{"id":24529,"date":"2025-11-21T00:03:49","date_gmt":"2025-11-21T00:03:49","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=24529"},"modified":"2025-11-21T00:03:49","modified_gmt":"2025-11-21T00:03:49","slug":"aws-certified-ai-practitioneraif-c01-%e5%82%99%e5%bf%98%e9%8c%b2","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/24529\/","title":{"rendered":"AWS Certified AI Practitioner(AIF-C01) \u5099\u5fd8\u9332"},"content":{"rendered":"\n<\/p>\n<div>\n<p data-line=\"1\" class=\"code-line\">2025\u5e7411\u670817\u65e5\u306bAWS Certified AI Practitioner(AIF-C01)\u306b\u5408\u683c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"3\" class=\"code-line\">\u4ed6\u306e\u8cc7\u683c\u5b66\u7fd2\u3067\u5229\u7528\u3057\u3066\u3044\u305fCloudLicense\u304c1\u9031\u9593\u307b\u3069\u3042\u307e\u3063\u3066\u304a\u308a\u3001\u3053\u306e\u4f59\u3063\u305f\u671f\u9593\u3092\u7121\u99c4\u306b\u3057\u305f\u304f\u306a\u3044\u306a\u3041\u3001\u3001\u3001\u3068\u3002<br \/>\u305d\u3053\u3067\u3001AIF-C01\u3092\u767a\u898b\u3002\u53d7\u9a13\u8cbb\u7528\u3082\u9ad8\u304f\u306a\u3044\u306e\u3067\u6700\u60aa\u843d\u3061\u3066\u3082\u3044\u3044\u304b\u306a\u3068\u601d\u3044\u30011\u9031\u9593\u304c\u3093\u3070\u3063\u3066\u8a66\u9a13\u5bfe\u7b56\u3092\u3057\u305f\u3068\u3053\u308d\u3001\u5408\u683c\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002(\u3088\u304b\u3063\u305f\u3001\u3088\u304b\u3063\u305f\u3001\u3001\u3001\u7b11)<\/p>\n<p data-line=\"6\" class=\"code-line\">\u305f\u3060\u3001\u3042\u307e\u308a\u306b\u3082\u5408\u683c\u306b\u7279\u5316\u3057\u305f\u52c9\u5f37\u6cd5(CloudLicense\u3092\u3072\u305f\u3059\u3089\u3084\u308b)\u3092\u3057\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u3001<br \/>\u5b66\u7fd2\u5185\u5bb9\u304c\u8eab\u306b\u3064\u3044\u305f\uff1f\u3068\u8a00\u308f\u308c\u308b\u3068\u56de\u7b54\u306b\u56f0\u3063\u3066\u3057\u307e\u3046\u3088\u3046\u306a\u72b6\u6cc1\u3067\u3057\u305f\u3001\u3001\u3001\u7b11<br \/>\u4eca\u56de\u306e\u52c9\u5f37\u3067\u306f\u3001\u308f\u304b\u3089\u306a\u304b\u3063\u305f\u5358\u8a9e\u3092AI(Gemini)\u3092\u4f7f\u3063\u3066\u5185\u5bb9\u3092\u7406\u89e3\u3057\u305f\u306e\u3067\u3001\u305d\u3053\u306e\u5185\u5bb9\u3092\u5099\u5fd8\u9332\u3068\u3057\u3066\u3053\u3061\u3089\u306b\u6b8b\u3057\u3066\u304a\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"10\" class=\"code-line\">AIF-C01\u306e\u52c9\u5f37\u3092\u76ee\u6307\u3059\u4eba\u306e\u53c2\u8003\u3084\u52c9\u5f37\u306e\u30cd\u30bf\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<aside class=\"msg message\"><span class=\"msg-symbol\">!<\/span><\/p>\n<div class=\"msg-content\">\n<p data-line=\"13\" class=\"code-line\">\u672c\u8a18\u4e8b\u306f\u3001AIF-C01\u306e\u52c9\u5f37\u4e2d\u306bAI\u3092\u4f7f\u3063\u3066\u8abf\u3079\u305f\u5358\u8a9e\u3092\u307e\u3068\u3081\u305f\u5185\u5bb9\u3067\u3059\u3002<br \/>\u53d6\u308a\u4e0a\u3052\u305f\u9805\u76ee\u306f\u8457\u8005\u306e\u72ec\u65ad\u3068\u504f\u898b\u3067\u307e\u3068\u3081\u305f\u5185\u5bb9\u3067\u3042\u308a\u3001AI\u306e\u51fa\u529b\u306f120%\u6b63\u78ba\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\u4e0a\u8a18\u3054\u7559\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/aside>\n<h2 id=\"1.-%E3%83%A2%E3%83%87%E3%83%AB%E8%A9%95%E4%BE%A1%E3%81%AE%E5%9F%BA%E6%9C%AC%E6%8C%87%E6%A8%99\" data-line=\"21\" class=\"code-line\">\n 1. \u30e2\u30c7\u30eb\u8a55\u4fa1\u306e\u57fa\u672c\u6307\u6a19<\/h2>\n<p data-line=\"23\" class=\"code-line\">\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u6e2c\u5b9a\u3059\u308b\u4e0a\u3067\u4e0d\u53ef\u6b20\u306a\u3001\u5206\u985e\u30fb\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\u3067\u3059\u3002<\/p>\n<h3 id=\"1-1.-%F0%9F%93%8A-%E5%88%86%E9%A1%9E%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E8%A9%95%E4%BE%A1%E6%8C%87%E6%A8%99%E3%81%AE%E8%A8%88%E7%AE%97%E5%9F%BA%E7%9B%A4%EF%BC%9A%E6%B7%B7%E5%90%8C%E8%A1%8C%E5%88%97-(confusion-matrix)\" data-line=\"25\" class=\"code-line\">\n 1-1. \ud83d\udcca \u5206\u985e\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\u306e\u8a08\u7b97\u57fa\u76e4\uff1a\u6df7\u540c\u884c\u5217 (Confusion Matrix)<\/h3>\n<div class=\"s_table\"><table data-line=\"27\" class=\"code-line\">\n<thead data-line=\"27\" class=\"code-line\">\n<tr data-line=\"27\" class=\"code-line\">\n<th style=\"text-align:left\"\/>\n<th style=\"text-align:left\"><strong>\u4e88\u6e2c\uff1a\u967d\u6027 (Positive)<\/strong><\/th>\n<th style=\"text-align:left\"><strong>\u4e88\u6e2c\uff1a\u9670\u6027 (Negative)<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"29\" class=\"code-line\">\n<tr data-line=\"29\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u5b9f\u969b\uff1a\u967d\u6027 (Positive)<\/strong><\/td>\n<td style=\"text-align:left\">\u771f\u967d\u6027 (TP)<\/td>\n<td style=\"text-align:left\">\u507d\u9670\u6027 (FN)<\/td>\n<\/tr>\n<tr data-line=\"30\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u5b9f\u969b\uff1a\u9670\u6027 (Negative)<\/strong><\/td>\n<td style=\"text-align:left\">\u507d\u967d\u6027 (FP)<\/td>\n<td style=\"text-align:left\">\u771f\u9670\u6027 (TN)<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p data-line=\"32\" class=\"code-line\"><strong>TP (\u771f\u967d\u6027):<\/strong> \u6b63\u89e3<br \/><strong>FN (\u507d\u9670\u6027):<\/strong> \u898b\u9003\u3057\uff08\u5b9f\u969b\u967d\u6027\u3092\u9670\u6027\u3068\u4e88\u6e2c\uff09<br \/><strong>FP (\u507d\u967d\u6027):<\/strong> \u8aa4\u5831\uff08\u5b9f\u969b\u9670\u6027\u3092\u967d\u6027\u3068\u4e88\u6e2c\uff09<\/p>\n<h3 id=\"1-2.-%F0%9F%8E%AF-%E5%90%84%E6%8C%87%E6%A8%99%E3%81%8C%E9%87%8D%E8%A6%81%E3%81%AA%E3%82%BF%E3%82%B9%E3%82%AF%E4%BE%8B\" data-line=\"36\" class=\"code-line\">\n 1-2. \ud83c\udfaf \u5404\u6307\u6a19\u304c\u91cd\u8981\u306a\u30bf\u30b9\u30af\u4f8b<\/h3>\n<div class=\"s_table\"><table data-line=\"38\" class=\"code-line\">\n<thead data-line=\"38\" class=\"code-line\">\n<tr data-line=\"38\" class=\"code-line\">\n<th style=\"text-align:left\">\u6307\u6a19<\/th>\n<th style=\"text-align:left\">\u610f\u5473<\/th>\n<th style=\"text-align:left\">\u91cd\u8981\u306a\u30bf\u30b9\u30af\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"40\" class=\"code-line\">\n<tr data-line=\"40\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u6b63\u89e3\u7387 (Accuracy)<\/strong><\/td>\n<td style=\"text-align:left\">\u5168\u3066\u306e\u4e88\u6e2c\u306e\u3046\u3061\u6b63\u3057\u304b\u3063\u305f\u5272\u5408\u3002<\/td>\n<td style=\"text-align:left\">\u4e88\u6e2c\u30df\u30b9\u306e\u30b3\u30b9\u30c8\u304c\u307b\u307c\u7b49\u3057\u3044\u3001\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u4e00\u822c\u7684\u306a\u5206\u985e\u3002<\/td>\n<\/tr>\n<tr data-line=\"41\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u9069\u5408\u7387 (Precision)<\/strong><\/td>\n<td style=\"text-align:left\">\u967d\u6027\u3068\u4e88\u6e2c\u3057\u305f\u3082\u306e\u306e\u3046\u3061\u3001\u672c\u5f53\u306b\u967d\u6027\u3060\u3063\u305f\u5272\u5408\u3002<\/td>\n<td style=\"text-align:left\">\u507d\u967d\u6027\uff08\u8aa4\u5831\uff09\u306e\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u30bf\u30b9\u30af\uff08\u4f8b\uff1a\u91cd\u5927\u306a\u75c5\u6c17\u306e\u8a3a\u65ad\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\uff09\u3002<\/td>\n<\/tr>\n<tr data-line=\"42\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u518d\u73fe\u7387 (Recall)<\/strong><\/td>\n<td style=\"text-align:left\">\u5b9f\u969b\u306b\u967d\u6027\u3060\u3063\u305f\u3082\u306e\u306e\u3046\u3061\u3001\u967d\u6027\u3068\u4e88\u6e2c\u3067\u304d\u305f\u5272\u5408\u3002<\/td>\n<td style=\"text-align:left\">\u507d\u9670\u6027\uff08\u898b\u9003\u3057\uff09\u306e\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u30bf\u30b9\u30af\uff08\u4f8b\uff1a\u898b\u9003\u3057\u304c\u5371\u967a\u306a\u75c5\u6c17\u306e\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u4e0d\u6b63\u884c\u70ba\u306e\u691c\u51fa\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"1-3.-%E2%9C%A8-%E5%9B%9E%E5%B8%B0%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E8%A9%95%E4%BE%A1%E6%8C%87%E6%A8%99%EF%BC%9Ar2-%E3%82%B9%E3%82%B3%E3%82%A2-(%E6%B1%BA%E5%AE%9A%E4%BF%82%E6%95%B0)\" data-line=\"44\" class=\"code-line\">\n 1-3. \u2728 \u56de\u5e30\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\uff1aR2 \u30b9\u30b3\u30a2 (\u6c7a\u5b9a\u4fc2\u6570)<\/h3>\n<ul data-line=\"46\" class=\"code-line\">\n<li data-line=\"46\" class=\"code-line\">\n<strong>\u6982\u8981:<\/strong> \u4e3b\u306b<strong>\u56de\u5e30\u5206\u6790<\/strong>\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u6307\u6a19\u3002\u30e2\u30c7\u30eb\u304c\u3069\u308c\u3060\u3051\u76ee\u7684\u5909\u6570\uff08\u30bf\u30fc\u30b2\u30c3\u30c8\uff09\u306e\u5206\u6563\u3092\u8aac\u660e\u3067\u304d\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u3002<\/li>\n<li data-line=\"47\" class=\"code-line\">\n<strong>\u89e3\u91c8:<\/strong> <embed-katex><eq class=\"zenn-katex\">0<\/eq><\/embed-katex> \u304b\u3089 <embed-katex><eq class=\"zenn-katex\">1<\/eq><\/embed-katex> \u306e\u9593\u3092\u3068\u308a\u3001<strong>1<\/strong>\u306b\u8fd1\u3044\u307b\u3069\u30e2\u30c7\u30eb\u306e\u5f53\u3066\u306f\u307e\u308a\u304c\u826f\u3044\u3002<\/li>\n<\/ul>\n<h2 id=\"2.