fc\u30bf\u51e6\u7406\u3057\u305f\u3044\u4eba\u5411\u3051<br>\u30fbGlue DataBrew\uff1a\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u8996\u899a\u7684\u306b\u30c7\u30fc\u30bf\u6574\u5f62\u3057\u305f\u3044\u4eba\u5411\u3051<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u9805\u76ee<\/th><th>Data Wrangler<\/th><th>Glue Data Brew<\/th><\/tr><\/thead><tbody><tr><td><strong>\u64cd\u4f5c\u65b9\u6cd5<\/strong><\/td><td>Python\u30b3\u30fc\u30c9\uff08pandas\uff09<\/td><td>GUI\uff08\u30ce\u30fc\u30b3\u30fc\u30c9\uff09<\/td><\/tr><tr><td><strong>\u5bfe\u8c61\u30e6\u30fc\u30b6\u30fc<\/strong><\/td><td>\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u5206\u6790\u8005<\/td><td>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30a2\u30ca\u30ea\u30b9\u30c8<\/td><\/tr><tr><td><strong>\u67d4\u8edf\u6027<\/strong><\/td><td>\u9ad8\uff08\u81ea\u7531\u306a\u30ed\u30b8\u30c3\u30af\u8a18\u8ff0\uff09<\/td><td>\u4e2d\uff08\u7d44\u307f\u8fbc\u307f\u5909\u63db\u306b\u4f9d\u5b58\uff09<\/td><\/tr><tr><td><strong>\u5b66\u7fd2\u30b3\u30b9\u30c8<\/strong><\/td><td>Python\u77e5\u8b58\u304c\u5fc5\u8981<\/td><td>\u76f4\u611f\u7684\u3067\u5b66\u7fd2\u30b3\u30b9\u30c8\u4f4e\u3081<\/td><\/tr><tr><td><strong>\u51e6\u7406\u5bfe\u8c61<\/strong><\/td><td>S3, Redshift, Athena\u306a\u3069<\/td><td>S3, Redshift, RDS\u306a\u3069<\/td><\/tr><tr><td><strong>\u4e3b\u306a\u7528\u9014<\/strong><\/td><td>ETL\u81ea\u52d5\u5316\u3001\u5206\u6790\u524d\u51e6\u7406<\/td><td>\u30c7\u30fc\u30bf\u6574\u5f62\u3001\u54c1\u8cea\u8a55\u4fa1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u7279\u5fb4\u3068\u69cb\u6210<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>[\u4e3b\u306a\u7279\u5fb4]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0<\/strong><\/td><td>\u30c7\u30fc\u30bf\u5185\u306e\u6b20\u640d\u5024\u3084\u7570\u5e38\u5024\u306e\u691c\u51fa\u3001\u7d71\u8a08\u60c5\u5831\u306e\u53ef\u8996\u5316\u3092\u7c21\u5358\u306b\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77<\/strong><\/td><td>\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u5b89\u5168\u306b\u30de\u30b9\u30af\uff08\u96a0\u3059\uff09\u51e6\u7406\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8981\u4ef6\u3092\u6e80\u305f\u3057\u306a\u304c\u3089\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6e96\u5099\u306a\u3069\u306b\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u591a\u69d8\u306a<\/strong><strong>\u5909\u63db\u51e6\u7406<\/strong><\/td><td>250\u4ee5\u4e0a\u306e\u5909\u63db\u51e6\u7406(\u6b20\u640d\u5024\u51e6\u7406\u3001\u6b63\u898f\u5316\u3001\u578b\u5909\u63db\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3069)\u3092\u7528\u610f\u3002<\/td><\/tr><tr><td><strong>\u691c\u51fa<\/strong><strong>\u30de\u30b9\u30ad\u30f3\u30b0<\/strong><\/td><td>\u30fb<strong>\u691c\u51fa\uff1a<\/strong>2\u30013\u56de\u30af\u30ea\u30c3\u30af\u3059\u308b\u3060\u3051\u3067\u3001\u30c7\u30fc\u30bf\u5185\u306ePII\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u542b\u3080\u53ef\u80fd\u6027\u306e\u3042\u308b\u5217\u3092\u81ea\u52d5\u3067\u7279\u5b9a\u3059\u308b\u3002<br>\u30fb<strong>\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30de\u30b9\u30ad\u30f3\u30b0<\/strong>\uff1a\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u60c5\u5831\u3092\u81ea\u52d5\u3067\u8b58\u5225\u3057\u3001\u300c\u58a8\u6d88\u3057\u300d\u300c\u30cf\u30c3\u30b7\u30e5\u5316\u300d\u300c\u6697\u53f7\u5316\u300d\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u3092\u9069\u7528\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