-%E3%83%87%E3%83%BC%E3%82%BF%E3%81%A8%E5%AD%A6%E7%BF%92%E3%81%AE%E6%A7%8B%E9%80%A0%E3%83%BB%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0\" data-line=\"49\" class=\"code-line\">\n 2. \u30c7\u30fc\u30bf\u3068\u5b66\u7fd2\u306e\u69cb\u9020\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h2>\n<h3 id=\"2-1.-%F0%9F%93%89-%E3%83%87%E3%83%BC%E3%82%BF%E9%96%93%E3%81%AE%E9%96%A2%E4%BF%82%E6%80%A7%EF%BC%9A%E7%9B%B8%E9%96%A2%E8%A1%8C%E5%88%97-(correlation-matrix)\" data-line=\"51\" class=\"code-line\">\n 2-1. \ud83d\udcc9 \u30c7\u30fc\u30bf\u9593\u306e\u95a2\u4fc2\u6027\uff1a\u76f8\u95a2\u884c\u5217 (Correlation Matrix)<\/h3>\n<ul data-line=\"53\" class=\"code-line\">\n<li data-line=\"53\" class=\"code-line\">\n<strong>\u6982\u8981:<\/strong> \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u8907\u6570\u306e\u7279\u5fb4\u91cf\uff08\u5909\u6570\uff09\u9593\u306e<strong>\u7dda\u5f62\u306a\u95a2\u4fc2\u306e\u5f37\u3055<\/strong>\u3092\u4e00\u89a7\u3067\u793a\u3059\u884c\u5217\u3002<\/li>\n<li data-line=\"54\" class=\"code-line\">\n<strong>\u8981\u7d20\u306e\u5024:<\/strong> <embed-katex><eq class=\"zenn-katex\">-1<\/eq><\/embed-katex> \u304b\u3089 <embed-katex><eq class=\"zenn-katex\">1<\/eq><\/embed-katex> \u306e\u9593\u3002<embed-katex><eq class=\"zenn-katex\">1<\/eq><\/embed-katex> \u306b\u8fd1\u3044\u307b\u3069\u6b63\u306e\u76f8\u95a2\u304c\u5f37\u304f\u3001<embed-katex><eq class=\"zenn-katex\">-1<\/eq><\/embed-katex> \u306b\u8fd1\u3044\u307b\u3069\u8ca0\u306e\u76f8\u95a2\u304c\u5f37\u3044\u3002<\/li>\n<\/ul>\n<h3 id=\"2-2.-%F0%9F%94%84-%E5%AD%A6%E7%BF%92%E3%81%AE%E5%8D%98%E4%BD%8D%EF%BC%9A%E3%82%A8%E3%83%9D%E3%83%83%E3%82%AF-(epoch)\" data-line=\"56\" class=\"code-line\">\n 2-2. \ud83d\udd04 \u5b66\u7fd2\u306e\u5358\u4f4d\uff1a\u30a8\u30dd\u30c3\u30af (Epoch)<\/h3>\n<ul data-line=\"58\" class=\"code-line\">\n<li data-line=\"58\" class=\"code-line\">\n<strong>\u6982\u8981:<\/strong> \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u5358\u4f4d\u3067\u3001<strong>\u5b66\u7fd2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u3092\u3001\u30e2\u30c7\u30eb\u306b1\u56de\u3060\u3051\u898b\u305b\u3066\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068<\/strong>\u3002<\/li>\n<li data-line=\"59\" class=\"code-line\">\n<strong>\u95a2\u9023:<\/strong> 1\u30a8\u30dd\u30c3\u30af\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092<strong>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba<\/strong>\u3067\u5206\u5272\u3057\u3001\u305d\u306e\u6570\u3060\u3051<strong>\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\uff08\u30b9\u30c6\u30c3\u30d7\uff09\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u5b8c\u4e86\u3059\u308b\u3002<\/li>\n<\/ul>\n<h3 id=\"2-3.-%F0%9F%A5%87-%E5%88%86%E9%A1%9E-vs.-%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0%EF%BC%9Ak-%E8%BF%91%E5%82%8D%E6%B3%95-(knn)-%E3%81%A8-k-means\" data-line=\"61\" class=\"code-line\">\n 2-3. \ud83e\udd47 \u5206\u985e vs. \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff1aK-\u8fd1\u508d\u6cd5 (KNN) \u3068 K-means<\/h3>\n<div class=\"s_table\"><table data-line=\"63\" class=\"code-line\">\n<thead data-line=\"63\" class=\"code-line\">\n<tr data-line=\"63\" class=\"code-line\">\n<th style=\"text-align:left\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/th>\n<th style=\"text-align:left\">K-\u8fd1\u508d\u6cd5 (KNN)<\/th>\n<th style=\"text-align:left\">K-means (K-\u5e73\u5747\u6cd5)<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"65\" class=\"code-line\">\n<tr data-line=\"65\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u5b66\u7fd2\u30bf\u30a4\u30d7<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong><\/td>\n<\/tr>\n<tr data-line=\"66\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u4e3b\u306a\u76ee\u7684<\/strong><\/td>\n<td style=\"text-align:left\">\n<strong>\u5206\u985e\u30fb\u56de\u5e30<\/strong>\uff08\u4e88\u6e2c\uff09<\/td>\n<td style=\"text-align:left\">\n<strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong>\uff08\u30b0\u30eb\u30fc\u30d7\u5206\u3051\uff09<\/td>\n<\/tr>\n<tr data-line=\"67\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>K \u306e\u610f\u5473<\/strong><\/td>\n<td style=\"text-align:left\">\u4e88\u6e2c\u306b\u4f7f\u3046<strong>\u8fd1\u96a3\u306e\u30c7\u30fc\u30bf\u70b9\u306e\u6570<\/strong>\n<\/td>\n<td style=\"text-align:left\">\u5206\u5272\u3057\u305f\u3044<strong>\u30b0\u30eb\u30fc\u30d7\u306e\u6570<\/strong>\n<\/td>\n<\/tr>\n<tr data-line=\"68\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong><\/td>\n<td style=\"text-align:left\">\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c<strong>\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5c5e\u3059\u308b\u304b<\/strong>\u3092\u4e88\u6e2c\u3059\u308b\uff08\u4f8b\uff1a\u82b1\u3073\u3089\u306e\u30b5\u30a4\u30ba\u304b\u3089\u82b1\u306e\u7a2e\u985e\u3092\u4e88\u6e2c\uff09\u3002<\/td>\n<td style=\"text-align:left\">\u30c7\u30fc\u30bf\u5168\u4f53\u3092<strong>\u81ea\u52d5\u3067K\u500b\u306e\u30b0\u30eb\u30fc\u30d7<\/strong>\u306b\u5206\u3051\u308b\uff08\u4f8b\uff1a\u5e02\u5834\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"2-4.-%F0%9F%93%88-%E7%A2%BA%E7%8E%87%E3%82%92%E4%BA%88%E6%B8%AC%E3%81%99%E3%82%8B%E5%88%86%E9%A1%9E%E5%99%A8%EF%BC%9A%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0%E3%83%A2%E3%83%87%E3%83%AB\" data-line=\"70\" class=\"code-line\">\n 2-4. \ud83d\udcc8 \u78ba\u7387\u3092\u4e88\u6e2c\u3059\u308b\u5206\u985e\u5668\uff1a\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb<\/h3>\n<ul data-line=\"72\" class=\"code-line\">\n<li data-line=\"72\" class=\"code-line\">\n<strong>\u6982\u8981:<\/strong> \u5206\u985e\u554f\u984c\u306b\u7528\u3044\u3089\u308c\u308b<strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002\u7dda\u5f62\u56de\u5e30\u306e\u7d50\u679c\u3092<strong>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570<\/strong>\u306b\u901a\u3059\u3053\u3068\u3067\u3001\u51fa\u529b\u304c <embed-katex><eq class=\"zenn-katex\">0<\/eq><\/embed-katex> \u304b\u3089 <embed-katex><eq class=\"zenn-katex\">1<\/eq><\/embed-katex> \u306e\u9593\u306e<strong>\u78ba\u7387<\/strong>\u306b\u5909\u63db\u3055\u308c\u308b\u3002<\/li>\n<li data-line=\"73\" class=\"code-line\">\n<strong>\u7279\u5fb4:<\/strong> \u89e3\u91c8\u6027\u304c\u9ad8\u304f\u3001\u9ad8\u901f\u3002\u6700\u7d42\u7684\u306a\u78ba\u7387\u304c\u3057\u304d\u3044\u5024\uff08\u901a\u5e380.5\uff09\u3092\u8d85\u3048\u305f\u3089\u967d\u6027\u3068\u5206\u985e\u3059\u308b\u3002<\/li>\n<\/ul>\n<h2 id=\"3.-%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E3%83%87%E3%83%97%E3%83%AD%E3%82%A4%E3%81%A8%E8%A7%A3%E9%87%88%E6%80%A7\" data-line=\"75\" class=\"code-line\">\n 3. \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u89e3\u91c8\u6027<\/h2>\n<h3 id=\"3-1.-%F0%9F%93%A6-%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E6%8E%A8%E8%AB%96%E5%AE%9F%E8%A1%8C%E6%96%B9%E5%BC%8F\" data-line=\"77\" class=\"code-line\">\n 3-1. \ud83d\udce6 \u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u5b9f\u884c\u65b9\u5f0f<\/h3>\n<div class=\"s_table\"><table data-line=\"79\" class=\"code-line\">\n<thead data-line=\"79\" class=\"code-line\">\n<tr data-line=\"79\" class=\"code-line\">\n<th style=\"text-align:left\">\u65b9\u5f0f<\/th>\n<th style=\"text-align:left\">\u5fdc\u7b54\u901f\u5ea6\u306e\u8981\u6c42<\/th>\n<th style=\"text-align:left\">\u30c7\u30fc\u30bf\u306e\u91cf<\/th>\n<th style=\"text-align:left\">\u4e3b\u306a\u76ee\u7684<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"81\" class=\"code-line\">\n<tr data-line=\"81\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u975e\u5e38\u306b\u901f\u3044\uff08\u4f4e\u9045\u5ef6\uff09<\/strong><\/td>\n<td style=\"text-align:left\">\u5c11\u91cf\uff081\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\uff09<\/td>\n<td style=\"text-align:left\">\u5373\u5ea7\u306e\u610f\u601d\u6c7a\u5b9a\uff08\u4f8b\uff1a\u4e0d\u6b63\u691c\u77e5\uff09<\/td>\n<\/tr>\n<tr data-line=\"82\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30d0\u30c3\u30c1\u5909\u63db<\/strong><\/td>\n<td style=\"text-align:left\">\u9045\u5ef6\u306f\u8a31\u5bb9\u3055\u308c\u308b<\/td>\n<td style=\"text-align:left\"><strong>\u5927\u91cf<\/strong><\/td>\n<td style=\"text-align:left\">\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u30b3\u30b9\u30c8\u52b9\u7387\uff08\u4f8b\uff1a\u6708\u6b21\u306e\u5728\u5eab\u4e88\u6e2c\uff09<\/td>\n<\/tr>\n<tr data-line=\"83\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u975e\u540c\u671f\u63a8\u8ad6<\/strong><\/td>\n<td style=\"text-align:left\">\u4e2d\u7a0b\u5ea6\uff08\u6570\u5206\u301c\u6570\u6642\u9593\uff09<\/td>\n<td style=\"text-align:left\">\u91cd\u3044\u30bf\u30b9\u30af<\/td>\n<td style=\"text-align:left\">\u9577\u6642\u9593\u51e6\u7406\u306e\u5b9f\u884c\u3068\u7d50\u679c\u306e\u78ba\u5b9f\u306a\u53d6\u5f97\uff08\u4f8b\uff1a\u5927\u898f\u6a21\u306a\u52d5\u753b\u5206\u6790\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"3-2.