>\u81ea\u52d5\u5316<\/strong><\/td><td>\u30ec\u30b7\u30d4\u3092\u4fdd\u5b58\u3057\u3066\u5b9a\u671f\u7684\u306b\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb<\/strong><\/td><td>\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u3067\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u4e0d\u8981<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u69cb\u6210\u8981\u7d20]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong><\/td><td>S3\u3001Redshift\u3001RDS\u3001JDBC\u306a\u3069\u304b\u3089\u63a5\u7d9a\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9<\/td><\/tr><tr><td><strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/strong><\/td><td>\u30c7\u30fc\u30bf\u3092\u30d7\u30ec\u30d3\u30e5\u30fc\u3057\u306a\u304c\u3089\u5909\u63db\u51e6\u7406\u3092\u8a2d\u8a08\u3059\u308b\u4f5c\u696d\u30b9\u30da\u30fc\u30b9<\/td><\/tr><tr><td><strong>\u30ec\u30b7\u30d4<\/strong><\/td><td>\u5b9f\u884c\u3059\u308b\u5909\u63db\u51e6\u7406\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u8a18\u9332\u3057\u305f\u3082\u306e\uff08\u6599\u7406\u306e\u30ec\u30b7\u30d4\u306e\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\uff09<\/td><\/tr><tr><td><strong>\u30b8\u30e7\u30d6<\/strong><\/td><td>\u30ec\u30b7\u30d4\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3057\u3066\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b\u5358\u4f4d<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Redshift ML<\/h1>\n\n\n\n<div class=\"wp-block-media-text\" style=\"grid-template-columns:15% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"75\" height=\"75\" src=\"https:\/\/matomemopad.com\/wp-content\/uploads\/2024\/11\/image-12.png\" alt=\"\" class=\"wp-image-9912 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"wp-block-paragraph\">AWS \u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30b5\u30fc\u30d3\u30b9\u300cAmazon Redshift\u300d\u306b<mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd<\/mark>\u3092\u7d71\u5408\u3057\u305f\u3082\u306e\u3002SQL \u3092\u4f7f\u3063\u3066\u76f4\u63a5\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u30fb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u306e\u304c\u6700\u5927\u306e\u7279\u5fb4\u3002<\/p>\n<\/div><\/div>\n\n\n\n<details class=\"wp-block-details has-x-small-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>SQL\u3060\u3051\u3067ML\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u53ef\u80fd<\/strong><\/td><td>Python\u3084Jupyter\u306a\u3069\u3092\u4f7f\u308f\u305a\u3001Redshift\u306eSQL\u6587\u3067\u30e2\u30c7\u30eb\u4f5c\u6210\u30fb\u4e88\u6e2c\u304c\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>SageMaker\u3068\u9023\u643a<\/strong><\/td><td>\u5b9f\u969b\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f Amazon SageMaker \u304c\u88cf\u3067\u51e6\u7406\u3002AutoML \u306b\u3088\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u9078\u5b9a\u3084\u524d\u51e6\u7406\u3082\u81ea\u52d5\u5316\u3055\u308c\u308b\u3002<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u79fb\u52d5\u4e0d\u8981<\/strong><\/td><td>Redshift\u5185\u306e\u30c7\u30fc\u30bf\u3092\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u305f\u3081\u3001S3\u3078\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u306a\u3069\u306e\u624b\u9593\u304c\u7701\u3051\u308b\u3002<\/td><\/tr><tr><td><strong>\u6559\u5e2b\u3042\u308a\u30fb\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306b\u5bfe\u5fdc<\/strong><\/td><td>\u56de\u5e30\u3001\u5206\u985e\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08K-Means\uff09\u306a\u3069\u3001\u57fa\u672c\u7684\u306aML\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 