-%F0%9F%93%89-%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E8%A7%A3%E9%87%88%E6%80%A7%EF%BC%9A%E9%83%A8%E5%88%86%E4%BE%9D%E5%AD%98%E3%83%97%E3%83%AD%E3%83%83%E3%83%88-(pdp)\" data-line=\"85\" class=\"code-line\">\n 3-2. \ud83d\udcc9 \u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u6027\uff1a\u90e8\u5206\u4f9d\u5b58\u30d7\u30ed\u30c3\u30c8 (PDP)<\/h3>\n<ul data-line=\"87\" class=\"code-line\">\n<li data-line=\"87\" class=\"code-line\">\n<strong>\u6982\u8981:<\/strong> \u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u6027\u3092\u9ad8\u3081\u308b\u53ef\u8996\u5316\u624b\u6cd5\u3002<strong>\u7279\u5b9a\u306e\u7279\u5fb4\u91cf\u306e\u5024\u304c\u5909\u5316\u3057\u305f\u3068\u304d\u3001\u4e88\u6e2c\u7d50\u679c\u304c\u5e73\u5747\u7684\u306b\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u304b<\/strong>\u3092\u30b0\u30e9\u30d5\u3067\u793a\u3059\u3002<\/li>\n<li data-line=\"88\" class=\"code-line\">\n<strong>\u4ed5\u7d44\u307f:<\/strong> \u6ce8\u76ee\u3059\u308b\u7279\u5fb4\u91cf\u4ee5\u5916\u306e\u5168\u3066\u306e\u7279\u5fb4\u91cf\u306e\u5f71\u97ff\u3092<strong>\u5e73\u5747\u5316<\/strong>\u3059\u308b\u3053\u3068\u3067\u3001\u6ce8\u76ee\u7279\u5fb4\u91cf\u5358\u4f53\u306e\u5f71\u97ff\u3092\u6d6e\u304d\u5f6b\u308a\u306b\u3059\u308b\u3002<\/li>\n<\/ul>\n<h3 id=\"3-3.-%F0%9F%A7%91%E2%80%8D%F0%9F%92%BB-%E4%BA%BA%E9%96%93%E3%81%AE%E4%BB%8B%E5%85%A5%EF%BC%9A%E3%83%92%E3%83%A5%E3%83%BC%E3%83%9E%E3%83%B3%E3%83%BB%E3%82%A4%E3%83%B3%E3%83%BB%E3%82%B6%E3%83%BB%E3%83%AB%E3%83%BC%E3%83%97-(hitl)\" data-line=\"90\" class=\"code-line\">\n 3-3. \ud83e\uddd1\u200d\ud83d\udcbb \u4eba\u9593\u306e\u4ecb\u5165\uff1a\u30d2\u30e5\u30fc\u30de\u30f3\u30fb\u30a4\u30f3\u30fb\u30b6\u30fb\u30eb\u30fc\u30d7 (HITL)<\/h3>\n<ul data-line=\"92\" class=\"code-line\">\n<li data-line=\"92\" class=\"code-line\">\n<strong>\u6982\u8981:<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u30b5\u30a4\u30af\u30eb\u306b\u3001<strong>\u4eba\u9593\u304c\u7d99\u7d9a\u7684\u306b\u95a2\u4e0e\u3059\u308b<\/strong>\u30a2\u30d7\u30ed\u30fc\u30c1\u3002<\/li>\n<li data-line=\"93\" class=\"code-line\">\n<strong>\u76ee\u7684:<\/strong> AI\u304c\u5224\u65ad\u3067\u304d\u306a\u3044\u4f4e\u4fe1\u983c\u5ea6\u306e\u4e88\u6e2c\u3084\u3001\u4e88\u6e2c\u30df\u30b9\u3092\u4eba\u9593\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u305d\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u518d\u5b66\u7fd2\u306b\u4f7f\u3046\u3053\u3068\u3067\u3001<strong>\u30b7\u30b9\u30c6\u30e0\u306e\u7cbe\u5ea6\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b<\/strong>\u3002<\/li>\n<\/ul>\n<h2 id=\"4.-%E3%83%86%E3%82%AD%E3%82%B9%E3%83%88%E7%94%9F%E6%88%90%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E8%A9%95%E4%BE%A1%E3%81%A8%E5%88%B6%E5%BE%A1\" data-line=\"95\" class=\"code-line\">\n 4. \u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3068\u5236\u5fa1<\/h2>\n<h3 id=\"4-1.-%F0%9F%94%B4-%E8%A9%95%E4%BE%A1%E6%8C%87%E6%A8%99%EF%BC%9Arouge-%E3%81%A8-bleu-%E3%81%AE%E9%81%95%E3%81%84\" data-line=\"97\" class=\"code-line\">\n 4-1. \ud83d\udd34 \u8a55\u4fa1\u6307\u6a19\uff1aROUGE \u3068 BLEU \u306e\u9055\u3044<\/h3>\n<div class=\"s_table\"><table data-line=\"99\" class=\"code-line\">\n<thead data-line=\"99\" class=\"code-line\">\n<tr data-line=\"99\" class=\"code-line\">\n<th style=\"text-align:left\">\u6307\u6a19<\/th>\n<th style=\"text-align:left\">\u4e3b\u306a\u7528\u9014<\/th>\n<th style=\"text-align:left\">\u8a55\u4fa1\u306e\u7126\u70b9<\/th>\n<th style=\"text-align:left\">\u8a55\u4fa1\u306e\u89b3\u70b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"101\" class=\"code-line\">\n<tr data-line=\"101\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>ROUGE<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u8981\u7d04<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u518d\u73fe\u7387 (Recall)<\/strong><\/td>\n<td style=\"text-align:left\">\u53c2\u7167\u8981\u7d04\u306e<strong>\u91cd\u8981\u306a\u60c5\u5831<\/strong>\u3092\u3001\u751f\u6210\u8981\u7d04\u304c\u3069\u308c\u3060\u3051<strong>\u6f0f\u308c\u306a\u304f<\/strong>\u542b\u3093\u3067\u3044\u308b\u304b\uff08\u7db2\u7f85\u6027\uff09\u3002<\/td>\n<\/tr>\n<tr data-line=\"102\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>BLEU<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u6a5f\u68b0\u7ffb\u8a33<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u7cbe\u5ea6 (Precision)<\/strong><\/td>\n<td style=\"text-align:left\">\u751f\u6210\u7ffb\u8a33\u6587\u304c\u3001\u6b63\u89e3\u306e\u8a33\u6587\u306b\u3069\u308c\u3060\u3051<strong>\u6b63\u78ba\u306b<\/strong>\u542b\u307e\u308c\u3066\u3044\u308b\u304b\uff08\u6b63\u78ba\u6027\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"5.-aws%E9%96%A2%E9%80%A3%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9%E3%81%A8%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9\" data-line=\"104\" class=\"code-line\">\n 5. AWS\u95a2\u9023\u30b5\u30fc\u30d3\u30b9\u3068\u8a00\u8a9e\u51e6\u7406\u30b5\u30fc\u30d3\u30b9<\/h2>\n<h3 id=\"5-1.-%F0%9F%8E%99%EF%B8%8F-%E8%A8%80%E8%AA%9E%E5%87%A6%E7%90%86%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9\" data-line=\"106\" class=\"code-line\">\n 5-1. \ud83c\udf99\ufe0f \u8a00\u8a9e\u51e6\u7406\u30b5\u30fc\u30d3\u30b9<\/h3>\n<div class=\"s_table\"><table data-line=\"108\" class=\"code-line\">\n<thead data-line=\"108\" class=\"code-line\">\n<tr data-line=\"108\" class=\"code-line\">\n<th style=\"text-align:left\">\u30b5\u30fc\u30d3\u30b9\u540d<\/th>\n<th style=\"text-align:left\">\u6a5f\u80fd\u306e\u6838\u5fc3<\/th>\n<th style=\"text-align:left\">\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"110\" class=\"code-line\">\n<tr data-line=\"110\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Amazon Transcribe<\/strong><\/td>\n<td style=\"text-align:left\">\n<strong>\u97f3\u58f0<\/strong>\u3092<strong>\u66f8\u304d\u8d77\u3053\u3059<\/strong> (Transcription)<\/td>\n<td style=\"text-align:left\">\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308b\uff08\u6587\u5b57\u8d77\u3053\u3057\uff09\u3002<\/td>\n<\/tr>\n<tr data-line=\"111\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Amazon Translate<\/strong><\/td>\n<td style=\"text-align:left\">\n<strong>\u30c6\u30ad\u30b9\u30c8<\/strong>\u3092<strong>\u7ffb\u8a33<\/strong> (Translation)<\/td>\n<td style=\"text-align:left\">\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u3042\u308b\u8a00\u8a9e\u304b\u3089\u5225\u306e\u8a00\u8a9e\u3078\u7ffb\u8a33\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"112\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Amazon Textract<\/strong><\/td>\n<td style=\"text-align:left\">\n<strong>\u30c6\u30ad\u30b9\u30c8<\/strong>\u3092<strong>\u62bd\u51fa<\/strong> (Extract)<\/td>\n<td style=\"text-align:left\">\u753b\u50cf\/PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3084\u69cb\u9020\uff08\u30d5\u30a9\u30fc\u30e0\u3001\u30c6\u30fc\u30d6\u30eb\uff09\u3092\u62bd\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"5-2.-%F0%9F%93%9C-aws%E3%81%AE%E3%82%B3%E3%83%B3%E3%83%97%E3%83%A9%E3%82%A4%E3%82%A2%E3%83%B3%E3%82%B9%E3%81%A8%E3%82%AC%E3%83%90%E3%83%8A%E3%83%B3%E3%82%B9\" data-line=\"114\" class=\"code-line\">\n 5-2. \ud83d\udcdc AWS\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/h3>\n<div class=\"s_table\"><table data-line=\"116\" class=\"code-line\">\n<thead data-line=\"116\" class=\"code-line\">\n<tr data-line=\"116\" class=\"code-line\">\n<th style=\"text-align:left\">\u30b5\u30fc\u30d3\u30b9\u540d<\/th>\n<th style=\"text-align:left\">\u5bfe\u8c61<\/th>\n<th style=\"text-align:left\">\u63d0\u4f9b\u3059\u308b\u60c5\u5831<\/th>\n<th style=\"text-align:left\">\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"118\" class=\"code-line\">\n<tr data-line=\"118\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>AWS Artifact<\/strong><\/td>\n<td style=\"text-align:left\"><strong>AWS\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u5168\u4f53<\/strong><\/td>\n<td style=\"text-align:left\">AWS\u304c\u53d7\u3051\u305f<strong>\u516c\u5f0f\u306a\u76e3\u67fb\u30ec\u30dd\u30fc\u30c8<\/strong>\uff08SOC, ISO\u306a\u3069\uff09\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>AWS\u57fa\u76e4\u306e\u5b89\u5168\u6027<\/strong>\u3092\u5916\u90e8\u306b\u8a3c\u660e\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"119\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Amazon SageMaker Model Cards<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u500b\u5225\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb<\/strong><\/td>\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u306e\u76ee\u7684\u3001\u6027\u80fd\u3001\u516c\u5e73\u6027\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306a\u3069<strong>\u5305\u62ec\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/strong>\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30e2\u30c7\u30eb\u306e\u900f\u660e\u6027\u3001\u8aac\u660e\u8cac\u4efb\u3001\u76e3\u67fb\u8a3c\u8de1<\/strong>\u3092\u78ba\u4fdd\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"120\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>Amazon SageMaker Ground Truth Plus<\/strong><\/td>\n<td style=\"text-align:left\"><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong><\/td>\n<td style=\"text-align:left\">AWS\u304c\u4ee3\u884c\u3057\u3066\u4f5c\u6210\u30fb\u7d0d\u54c1\u3059\u308b<strong>\u9ad8\u54c1\u8cea\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u3002<\/td>\n<td style=\"text-align:left\">\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u306e<strong>\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u5316<\/strong>\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"6.-llm%E3%81%AE%E5%AE%89%E5%85%A8%E6%80%A7%E7%A2%BA%E4%BF%9D%EF%BC%9A%E3%82%AC%E3%83%BC%E3%83%89%E3%83%AC%E3%83%BC%E3%83%AB%E6%8A%80%E8%A1%93\" data-line=\"122\" class=\"code-line\">\n 6. LLM\u306e\u5b89\u5168\u6027\u78ba\u4fdd\uff1a\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u6280\u8853<\/h2>\n<div class=\"s_table\"><table data-line=\"124\" class=\"code-line\">\n<thead data-line=\"124\" class=\"code-line\">\n<tr data-line=\"124\" class=\"code-line\">\n<th style=\"text-align:left\">\u5b89\u5168\u6a5f\u69cb<\/th>\n<th style=\"text-align:left\">\u7279\u5fb4<\/th>\n<th style=\"text-align:left\">\u52d5\u4f5c\u539f\u7406<\/th>\n<th style=\"text-align:left\">\u6709\u52b9\u6027<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"126\" class=\"code-line\">\n<tr data-line=\"126\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u30d5\u30a3\u30eb\u30bf\u30fc<\/strong><\/td>\n<td style=\"text-align:left\">\n<strong>\u6587\u8108\u7684\u30fb\u610f\u5473\u7684\u5206\u6790<\/strong>\u306b\u57fa\u3065\u304d\u3001\u51fa\u529b\u5168\u4f53\u306e\u6709\u5bb3\u6027\u3092\u691c\u51fa\u30fb\u30d6\u30ed\u30c3\u30af\u3002<\/td>\n<td style=\"text-align:left\">\u8907\u96d1\u306aML\u30e2\u30c7\u30eb\u3067\u6709\u5bb3\u6027\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3057\u3001\u30dd\u30ea\u30b7\u30fc\u9055\u53cd\u306e\u610f\u56f3\u3092\u7279\u5b9a\u3059\u308b\u3002<\/td>\n<td style=\"text-align:left\">\u5a49\u66f2\u8868\u73fe\u3084\u96a0\u8a9e\u3092\u7528\u3044\u305f<strong>\u5de7\u5999\u306a\u6709\u5bb3\u8868\u73fe<\/strong>\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3002<\/td>\n<\/tr>\n<tr data-line=\"127\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30ef\u30fc\u30c9\u30d5\u30a3\u30eb\u30bf\u30fc<\/strong><\/td>\n<td style=\"text-align:left\">\n<strong>\u5358\u7d14\u306a\u6587\u5b57\u5217\u7167\u5408<\/strong>\u306b\u3088\u308a\u3001\u7981\u6b62\u5358\u8a9e\u3092\u691c\u51fa\u30fb\u30d6\u30ed\u30c3\u30af\u3002<\/td>\n<td style=\"text-align:left\">\u5b9a\u7fa9\u3055\u308c\u305f\u30d6\u30e9\u30c3\u30af\u30ea\u30b9\u30c8\u5185\u306e\u5358\u8a9e\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u9732\u9aa8\u306a\u4e0d\u9069\u5207\u8a9e<\/strong>\u306e\u51fa\u529b\u9632\u6b62\u306b\u306f\u6709\u52b9\u3060\u304c\u3001\u56de\u907f\u304c\u5bb9\u6613\u3002<\/td>\n<\/tr>\n<tr data-line=\"128\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30c1\u30a7\u30c3\u30af<\/strong><\/td>\n<td style=\"text-align:left\">\u56de\u7b54\u304c<strong>\u53c2\u7167\u3057\u305f\u5916\u90e8\u60c5\u5831\u6e90\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u304b<\/strong>\u3092\u691c\u8a3c\u3002<\/td>\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u306e<strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5618\uff09<strong>\u3092\u9632\u304e\u3001\u56de\u7b54\u306e<\/strong>\u4e8b\u5b9f\u6027<\/strong>\u3068<strong>\u4fe1\u983c\u6027<\/strong>\u3092\u9ad8\u3081\u308b\u3002<\/td>\n<td style=\"text-align:left\"\/>\n<\/tr>\n<tr data-line=\"129\" class=\"code-line\">\n<td style=\"text-align:left\"><strong>\u62d2\u5426\u30c8\u30d4\u30c3\u30af<\/strong><\/td>\n<td style=\"text-align:left\">\u7279\u5b9a\u306e\u5206\u91ce\u3084\u8a71\u984c\u306b\u3064\u3044\u3066\u3001\u30e2\u30c7\u30eb\u304c<strong>\u56de\u7b54\u305d\u306e\u3082\u306e\u3092\u62d2\u5426\u3059\u308b<\/strong>\u30dd\u30ea\u30b7\u30fc\u3002<\/td>\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u30c8\u30d4\u30c3\u30af\u3078\u306e\u56de\u7b54\u304b\u3089\u9060\u3056\u3051\u3001<strong>\u5c02\u9580\u5916\u306e\u30a2\u30c9\u30d0\u30a4\u30b9<\/strong>\u3084<strong>\u30c7\u30ea\u30b1\u30fc\u30c8\u306a\u767a\u8a00<\/strong>\u3092\u9632\u3050\u3002<\/td>\n<td style=\"text-align:left\"\/>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"7.-aws-%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%83%BBai-%E3%82%B5%E3%83%BC%E3%83%93%E3%82%B9%E7%BE%A4\" data-line=\"132\" class=\"code-line\">\n 7. AWS \u6a5f\u68b0\u5b66\u7fd2\u30fbAI \u30b5\u30fc\u30d3\u30b9\u7fa4<\/h2>\n<h3 id=\"7-1.-%F0%9F%92%A1-amazon-personalize\" data-line=\"134\" class=\"code-line\">\n 7-1. \ud83d\udca1 Amazon Personalize<\/h3>\n<div class=\"s_table\"><table data-line=\"136\" class=\"code-line\">\n<thead data-line=\"136\" class=\"code-line\">\n<tr data-line=\"136\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"138\" class=\"code-line\">\n<tr data-line=\"138\" class=\"code-line\">\n<td style=\"text-align:left\">Amazon.com \u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u3082\u306e\u3068\u540c\u3058\u6280\u8853\u3092\u57fa\u76e4\u3068\u3057\u305f\u3001<strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\uff08\u63a8\u5968\uff09\u30a8\u30f3\u30b8\u30f3<\/strong>\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u5546\u54c1\u63a8\u85a6:<\/strong> E\u30b3\u30de\u30fc\u30b9\u30b5\u30a4\u30c8\u3067\u300c\u3042\u306a\u305f\u3078\u306e\u304a\u3059\u3059\u3081\u300d\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"139\" class=\"code-line\">\n<td style=\"text-align:left\">\u30e6\u30fc\u30b6\u30fc\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u30c7\u30fc\u30bf\u3084\u30a2\u30a4\u30c6\u30e0\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u304b\u3089\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u5408\u308f\u305b\u305f\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u4f53\u9a13\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u63a8\u85a6:<\/strong> \u30cb\u30e5\u30fc\u30b9\u30b5\u30a4\u30c8\u3084\u52d5\u753b\u914d\u4fe1\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u6b21\u306b\u8996\u8074\u30fb\u95b2\u89a7\u3059\u3079\u304d\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63a8\u85a6\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-2.-%F0%9F%97%A3%EF%B8%8F-amazon-lex\" data-line=\"141\" class=\"code-line\">\n 7-2. \ud83d\udde3\ufe0f Amazon Lex<\/h3>\n<div class=\"s_table\"><table data-line=\"143\" class=\"code-line\">\n<thead data-line=\"143\" class=\"code-line\">\n<tr data-line=\"143\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"145\" class=\"code-line\">\n<tr data-line=\"145\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u97f3\u58f0\u3068\u30c6\u30ad\u30b9\u30c8<\/strong>\u306b\u3088\u308b\u4f1a\u8a71\u578b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u97f3\u58f0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff09\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u81ea\u52d5\u5fdc\u7b54\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8:<\/strong> \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u30a2\u30d7\u30ea\u3067\u3001\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u81ea\u52d5\u3067\u5fdc\u7b54\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"146\" class=\"code-line\">\n<td style=\"text-align:left\">Amazon Alexa \u3068\u540c\u3058\u30a8\u30f3\u30b8\u30f3\u304c\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3 (NLU) \u3068\u81ea\u52d5\u97f3\u58f0\u8a8d\u8b58 (ASR) \u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u97f3\u58f0 IVR (Interactive Voice Response):<\/strong> \u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u306e\u96fb\u8a71\u5fdc\u7b54\u3092\u81ea\u52d5\u5316\u3057\u3001\u97f3\u58f0\u3067\u9867\u5ba2\u3092\u9069\u5207\u306a\u62c5\u5f53\u8005\u3084\u60c5\u5831\u3078\u8a98\u5c0e\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-3.-%F0%9F%8E%99%EF%B8%8F-amazon-transcribe\" data-line=\"148\" class=\"code-line\">\n 7-3. \ud83c\udf99\ufe0f Amazon Transcribe<\/h3>\n<div class=\"s_table\"><table data-line=\"150\" class=\"code-line\">\n<thead data-line=\"150\" class=\"code-line\">\n<tr data-line=\"150\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"152\" class=\"code-line\">\n<tr data-line=\"152\" class=\"code-line\">\n<td style=\"text-align:left\">\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u3092\u81ea\u52d5\u3067\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\uff08\u6587\u5b57\u8d77\u3053\u3057\uff09\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u8907\u6570\u306e\u8a71\u8005\u306e\u8b58\u5225\u3084\u3001\u533b\u7642\u30fb\u6cd5\u5f8b\u306a\u3069\u5c02\u9580\u7528\u8a9e\u306e\u30ab\u30b9\u30bf\u30e0\u3082\u53ef\u80fd\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u4f1a\u8b70\u306e\u8b70\u4e8b\u9332\u4f5c\u6210:<\/strong> \u4f1a\u8b70\u306e\u9332\u97f3\u30d5\u30a1\u30a4\u30eb\u3092\u81ea\u52d5\u3067\u30c6\u30ad\u30b9\u30c8\u5316\u3057\u3001\u8a71\u8005\u3092\u8b58\u5225\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"153\" class=\"code-line\">\n<td style=\"text-align:left\"\/>\n<td style=\"text-align:left\">\n<strong>\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u5206\u6790:<\/strong> \u9867\u5ba2\u3068\u306e\u901a\u8a71\u5185\u5bb9\u3092\u30c6\u30ad\u30b9\u30c8\u5316\u3057\u3001\u611f\u60c5\u5206\u6790\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306b\u5229\u7528\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<div class=\"s_table\"><table data-line=\"157\" class=\"code-line\">\n<thead data-line=\"157\" class=\"code-line\">\n<tr data-line=\"157\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"159\" class=\"code-line\">\n<tr data-line=\"159\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u753b\u50cf\u3084PDF\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/strong>\u304b\u3089\u3001\u5358\u306a\u308b\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u624b\u66f8\u304d\u6587\u5b57\u3001\u30d5\u30a9\u30fc\u30e0\uff08\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\uff09\u3001\u30c6\u30fc\u30d6\u30eb\uff08\u8868\uff09\u306e\u69cb\u9020<\/strong>\u3092\u62bd\u51fa\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u306e\u81ea\u52d5\u51e6\u7406:<\/strong> \u91d1\u984d\u3001\u65e5\u4ed8\u3001\u30d9\u30f3\u30c0\u30fc\u540d\u306a\u3069\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3066\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u9023\u643a\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"160\" class=\"code-line\">\n<td style=\"text-align:left\"\/>\n<td style=\"text-align:left\">\n<strong>\u4fdd\u967a\u30fb\u7533\u8acb\u66f8\u985e\u306e\u30c7\u30fc\u30bf\u5165\u529b:<\/strong> \u30b9\u30ad\u30e3\u30f3\u3055\u308c\u305f\u8907\u96d1\u306a\u66f8\u985e\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u81ea\u52d5\u3067\u8aad\u307f\u53d6\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u5316\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-5.