94%,rgb(254,248,76) 100%)\">Q Business<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">AWS\u304c\u63d0\u4f9b\u3059\u308b<strong>\u4f01\u696d\u5411\u3051\u751f\u6210AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong>\u3002<mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u793e\u5185\u306e\u60c5\u5831\u3092\u6d3b\u7528<\/mark>\u3057\u3066\u3001\u696d\u52d9\u52b9\u7387\u5316\u3084\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u3092\u884c\u3046\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u7279\u5fb4\u3068\u69cb\u6210\u8981\u7d20<\/strong><\/summary>\n<p class=\"wp-block-paragraph\"><strong>[\u4e3b\u306a\u7279\u5fb4]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u5bfe\u8a71<\/strong><\/td><td>\u793e\u5185\u6587\u66f8\u3001\u55b6\u696d\u8cc7\u6599\u3001\u6280\u8853\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u4eba\u4e8b\u898f\u5b9a\u306a\u3069\u3092\u5143\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u3067\u8cea\u554f\u306b\u56de\u7b54<\/td><\/tr><tr><td><strong>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306b\u3088\u308b\u9ad8\u7cbe\u5ea6\u306a\u5fdc\u7b54<\/strong><\/td><td>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3055\u308c\u305f\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u751f\u6210AI\u304c\u56de\u7b54\u3092\u751f\u6210<\/td><\/tr><tr><td><strong>\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u9023\u643a<\/strong><\/td><td>Amazon S3\u3001Salesforce\u3001Microsoft 365\u3001Dropbox\u3001Google Drive\u306a\u306940\u4ee5\u4e0a\u306e\u30b3\u30cd\u30af\u30bf\u306b\u5bfe\u5fdc<\/td><\/tr><tr><td><strong>\u30bb\u30ad\u30e5\u30a2\u306a\u8a8d\u8a3c\u30fb\u8a8d\u53ef<\/strong><\/td><td>AWS IAM Identity Center\u3092\u5229\u7528\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u3054\u3068\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u6a5f\u80fd\u69cb\u6210]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/th><th>\u6982\u8981<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u30b3\u30cd\u30af\u30bf<\/strong><\/td><td>\u793e\u5185\u5916\u306e\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u3080\u305f\u3081\u306e\u63a5\u7d9a\u6a5f\u80fd<\/td><\/tr><tr><td><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong><\/td><td>\u53d6\u308a\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u3092AI\u304c\u4f7f\u3044\u3084\u3059\u3044\u5f62\u306b\u5909\u63db\uff08Starter\u3068Enterprise\u306e2\u7a2e\uff09<\/td><\/tr><tr><td><strong>Retriever<\/strong><\/td><td>\u8cea\u554f\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u60c5\u5831\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304b\u3089\u53d6\u5f97<\/td><\/tr><tr><td><strong>LLM<\/strong><\/td><td>Amazon Bedrock\u3092\u88cf\u3067\u6d3b\u7528\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u5fdc\u7b54\u3092\u751f\u6210<\/td><\/tr><tr><td><strong>Web UI<\/strong><\/td><td>\u30d6\u30e9\u30a6\u30b6\u3084Slack\u3001Teams\u306a\u3069\u304b\u3089\u5229\u7528\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u305d\u306e\u4ed6\u6a5f\u80fd<\/strong><\/summary>\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cfContentBlockerRule<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Amazon Q Business\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u6a5f\u80fd\u306e\u4e00\u90e8<\/strong>\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c<strong>\u5236\u9650\u3055\u308c\u305f\u30c8\u30d4\u30c3\u30af\u3084\u7981\u6b62\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30ba<\/strong>\u306b<mark style=\"background-color:#fcb900\" class=\"has-inline-color\">\u89e6\u308c\u305f\u969b\u306e\u5fdc\u7b54\u65b9\u6cd5\u3092\u5236\u5fa1<\/mark>\u3059\u308b\u305f\u3081\u306e\u30eb\u30fc\u30eb\u3002\u5236\u9650\u3055\u308c\u305f\u30c8\u30d4\u30c3\u30af\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u305f\u3053\u3068\u3092\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u901a\u77e5\u3057\u3001\u6b21\u306b\u3068\u308b\u3079\u304d\u624b\u9806\u3092\u63d0\u6848\u3059\u308b\u30ab\u30b9\u30bf\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><thead><tr><th>\u9805\u76ee\u540d<\/th><th>\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td><strong>systemMessageOverride<\/strong><\/td><td>\u30d6\u30ed\u30c3\u30af\u3055\u308c\u305f\u30c8\u30d4\u30c3\u30af\u306b\u95a2\u3059\u308b\u8cea\u554f\u3092\u53d7\u3051\u305f\u969b\u306b\u8868\u793a\u3055\u308c\u308b<strong>\u30ab\u30b9\u30bf\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8<\/strong>\u3002\u6700\u5927350\u6587\u5b57\u307e\u3067\u8a2d\u5b9a\u53ef\u80fd\u3002<\/td><\/tr><tr><td>\u30d1\u30bf\u30fc\u30f3\u5236\u7d04<\/td><td>\u30e1\u30c3\u30bb\u30fc\u30b8\u306fUnicode\u5236\u5fa1\u6587\u5b57\u3092\u542b\u307e\u306a\u3044\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff08\u6b63\u898f\u8868\u73fe: <code>^\\P{C}*$<\/code>\uff09<\/td><\/tr><tr><td>\u5fc5\u9808\u304b\u3069\u3046\u304b<\/td><td><code>systemMessageOverride<\/code>\u306f<strong>\u4efb\u610f<\/strong>\u3002\u8a2d\u5b9a\u3057\u306a\u3044\u5834\u5408\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>\u25cf\u30b0\u30eb\u30fc\u30d0\u30eb\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u306e\u5168\u3066\u306e\u5bfe\u8a71\u306b\u9069\u7528\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td>\u5fdc\u7b54\u306e\u8a2d\u5b9a\u3092\u5236\u5fa1<\/td><td>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u304c\u76f4\u63a5\u7b54\u3048\u3092\u8fd4\u3059\u304c\u3001\u4f01\u696d\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u7b54\u3048\u3092\u8fd4\u3059\u304b\u306a\u3069\u306e\u5fdc\u7b54\u8a2d\u5b9a\u3092\u5236\u5fa1<\/td><\/tr><tr><td>\u7528\u8a9e\u3092\u30d6\u30ed\u30c3\u30af<\/td><td>\u7279\u5b9a\u306e\u7528\u8a9e\u306e\u4f7f\u7528\u3092\u30d6\u30ed\u30c3\u30af\u3057\u3001\u6a5f\u5bc6\u60c5\u5831\u3084\u30bb\u30f3\u30b7\u30c6\u30a3\u30d6\u306a\u30d5\u30ec\u30fc\u30ba\u306e\u751f\u6210\u3092\u56de\u907f<\/td><\/tr><tr><td>\u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306e\u5236\u5fa1<\/td><td>\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308b\u30c1\u30e3\u30c3\u30c8\u5185\u3067\u306e\u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306e\u53ef\u5426\u3092\u5236\u5fa1<\/td><\/tr><tr><td>Amazon Q Apps \u306e\u5236\u5fa1<\/td><td>\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308bAmazon Q Apps \u306e\u4f5c\u6210\u30fb\u5229\u7528\u306e\u53ef\u5426\u3092\u5236\u5fa1<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>API\u53c2\u7167\u30eb\u30fc\u30eb<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">[<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/amazonq\/latest\/api-reference\/API_Types_QBusiness.