-%F0%9F%A7%A0-amazon-sagemaker-model-cards\" data-line=\"162\" class=\"code-line\">\n 7-5. \ud83e\udde0 Amazon SageMaker Model Cards<\/h3>\n<div class=\"s_table\"><table data-line=\"164\" class=\"code-line\">\n<thead data-line=\"164\" class=\"code-line\">\n<tr data-line=\"164\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"166\" class=\"code-line\">\n<tr data-line=\"166\" class=\"code-line\">\n<td style=\"text-align:left\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e<strong>\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u306b\u308f\u305f\u308b\u900f\u660e\u6027\u3068\u76e3\u67fb\u8a3c\u8de1<\/strong>\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30e2\u30c7\u30eb\u76e3\u67fb\u3078\u306e\u5bfe\u5fdc:<\/strong> \u91d1\u878d\u3084\u533b\u7642\u306a\u3069\u898f\u5236\u306e\u53b3\u3057\u3044\u696d\u754c\u3067\u3001\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u958b\u767a\u30fb\u8a55\u4fa1\u3055\u308c\u305f\u304b\u3092\u76e3\u67fb\u4eba\u306b\u8aac\u660e\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"167\" class=\"code-line\">\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u306e\u76ee\u7684\u3001\u958b\u767a\u7d4c\u7def\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3001\u516c\u5e73\u6027\u8a55\u4fa1\u306e\u7d50\u679c\u306a\u3069\u3092<strong>\u5358\u4e00\u306e\u30ec\u30dd\u30fc\u30c8<\/strong>\u306b\u307e\u3068\u3081\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30e2\u30c7\u30eb\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u6a19\u6e96\u5316:<\/strong> \u7d44\u7e54\u5185\u3067\u4f7f\u7528\u3059\u308b\u5168\u3066\u306e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3001\u7d71\u4e00\u3055\u308c\u305f\u57fa\u6e96\u3067\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4f5c\u6210\u30fb\u7ba1\u7406\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-6.-%F0%9F%92%BE-amazon-sagemaker-feature-store\" data-line=\"169\" class=\"code-line\">\n 7-6. \ud83d\udcbe Amazon SageMaker Feature Store<\/h3>\n<div class=\"s_table\"><table data-line=\"171\" class=\"code-line\">\n<thead data-line=\"171\" class=\"code-line\">\n<tr data-line=\"171\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"173\" class=\"code-line\">\n<tr data-line=\"173\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u6a5f\u68b0\u5b66\u7fd2\u7528\u306e\u7279\u5fb4\u91cf\uff08\u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\uff09\u3092\u4e00\u5143\u7ba1\u7406\u3001\u4fdd\u5b58\u3001\u5171\u6709<\/strong>\u3059\u308b\u305f\u3081\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306a\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u63a8\u8ad6\u306e\u4e00\u8cab\u6027:<\/strong> \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6\u6642\u3067\u3001<strong>\u540c\u3058\u7279\u5fb4\u91cf<\/strong>\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u4f4e\u4e0b\u3092\u9632\u3050\u3002<\/td>\n<\/tr>\n<tr data-line=\"174\" class=\"code-line\">\n<td style=\"text-align:left\">\u7279\u5fb4\u91cf\u306e\u691c\u7d22\u3001\u518d\u5229\u7528\u3001\u304a\u3088\u3073\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u4f4e\u9045\u5ef6\u306a\u63d0\u4f9b\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u7279\u5fb4\u91cf\u306e\u5171\u6709\u3068\u518d\u5229\u7528:<\/strong> \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u9593\u3067\u5171\u901a\u306e\u7279\u5fb4\u91cf\uff08\u4f8b\uff1a\u904e\u53bb7\u65e5\u9593\u306e\u5e73\u5747\u53d6\u5f15\u984d\uff09\u3092\u5171\u6709\u3057\u3001\u30c1\u30fc\u30e0\u306e\u958b\u767a\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-7.-%E2%9C%85-amazon-sagemaker-clarify\" data-line=\"176\" class=\"code-line\">\n 7-7. \u2705 Amazon SageMaker Clarify<\/h3>\n<div class=\"s_table\"><table data-line=\"178\" class=\"code-line\">\n<thead data-line=\"178\" class=\"code-line\">\n<tr data-line=\"178\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"180\" class=\"code-line\">\n<tr data-line=\"180\" class=\"code-line\">\n<td style=\"text-align:left\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e<strong>\u30d0\u30a4\u30a2\u30b9\uff08\u504f\u308a\uff09\u3092\u691c\u51fa\u3057\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5bfe\u3059\u308b\u8aac\u660e\u6027\uff08Explainability\uff09\u3092\u63d0\u4f9b\u3059\u308b<\/strong>\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30e2\u30c7\u30eb\u306e\u516c\u5e73\u6027\u8a55\u4fa1:<\/strong> \u4f4f\u5b85\u30ed\u30fc\u30f3\u306e\u5be9\u67fb\u30e2\u30c7\u30eb\u304c\u3001\u4eba\u7a2e\u3084\u6027\u5225\u3068\u3044\u3063\u305f\u30bb\u30f3\u30b7\u30c6\u30a3\u30d6\u306a\u5c5e\u6027\u306b\u5bfe\u3057\u3066\u516c\u5e73\u306a\u5224\u65ad\u3092\u4e0b\u3057\u3066\u3044\u308b\u304b\u3092\u691c\u8a3c\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"181\" class=\"code-line\">\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u958b\u767a\u306e\u65e9\u671f\u6bb5\u968e\u3067\u554f\u984c\u70b9\u3092\u7279\u5b9a\u3057\u3001\u502b\u7406\u7684\u306a\u30ea\u30b9\u30af\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u4e88\u6e2c\u7406\u7531\u306e\u63d0\u793a:<\/strong> \u30e2\u30c7\u30eb\u304c\u306a\u305c\u3053\u306e\u4e88\u6e2c\u7d50\u679c\u3092\u51fa\u3057\u305f\u306e\u304b\u3092\u8aac\u660e\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u62c5\u5f53\u8005\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u7406\u89e3\u3092\u52a9\u3051\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-8.-%F0%9F%93%8A-amazon-sagemaker-data-wrangler\" data-line=\"183\" class=\"code-line\">\n 7-8. \ud83d\udcca Amazon SageMaker Data Wrangler<\/h3>\n<div class=\"s_table\"><table data-line=\"185\" class=\"code-line\">\n<thead data-line=\"185\" class=\"code-line\">\n<tr data-line=\"185\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"187\" class=\"code-line\">\n<tr data-line=\"187\" class=\"code-line\">\n<td style=\"text-align:left\">\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u304a\u3044\u3066\u3001<strong>\u30c7\u30fc\u30bf\u96c6\u8a08\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u524d\u51e6\u7406<\/strong>\u3092\u8fc5\u901f\u5316\u3059\u308b\u305f\u3081\u306e\u5358\u4e00\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u5909\u63db:<\/strong> \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6b20\u640d\u5024\u51e6\u7406\u3001\u6a19\u6e96\u5316\u3001\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u3044\u3063\u305f\u8907\u96d1\u306a\u524d\u51e6\u7406\u3092\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u305a\u306b\u30d3\u30b8\u30e5\u30a2\u30eb\u64cd\u4f5c\u3067\u884c\u3046\u3002<\/td>\n<\/tr>\n<tr data-line=\"188\" class=\"code-line\">\n<td style=\"text-align:left\">40\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u5909\u63db\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u304a\u308a\u3001\u30b3\u30fc\u30c9\u751f\u6210\u6a5f\u80fd\u3082\u3042\u308a\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30c7\u30fc\u30bf\u5206\u6790\u3068\u53ef\u8996\u5316:<\/strong> \u524d\u51e6\u7406\u306e\u7d50\u679c\u3092\u30b0\u30e9\u30d5\u3067\u78ba\u8a8d\u3057\u3001\u3069\u306e\u5909\u63db\u304c\u30e2\u30c7\u30eb\u306b\u6700\u9069\u304b\u3092\u7d20\u65e9\u304f\u5224\u65ad\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-9.-%F0%9F%8E%A8-amazon-sagemaker-canvas\" data-line=\"190\" class=\"code-line\">\n 7-9. \ud83c\udfa8 Amazon SageMaker Canvas<\/h3>\n<div class=\"s_table\"><table data-line=\"192\" class=\"code-line\">\n<thead data-line=\"192\" class=\"code-line\">\n<tr data-line=\"192\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"194\" class=\"code-line\">\n<tr data-line=\"194\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u30b3\u30fc\u30c9\u3092\u4e00\u884c\u3082\u66f8\u304b\u305a\u306b<\/strong>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u4e88\u6e2c\u3067\u304d\u308b<strong>\u30ce\u30fc\u30b3\u30fc\u30c9<\/strong>\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30d3\u30b8\u30cd\u30b9\u30a2\u30ca\u30ea\u30b9\u30c8\u306b\u3088\u308b\u4e88\u6e2c:<\/strong> IT\u90e8\u9580\u306b\u983c\u3089\u305a\u3001\u8ca9\u58f2\u30c7\u30fc\u30bf\u304b\u3089\u9700\u8981\u4e88\u6e2c\u3084\u9867\u5ba2\u96e2\u8131\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u81ea\u5206\u3067\u4f5c\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"195\" class=\"code-line\">\n<td style=\"text-align:left\">\u30d3\u30b8\u30cd\u30b9\u30a2\u30ca\u30ea\u30b9\u30c8\u3084\u975e\u5c02\u9580\u5bb6\u3067\u3082\u3001\u76f4\u611f\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u901a\u3058\u3066\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u8fc5\u901f\u306aPoC (\u6982\u5ff5\u5b9f\u8a3c):<\/strong> ML\u306e\u5c02\u9580\u5bb6\u3092\u4ecb\u3055\u305a\u306b\u3001\u30d3\u30b8\u30cd\u30b9\u30a2\u30a4\u30c7\u30a2\u306e\u5b9f\u73fe\u53ef\u80fd\u6027\u3092\u7d20\u65e9\u304f\u691c\u8a3c\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-10.-%F0%9F%A4%96-amazon-q-developer\" data-line=\"197\" class=\"code-line\">\n 7-10. \ud83e\udd16 Amazon Q Developer<\/h3>\n<div class=\"s_table\"><table data-line=\"199\" class=\"code-line\">\n<thead data-line=\"199\" class=\"code-line\">\n<tr data-line=\"199\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"201\" class=\"code-line\">\n<tr data-line=\"201\" class=\"code-line\">\n<td style=\"text-align:left\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u8005\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30bf\u30a4\u30d7\u306e<strong>\u751f\u6210 AI \u642d\u8f09\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong>\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30b3\u30fc\u30c9\u751f\u6210\u3068\u4fee\u6b63:<\/strong> IDE (\u7d71\u5408\u958b\u767a\u74b0\u5883) \u5185\u3067\u3001\u30b3\u30e1\u30f3\u30c8\u3084\u81ea\u7136\u8a00\u8a9e\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u751f\u6210\u3001\u307e\u305f\u306f\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u3092\u4fee\u6b63\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"202\" class=\"code-line\">\n<td style=\"text-align:left\">\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30c6\u30b9\u30c8\u3001AWS\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u95a2\u3059\u308b\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u3001\u958b\u767a\u30bf\u30b9\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>AWS\u306b\u95a2\u3059\u308b\u8cea\u554f\u5fdc\u7b54:<\/strong> AWS\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5168\u4f53\u304b\u3089\u3001\u7279\u5b9a\u306e\u30b5\u30fc\u30d3\u30b9\u8a2d\u5b9a\u3084\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u95a2\u3059\u308b\u5373\u5ea7\u306e\u56de\u7b54\u3092\u5f97\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-11.-%F0%9F%96%BC%EF%B8%8F-amazon-rekognition\" data-line=\"204\" class=\"code-line\">\n 7-11. \ud83d\uddbc\ufe0f Amazon Rekognition<\/h3>\n<div class=\"s_table\"><table data-line=\"206\" class=\"code-line\">\n<thead data-line=\"206\" class=\"code-line\">\n<tr data-line=\"206\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"208\" class=\"code-line\">\n<tr data-line=\"208\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u753b\u50cf\u3068\u52d5\u753b\u306e\u5206\u6790<\/strong>\u3092\u5c02\u9580\u3068\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u7269\u4f53\u691c\u51fa\u3001\u9854\u5206\u6790\u3001\u6709\u540d\u4eba\u306e\u8b58\u5225\u3001\u4e0d\u9069\u5207\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u76e3\u8996:<\/strong> \u6620\u50cf\u5185\u306e\u4eba\u7269\u3001\u8eca\u4e21\u3001\u4e0d\u5be9\u306a\u884c\u52d5\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u51fa\u30fb\u8ffd\u8de1\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"209\" class=\"code-line\">\n<td style=\"text-align:left\">\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306e\u4e21\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3:<\/strong> \u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u753b\u50cf\u3084\u52d5\u753b\u306b\u3001\u66b4\u529b\u3084\u6210\u4eba\u5411\u3051\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u306a\u3044\u304b\u3092\u81ea\u52d5\u3067\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-12.-%F0%9F%93%9D-amazon-comprehend\" data-line=\"211\" class=\"code-line\">\n 7-12. \ud83d\udcdd Amazon Comprehend<\/h3>\n<div class=\"s_table\"><table data-line=\"213\" class=\"code-line\">\n<thead data-line=\"213\" class=\"code-line\">\n<tr data-line=\"213\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"215\" class=\"code-line\">\n<tr data-line=\"215\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30a4\u30f3\u30b5\u30a4\u30c8\u3068\u95a2\u4fc2\u6027\u3092\u62bd\u51fa<\/strong>\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u611f\u60c5\u5206\u6790\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa\u3001\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u306a\u3069\u3092\u884c\u3044\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790:<\/strong> \u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3084\u30ec\u30d3\u30e5\u30fc\u306e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u3001\u9867\u5ba2\u306e\u611f\u60c5\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\/\u30cd\u30ac\u30c6\u30a3\u30d6\uff09\u3084\u610f\u898b\u306e\u50be\u5411\u3092\u5206\u6790\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"216\" class=\"code-line\">\n<td style=\"text-align:left\"\/>\n<td style=\"text-align:left\">\n<strong>\u533b\u7642\u8a18\u9332\u306e\u5206\u6790:<\/strong> \u533b\u5e2b\u306e\u30e1\u30e2\u3084\u81e8\u5e8a\u6587\u66f8\u304b\u3089\u3001\u75c5\u540d\u3001\u6cbb\u7642\u6cd5\u3001\u6295\u85ac\u540d\u306a\u3069\u306e\u91cd\u8981\u306a\u5b9f\u4f53\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-13.-%F0%9F%8E%A4-amazon-polly\" data-line=\"218\" class=\"code-line\">\n 7-13. \ud83c\udfa4 Amazon Polly<\/h3>\n<div class=\"s_table\"><table data-line=\"220\" class=\"code-line\">\n<thead data-line=\"220\" class=\"code-line\">\n<tr data-line=\"220\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"222\" class=\"code-line\">\n<tr data-line=\"222\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u30c6\u30ad\u30b9\u30c8\u3092\u30ea\u30a2\u30eb\u306a\u97f3\u58f0\u306b\u5909\u63db\u3059\u308b (Text-to-Speech)<\/strong> \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u591a\u69d8\u306a\u8a00\u8a9e\u3068\u81ea\u7136\u306a\u97ff\u304d\u306e\u58f0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u5411\u4e0a:<\/strong> \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u97f3\u58f0\u3067\u8aad\u307f\u4e0a\u3052\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"223\" class=\"code-line\">\n<td style=\"text-align:left\"\/>\n<td style=\"text-align:left\">\n<strong>\u97f3\u58f0\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c:<\/strong> \u52d5\u753b\u306e\u30ca\u30ec\u30fc\u30b7\u30e7\u30f3\u3084e\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u5411\u3051\u306e\u97f3\u58f0\u3092\u3001\u7c21\u5358\u306a\u30c6\u30ad\u30b9\u30c8\u5165\u529b\u3067\u751f\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-14.-%F0%9F%A7%B1-amazon-bedrock\" data-line=\"225\" class=\"code-line\">\n 7-14. \ud83e\uddf1 Amazon Bedrock<\/h3>\n<div class=\"s_table\"><table data-line=\"227\" class=\"code-line\">\n<thead data-line=\"227\" class=\"code-line\">\n<tr data-line=\"227\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"229\" class=\"code-line\">\n<tr data-line=\"229\" class=\"code-line\">\n<td style=\"text-align:left\">Amazon\u3084\u4e3b\u8981\u306a\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u4f01\u696d\u306e<strong>\u9ad8\u6027\u80fd\u306a\u57fa\u76e4\u30e2\u30c7\u30eb (FM: Foundation Models)<\/strong> \u3092 API \u3092\u901a\u3058\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u751f\u6210AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a:<\/strong> \u8907\u6570\u306e\u6700\u5148\u7aefLLM\uff08\u4f8b\uff1aClaude, Llama, Titan\uff09\u3092\u5207\u308a\u66ff\u3048\u3066\u4f7f\u7528\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"230\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/strong>\u3001<strong>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09<\/strong>\u3001<strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u69cb\u7bc9<\/strong>\u306a\u3069\u3001\u751f\u6210AI\u958b\u767a\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u691c\u7d22:<\/strong> \u4f01\u696d\u72ec\u81ea\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u57fa\u76e4\u30e2\u30c7\u30eb\u306b\u7d44\u307f\u8fbc\u307f\uff08RAG\uff09\u3001\u793e\u5185\u60c5\u5831\u306b\u7279\u5316\u3057\u305f\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-15.-%F0%9F%9B%A1%EF%B8%8F-aws-audit-manager\" data-line=\"232\" class=\"code-line\">\n 7-15. \ud83d\udee1\ufe0f AWS Audit Manager<\/h3>\n<div class=\"s_table\"><table data-line=\"234\" class=\"code-line\">\n<thead data-line=\"234\" class=\"code-line\">\n<tr data-line=\"234\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"236\" class=\"code-line\">\n<tr data-line=\"236\" class=\"code-line\">\n<td style=\"text-align:left\">\u304a\u5ba2\u69d8\u304c<strong>\u81ea\u793e\u306eAWS\u5229\u7528\u72b6\u6cc1<\/strong>\u304c\u898f\u5236\u3084\u696d\u754c\u6a19\u6e96\u306b\u6e96\u62e0\u3057\u3066\u3044\u308b\u304b\u3092\u7d99\u7d9a\u7684\u306b\u76e3\u8996\u30fb\u8a55\u4fa1\u3057\u3001<strong>\u76e3\u67fb\u306b\u5099\u3048\u308b<\/strong>\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u7d99\u7d9a\u7684\u306a\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u76e3\u8996:<\/strong> HIPAA\u3001PCI DSS\u3001GDPR\u306a\u3069\u306e\u8981\u4ef6\u306b\u6cbf\u3063\u3066\u3001AWS\u30ea\u30bd\u30fc\u30b9\u306e\u8a2d\u5b9a\u5909\u66f4\u3084\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u30ed\u30b0\u3092\u81ea\u52d5\u3067\u53ce\u96c6\u30fb\u6574\u7406\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"237\" class=\"code-line\">\n<td style=\"text-align:left\">\u8907\u6570\u306eAWS\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u95a2\u9023\u8a3c\u62e0\u3092\u81ea\u52d5\u3067\u53ce\u96c6\u3057\u3001<strong>\u76e3\u67fb\u30ec\u30dd\u30fc\u30c8\u3092\u7c21\u5358\u306b\u4f5c\u6210<\/strong>\u3067\u304d\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u5185\u90e8\u76e3\u67fb\u306e\u52b9\u7387\u5316:<\/strong> \u76e3\u67fb\u4eba\u304c\u6c42\u3081\u308b\u8a3c\u62e0\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u53ce\u96c6\u30fb\u6574\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u76e3\u67fb\u5bfe\u5fdc\u306b\u304b\u304b\u308b\u6642\u9593\u3068\u52b4\u529b\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"7-16.