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u305d\u306e\u307b\u304b\u30eb\u30fc\u30eb\u53c2\u7167<\/a>]<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30d7\u30e9\u30f3<\/strong><\/summary>\n<figure class=\"wp-block-table has-x-small-font-size\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30d7\u30e9\u30f3\u540d<\/th><th>\u6708\u984d\u6599\u91d1<\/th><th>\u4e3b\u306a\u6a5f\u80fd<\/th><\/tr><\/thead><tbody><tr><td>Amazon Q Business Lite<\/td><td>$3<\/td><td>\u30c1\u30e3\u30c3\u30c8\u306b\u3088\u308b\u8cea\u554f\u5fdc\u7b54<\/td><\/tr><tr><td>Amazon Q Business Pro<\/td><td>$20<\/td><td>\u30a2\u30d7\u30ea\u4f5c\u6210\u3001\u30ab\u30b9\u30bf\u30e0\u30d7\u30e9\u30b0\u30a4\u30f3\u3001QuickSight\u9023\u643a\u306a\u3069\u304c\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/details>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 96%,rgb(254,248,76) 100%)\">Trainium<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">AWS\u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u7279\u5316\u3057\u305f\u3001\u9ad8\u6027\u80fd\u304b\u3064<strong>\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387\u304c\u9ad8\u3044<\/strong>\u6a5f\u68b0\u5b66\u7fd2\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5c02\u7528\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u4e00\u822c\u7684\u306aGPU\u3088\u308a\u3082\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u9ad8\u304f\u3001\u6d88\u8cbb\u96fb\u529b\u3092\u6291\u3048\u306a\u304c\u3089\u9ad8\u901f\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u73fe\u3002<br>\u30fbTensorFlow\u3084PyTorch\u306a\u3069\u306e\u4e3b\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5bfe\u5fdc\u3002<\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>EC2 Trn1\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/strong><\/summary>\n<p class=\"wp-block-paragraph\">AWS Trainium\u30c1\u30c3\u30d7\u3092\u642d\u8f09\u3057\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306a\u3069\u306e\u9ad8\u6027\u80fd\u306a\u6df1\u5c64\u5b66\u7fd2\uff08DL\uff09\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002\u4ed6\u306eEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u3001<strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u3092\u6700\u592750%\u524a\u6e1b<\/strong>\u3067\u304d\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u3002<strong>Trn\u30b7\u30ea\u30fc\u30ba<\/strong>\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387\u304c\u300c\u975e\u5e38\u306b\u9ad8\u3044\u300d\u3068\u8a55\u4fa1\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading has-background has-medium-font-size\" style=\"background:linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 95%,rgb(254,248,76) 100%)\">Mechanical Turk\uff08MTurk\uff09<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u9593\u306e\u5224\u65ad\u304c\u5fc5\u8981\u306a\u5c0f\u3055\u306a\u4ed5\u4e8b\uff08\u30bf\u30b9\u30af\uff09\u3092\u3001\u4e16\u754c\u4e2d\u306e\u4eba\u306b\u4f9d\u983c\u3057\u3066\u3053\u306a\u3057\u3066\u3082\u3089\u3046\u4ed5\u7d44\u307f\u300218\u4e16\u7d00\u306e\u300c\u30e1\u30ab\u30cb\u30ab\u30eb\u30fb\u30bf\u30fc\u30af\uff08\u81ea\u52d5\u30c1\u30a7\u30b9\u30de\u30b7\u30f3\uff09\u300d\u306b\u3061\u306a\u3093\u3067\u3001\u300c\u6a5f\u68b0\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u5b9f\u306f\u4eba\u9593\u304c\u3084\u3063\u3066\u3044\u308b\u300d\u3053\u3068\u3092\u8868\u73fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table has-x-small-font-size\"><table><tbody><tr><td><strong>\u4f9d\u983c\u8005\uff08\u30ea\u30af\u30a8\u30b9\u30bf\u30fc\uff09<\/strong><\/td><td>\u4f01\u696d\u3084\u7814\u7a76\u8005\u306a\u3069\u3002\u30bf\u30b9\u30af\u3092\u6295\u7a3f\u3057\u3066\u5831\u916c\u3092\u8a2d\u5b9a\u3002<\/td><\/tr><tr><td><strong>\u4f5c\u696d\u8005\uff08\u30ef\u30fc\u30ab\u30fc\uff09<\/strong><\/td><td>\u4e16\u754c\u4e2d\u306e\u500b\u4eba\u304c\u53c2\u52a0\u53ef\u80fd\u3002\u597d\u304d\u306a\u30bf\u30b9\u30af\u3092\u9078\u3093\u3067\u5831\u916c\u3092\u5f97\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u4f9d\u983c\u8005\u306f\u3001\u30a6\u30a7\u30d6UI\u3084API\u3092\u901a\u3058\u3066\u30bf\u30b9\u30af\u3092\u63d0\u51fa\u3057\u3001\u4eba\u9593\u306e\u4f5c\u696d\u8005\u304c\u305d\u308c\u3092\u5b8c\u4e86\u30fb\u63d0\u51fa\u3059\u308b\u3002<br>\u30fb\u4f5c\u696d\u8005\u306f\u30bf\u30b9\u30af\u3092\u9078\u3093\u3067\u5b9f\u65bd\u3057\u3001\u5b8c\u4e86\u5f8c\u306b\u5831\u916c\u3092\u53d7\u3051\u53d6\u308b\u3002<br>\u30fbAPI\u3092\u7528\u3044\u305f\u3084\u308a\u53d6\u308a\u306f\u3001\u30ea\u30e2\u30fc\u30c8\u30d7\u30ed\u30b7\u30fc\u30b8\u30e3\u30b3\u30fc\u30eb\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3067\u884c\u308f\u308c\u308b\u3002<br>\u30fb\u5b9f\u8cea\u7684\u306b\u306f\u300c\u4eba\u529b\u306b\u3088\u308b\u4eba\u5de5\u77e5\u80fd\u300d\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u3001\u67d4\u8edf\u3067\u591a\u69d8\u306a\u30bf\u30b9\u30af\u51e6\u7406\u304c\u53ef\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>[\u30bf\u30b9\u30af\u306e\u4f8b]<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30fb\u753b\u50cf\u306b\u5199\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u5206\u985e\u3059\u308b<br>\u30fb\u97f3\u58f0\u3092\u805e\u3044\u3066\u6587\u5b57\u8d77\u3053\u3057\u3059\u308b<br>\u30fb\u30a2\u30f3\u30b1\u30fc\u30c8\u306b\u7b54\u3048\u308b<br>\u30fbAI\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u306b\u30bf\u30b0\u3092\u3064\u3051\u308b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[<a href=\"https:\/\/aws.amazon.com\/jp\/mturk\/faqs\/\" data-type=\"link\" data-id=\"https:\/\/aws.amazon.com\/jp\/mturk\/faqs\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u516c\u5f0f\u30b5\u30a4\u30c8\u5f15\u7528<\/a>]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u57fa\u790e\u77e5\u8b58 \u25cfRAG\uff08Retrieval-Augmented Generation\uff1a\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09 \u5916\u90e8\u306e\u77e5\u8b58\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u81ea\u7136\u8a00\u8a9e\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3002\uff08\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u306f\u8abf\u3079\u3066\u304b\u3089\u56de\u7b54\u3059\u308bAI\uff09\u2460 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":10392,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[107],"tags":[5],"class_list":["post-5522","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aws","tag-aws"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/posts\/5522","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/matomemopad.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5522"}],"version-history":[{"count":691,"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/posts\/5522\/revisions"}],"predecessor-version":[{"id":11037,"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/posts\/5522\/revisions\/11037"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/matomemopad.com\/index.php?rest_route=\/wp\/v2\/media\/10392"}],"wp:attachment":[{"href":"https:\/\/matomemopad.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5522"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/matomemopad.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5522"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/matomemopad.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}