-%F0%9F%93%9C-aws-artifact\" data-line=\"239\" class=\"code-line\">\n 7-16. \ud83d\udcdc AWS Artifact<\/h3>\n<div class=\"s_table\"><table data-line=\"241\" class=\"code-line\">\n<thead data-line=\"241\" class=\"code-line\">\n<tr data-line=\"241\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"243\" class=\"code-line\">\n<tr data-line=\"243\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>AWS\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306b\u95a2\u3059\u308b\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/strong>\uff08\u30ec\u30dd\u30fc\u30c8\u3001\u5951\u7d04\u66f8\uff09\u3092\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u63d0\u4f9b\u3059\u308b\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u30dd\u30fc\u30bf\u30eb\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u7b2c\u4e09\u8005\u76e3\u67fb\u3078\u306e\u8a3c\u660e:<\/strong> \u5916\u90e8\u306e\u76e3\u67fb\u4eba\u306b\u5bfe\u3057\u3001AWS\u3068\u3044\u3046\u57fa\u76e4\u81ea\u4f53\u304cSOC\u3001ISO\u3001PCI DSS\u306a\u3069\u306e\u56fd\u969b\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u8a3c\u660e\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"244\" class=\"code-line\">\n<td style=\"text-align:left\">AWS\u304c\u7b2c\u4e09\u8005\u6a5f\u95a2\u304b\u3089\u53d7\u3051\u305f\u76e3\u67fb\u306e\u7d50\u679c\u3092\u3001\u304a\u5ba2\u69d8\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8a3c\u660e\u306e\u305f\u3081\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u6cd5\u7684\u30fb\u5951\u7d04\u4e0a\u306e\u8981\u4ef6\u5145\u8db3:<\/strong> BAA\uff08HIPAA\u5bfe\u5fdc\uff09\u306a\u3069\u306e\u7279\u5b9a\u306e\u6cd5\u7684\u5408\u610f\u6587\u66f8\u3092AWS\u3068\u7de0\u7d50\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"8.-%E7%94%9F%E6%88%90%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E5%88%B6%E5%BE%A1%E3%81%A8%E5%AD%A6%E7%BF%92%E3%81%AE%E8%A6%81%E7%B4%A0\" data-line=\"246\" class=\"code-line\">\n 8. \u751f\u6210\u30e2\u30c7\u30eb\u306e\u5236\u5fa1\u3068\u5b66\u7fd2\u306e\u8981\u7d20<\/h2>\n<h3 id=\"8-1.-%F0%9F%8C%A1%EF%B8%8F-%E6%B8%A9%E5%BA%A6-(temperature)\" data-line=\"248\" class=\"code-line\">\n 8-1. \ud83c\udf21\ufe0f \u6e29\u5ea6 (Temperature)<\/h3>\n<div class=\"s_table\"><table data-line=\"250\" class=\"code-line\">\n<thead data-line=\"250\" class=\"code-line\">\n<tr data-line=\"250\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"252\" class=\"code-line\">\n<tr data-line=\"252\" class=\"code-line\">\n<td style=\"text-align:left\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3084\u305d\u306e\u4ed6\u306e\u751f\u6210\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066\u3001\u751f\u6210\u3055\u308c\u308b\u51fa\u529b\u306e\u30e9\u30f3\u30c0\u30e0\u6027\uff08\u591a\u69d8\u6027\uff09\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210:<\/strong> \u5c0f\u8aac\u306e\u30a2\u30a4\u30c7\u30a2\u3001\u8a69\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30b3\u30d4\u30fc\u306a\u3069\u3001<strong>\u591a\u69d8\u3067\u72ec\u5275\u7684\u306a<\/strong>\u51fa\u529b\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u5408\u306b<strong>\u6e29\u5ea6\u3092\u9ad8\u304f<\/strong>\u8a2d\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"253\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u78ba\u7387\u5206\u5e03\u3092\u8abf\u6574<\/strong>\u3057\u3001\u78ba\u7387\u306e\u4f4e\u3044\u5358\u8a9e\u304c\u9078\u3070\u308c\u3084\u3059\u304f\u306a\u308b\u3088\u3046\u306b\u4f5c\u7528\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u6b63\u78ba\u6027\u30fb\u8ad6\u7406\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u30bf\u30b9\u30af:<\/strong> \u8cea\u554f\u5fdc\u7b54\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3001\u8981\u7d04\u306a\u3069\u3001<strong>\u8ad6\u7406\u7684\u3067\u4e00\u8cab\u3057\u305f<\/strong>\u51fa\u529b\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u5408\u306b<strong>\u6e29\u5ea6\u3092\u4f4e\u304f<\/strong>\u8a2d\u5b9a\u3059\u308b\uff08\u4f8b\uff1a0.0\uff5e0.5\uff09\u3002<\/td>\n<\/tr>\n<tr data-line=\"254\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u6e29\u5ea6\u304c\u9ad8\u3044 (\u4f8b: 0.8\uff5e1.0):<\/strong> \u591a\u69d8\u6027\u304c\u5897\u3057\u3001\u4e88\u6e2c\u4e0d\u80fd\u306a\u51fa\u529b\u3092\u751f\u6210\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/td>\n<td style=\"text-align:left\"\/>\n<\/tr>\n<tr data-line=\"255\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u6e29\u5ea6\u304c\u4f4e\u3044 (\u4f8b: 0.0\uff5e0.2):<\/strong> \u6700\u3082\u78ba\u7387\u306e\u9ad8\u3044\u5358\u8a9e\u304c\u5e38\u306b\u9078\u3070\u308c\u3001\u4e00\u8cab\u6027\u304c\u9ad8\u304f\u3001\u5275\u9020\u6027\u304c\u4f4e\u3044\u51fa\u529b\u3068\u306a\u308b\u3002<\/td>\n<td style=\"text-align:left\"\/>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"8-2.-%F0%9F%94%A2-top-k\" data-line=\"257\" class=\"code-line\">\n 8-2. \ud83d\udd22 Top-K<\/h3>\n<div class=\"s_table\"><table data-line=\"259\" class=\"code-line\">\n<thead data-line=\"259\" class=\"code-line\">\n<tr data-line=\"259\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"261\" class=\"code-line\">\n<tr data-line=\"261\" class=\"code-line\">\n<td style=\"text-align:left\">LLM\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001\u6b21\u306b\u4e88\u6e2c\u3055\u308c\u308b\u5358\u8a9e\uff08\u30c8\u30fc\u30af\u30f3\uff09\u306e<strong>\u5019\u88dc\u6570\u3092\u5236\u9650\u3059\u308b<\/strong>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u52b9\u7387\u5316:<\/strong> \u4e88\u6e2c\u78ba\u7387\u304c\u6975\u7aef\u306b\u4f4e\u3044\u81a8\u5927\u306a\u6570\u306e\u5358\u8a9e\u5019\u88dc\u3092\u7121\u8996\u3057\u3001<strong>\u8a08\u7b97\u8cc7\u6e90\u3092\u7bc0\u7d04\u3057\u3064\u3064<\/strong>\u54c1\u8cea\u3092\u4fdd\u3064\u3002<\/td>\n<\/tr>\n<tr data-line=\"262\" class=\"code-line\">\n<td style=\"text-align:left\">\u4e88\u6e2c\u78ba\u7387\u306b\u57fa\u3065\u3044\u3066\u3001<strong>\u78ba\u7387\u304c\u9ad8\u3044\u4e0a\u4f4d <embed-katex><eq class=\"zenn-katex\">K<\/eq><\/embed-katex> \u500b\u306e\u5358\u8a9e<\/strong>\u306e\u307f\u3092\u6b21\u306e\u5358\u8a9e\u306e\u5019\u88dc\u3068\u3057\u3066\u6b8b\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u3001\u3053\u306e <embed-katex><eq class=\"zenn-katex\">K<\/eq><\/embed-katex> \u500b\u306e\u4e2d\u304b\u3089\u6b21\u306e\u5358\u8a9e\u3092\u9078\u3073\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30ce\u30a4\u30ba\u306e\u4f4e\u6e1b\u3068\u5236\u5fa1:<\/strong> \u6e29\u5ea6\u3092\u9ad8\u304f\u3057\u3066\u3082\u3001<strong>\u5168\u304f\u7121\u95a2\u4fc2\u306a\u5358\u8a9e\u304c\u9078\u3070\u308c\u308b<\/strong>\u306e\u3092\u9632\u304e\u3001\u51fa\u529b\u306e<strong>\u66b4\u8d70\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u6291\u5236<\/strong>\u3057\u305f\u3044\u5834\u5408\u3002<\/td>\n<\/tr>\n<tr data-line=\"263\" class=\"code-line\">\n<td style=\"text-align:left\">Top-K\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u51fa\u529b\u306e\u591a\u69d8\u6027\u3092\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002\u901a\u5e38\u3001Top-K\u306f\u6e29\u5ea6\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\"\/>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"9.-%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E3%83%87%E3%83%97%E3%83%AD%E3%82%A4%E3%81%A8%E6%8E%A8%E8%AB%96%E5%AE%9F%E8%A1%8C%E6%96%B9%E5%BC%8F\" data-line=\"265\" class=\"code-line\">\n 9. \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u63a8\u8ad6\u5b9f\u884c\u65b9\u5f0f<\/h2>\n<h3 id=\"9-1.-%E2%8F%B3-%E9%9D%9E%E5%90%8C%E6%9C%9F%E6%8E%A8%E8%AB%96-(asynchronous-inference)\" data-line=\"267\" class=\"code-line\">\n 9-1. \u23f3 \u975e\u540c\u671f\u63a8\u8ad6 (Asynchronous Inference)<\/h3>\n<div class=\"s_table\"><table data-line=\"269\" class=\"code-line\">\n<thead data-line=\"269\" class=\"code-line\">\n<tr data-line=\"269\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"271\" class=\"code-line\">\n<tr data-line=\"271\" class=\"code-line\">\n<td style=\"text-align:left\">\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u3051\u4ed8\u3051\u305f\u5f8c\u3001\u3059\u3050\u306b\u300c\u53d7\u3051\u4ed8\u3051\u307e\u3057\u305f\u300d\u3068\u5fdc\u7b54\u3057\u3001<strong>\u88cf\u5074\u3067\u63a8\u8ad6\u3092\u6570\u5206\u301c\u6570\u6642\u9593\u304b\u3051\u3066\u5b9f\u884c<\/strong>\u3059\u308b\u65b9\u5f0f\u3067\u3059\u3002\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306f\u5f8c\u3067\u7d50\u679c\u3092\u53d6\u308a\u306b\u6765\u308b\u304b\u3001\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u3067\u901a\u77e5\u3092\u53d7\u3051\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u5927\u898f\u6a21\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406:<\/strong> \u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u66f8\u7c4d\u3084\u6587\u66f8\u5168\u4f53\u3092\u5206\u6790\u3057\u3001\u8981\u7d04\u3084\u30bf\u30b0\u4ed8\u3051\u3092\u884c\u3046\u3002<\/td>\n<\/tr>\n<tr data-line=\"272\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u51e6\u7406\u306b\u6642\u9593\u3084\u9ad8\u8ca0\u8377\u3092\u8981\u3059\u308b\u30bf\u30b9\u30af<\/strong>\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u9577\u6642\u9593\u63a5\u7d9a\u3092\u4e0d\u8981\u306b\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u306e\u51e6\u7406:<\/strong> \u533b\u7642\u753b\u50cf\u3084\u885b\u661f\u753b\u50cf\u306a\u3069\u3001\u51e6\u7406\u306b\u6570\u5206\u304b\u304b\u308b\u91cd\u3044\u753b\u50cf\u3092\u5206\u6790\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"9-2.-%F0%9F%92%BB-%E3%83%AA%E3%82%A2%E3%83%AB%E3%82%BF%E3%82%A4%E3%83%A0%E6%8E%A8%E8%AB%96-(real-time-inference)\" data-line=\"274\" class=\"code-line\">\n 9-2. \ud83d\udcbb \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u63a8\u8ad6 (Real-time Inference)<\/h3>\n<div class=\"s_table\"><table data-line=\"276\" class=\"code-line\">\n<thead data-line=\"276\" class=\"code-line\">\n<tr data-line=\"276\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"278\" class=\"code-line\">\n<tr data-line=\"278\" class=\"code-line\">\n<td style=\"text-align:left\">\u30c7\u30fc\u30bf\u304c\u5165\u529b\u3055\u308c\u308b\u3068<strong>\u5373\u5ea7\u306b<\/strong>\u63a8\u8ad6\u3092\u5b9f\u884c\u3057\u3001\u3059\u3050\u306b\u7d50\u679c\u3092\u8fd4\u3059\u65b9\u5f0f\u3067\u3059\u3002\u4f4e\u9045\u5ef6\uff08\u30ec\u30a4\u30c6\u30f3\u30b7\uff09\u304c\u6700\u3082\u91cd\u8996\u3055\u308c\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u4e0d\u6b63\u691c\u77e5:<\/strong> \u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u6c7a\u6e08\u306e\u77ac\u9593\u306b\u3001\u4e0d\u6b63\u53d6\u5f15\u3067\u3042\u308b\u304b\u3092\u5224\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"279\" class=\"code-line\">\n<td style=\"text-align:left\">\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u95a2\u6570\u3084\u5e38\u6642\u7a3c\u50cd\u306eAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0:<\/strong> \u30e6\u30fc\u30b6\u30fc\u306e\u95b2\u89a7\u884c\u52d5\u306b\u57fa\u3065\u304d\u3001\u30df\u30ea\u79d2\u5358\u4f4d\u3067\u300c\u6b21\u306e\u304a\u3059\u3059\u3081\u300d\u3092\u63d0\u6848\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"9-3.-%F0%9F%93%A6-%E3%83%90%E3%83%83%E3%83%81%E5%A4%89%E6%8F%9B-(batch-transformation-%2F-batch-inference)\" data-line=\"281\" class=\"code-line\">\n 9-3. \ud83d\udce6 \u30d0\u30c3\u30c1\u5909\u63db (Batch Transformation \/ Batch Inference)<\/h3>\n<div class=\"s_table\"><table data-line=\"283\" class=\"code-line\">\n<thead data-line=\"283\" class=\"code-line\">\n<tr data-line=\"283\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"285\" class=\"code-line\">\n<tr data-line=\"285\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066<\/strong>\u4e00\u5ea6\u306b\u63a8\u8ad6\u51e6\u7406\u3059\u308b\u65b9\u5f0f\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u6708\u6b21\u30fb\u9031\u6b21\u306e\u4e88\u6e2c:<\/strong> \u904e\u53bb\u306e\u5168\u8ca9\u58f2\u30c7\u30fc\u30bf\u304b\u3089\u3001\u6765\u6708\u306e\u5728\u5eab\u5fc5\u8981\u91cf\u3092\u8a08\u7b97\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"286\" class=\"code-line\">\n<td style=\"text-align:left\">\u500b\u3005\u306e\u63a8\u8ad6\u306e\u9045\u5ef6\u306f\u6c17\u306b\u305b\u305a\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\uff08\u5358\u4f4d\u6642\u9593\u3042\u305f\u308a\u306e\u51e6\u7406\u91cf\uff09\u306e\u6700\u5927\u5316\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u91cd\u8996\u3055\u308c\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3:<\/strong> \u5168\u9867\u5ba2\u306b\u5bfe\u3057\u3001\u6df1\u591c\u5e2f\u306a\u3069\u306b\u65b0\u3057\u3044\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30bb\u30b0\u30e1\u30f3\u30c8\u3092\u4e00\u62ec\u3067\u5272\u308a\u5f53\u3066\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2 id=\"10.-%F0%9F%93%9D-%E4%B8%BB%E8%A6%81%E3%81%AA%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%83%AA%E3%83%B3%E3%82%B0%E6%89%8B%E6%B3%95\" data-line=\"288\" class=\"code-line\">\n 10. \ud83d\udcdd \u4e3b\u8981\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u624b\u6cd5<\/h2>\n<h3 id=\"10-1.-%F0%9F%A7%AA-%E3%82%BC%E3%83%AD%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88-(zero-shot-prompting)\" data-line=\"290\" class=\"code-line\">\n 10-1. \ud83e\uddea \u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8 (Zero-Shot Prompting)<\/h3>\n<div class=\"s_table\"><table data-line=\"292\" class=\"code-line\">\n<thead data-line=\"292\" class=\"code-line\">\n<tr data-line=\"292\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"294\" class=\"code-line\">\n<tr data-line=\"294\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u5177\u4f53\u7684\u306a\u4f8b\u3092\u4e00\u5207\u4e0e\u3048\u305a\u306b<\/strong>\u3001\u30bf\u30b9\u30af\u306e\u6307\u793a\u3060\u3051\u3092\u4e0e\u3048\u3066\u30e2\u30c7\u30eb\u306b\u5fdc\u7b54\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u7372\u5f97\u3057\u305f\u4e00\u822c\u7684\u306a\u77e5\u8b58\u306e\u307f\u306b\u983c\u3063\u3066\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u5358\u7d14\u306a\u5206\u985e\u3084\u62bd\u51fa:<\/strong> \u300c\u4ee5\u4e0b\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u80af\u5b9a\u7684\u304b\u5426\u5b9a\u7684\u304b\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3063\u305f\u3001<strong>\u8ffd\u52a0\u306e\u4f8b\u793a\u304c\u4e0d\u8981\u306a<\/strong>\u6a19\u6e96\u7684\u306a\u30bf\u30b9\u30af\u3002<\/td>\n<\/tr>\n<tr data-line=\"295\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u7279\u5fb4:<\/strong> \u6700\u3082\u30b7\u30f3\u30d7\u30eb\u3067\u7c21\u5358\u306a\u5f62\u5f0f\u3067\u3042\u308a\u3001\u8ffd\u52a0\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3084\u30c7\u30fc\u30bf\u6e96\u5099\u304c\u4e0d\u8981\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u7c21\u5358\u306a\u7ffb\u8a33:<\/strong> \u300c[\u539f\u6587]\u3092\u65e5\u672c\u8a9e\u306b\u8a33\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3063\u305f\u660e\u78ba\u306a\u6307\u793a\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"10-2.-%F0%9F%8E%AF-%E3%83%95%E3%83%A5%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88-(few-shot-prompting)\" data-line=\"297\" class=\"code-line\">\n 10-2. \ud83c\udfaf \u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8 (Few-Shot Prompting)<\/h3>\n<div class=\"s_table\"><table data-line=\"299\" class=\"code-line\">\n<thead data-line=\"299\" class=\"code-line\">\n<tr data-line=\"299\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"301\" class=\"code-line\">\n<tr data-line=\"301\" class=\"code-line\">\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u306b<strong>\u30bf\u30b9\u30af\u306e\u6307\u793a<\/strong>\u3092\u4e0e\u3048\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30bf\u30b9\u30af\u306e\u4f8b\uff08\u5165\u529b\u3068\u671f\u5f85\u3055\u308c\u308b\u51fa\u529b\u306e\u30da\u30a2\uff09\u3092\u6570\u7d44\uff08&#8221;Few&#8221;\uff09\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5192\u982d\u306b\u542b\u3081\u308b\u624b\u6cd5\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u65b0\u3057\u3044\u30c9\u30e1\u30a4\u30f3\u7279\u6709\u306e\u30bf\u30b9\u30af:<\/strong> \u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3057\u305f\u3053\u3068\u304c\u306a\u3044\u3001<strong>\u7279\u5b9a\u306e\u696d\u754c\u7528\u8a9e\u3084\u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/strong>\uff08\u4f8b\uff1a\u6cd5\u52d9\u6587\u66f8\u306e\u62bd\u51fa\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff09\u306e\u30eb\u30fc\u30eb\u3092\u6559\u3048\u308b\u3002<\/td>\n<\/tr>\n<tr data-line=\"302\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u7279\u5fb4:<\/strong> \u30e2\u30c7\u30eb\u306f\u4e0e\u3048\u3089\u308c\u305f\u4f8b\u3092\u53c2\u8003\u306b\u3057\u3001<strong>\u30bf\u30b9\u30af\u306e\u5f62\u5f0f\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u8fc5\u901f\u306b\u5b66\u7fd2<\/strong>\u3057\u3001\u6700\u5f8c\u306e\u554f\u3044\u306b\u7b54\u3048\u307e\u3059\u3002\u30bf\u30b9\u30af\u306e\u4f8b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u3092\u66f4\u65b0\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u300c\u30a4\u30f3\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5b66\u7fd2\uff08In-Context Learning\uff09\u300d\u80fd\u529b\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u8907\u96d1\u306a\u5206\u985e:<\/strong> \u66d6\u6627\u306a\u4e8b\u4f8b\u304c\u591a\u3044\u611f\u60c5\u5206\u6790\u3084\u3001\u72ec\u81ea\u306e\u30ec\u30fc\u30d9\u30eb\u540d\u3092\u6301\u3064\u5206\u985e\u30bf\u30b9\u30af\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"10-3.-%F0%9F%A7%A0-%E6%80%9D%E8%80%83%E9%80%A3%E9%8E%96%E3%83%97%E3%83%AD%E3%83%B3%E3%83%97%E3%83%88-(chain-of-thought-prompting%2C-cot)\" data-line=\"304\" class=\"code-line\">\n 10-3. \ud83e\udde0 \u601d\u8003\u9023\u9396\u30d7\u30ed\u30f3\u30d7\u30c8 (Chain-of-Thought Prompting, CoT)<\/h3>\n<div class=\"s_table\"><table data-line=\"306\" class=\"code-line\">\n<thead data-line=\"306\" class=\"code-line\">\n<tr data-line=\"306\" class=\"code-line\">\n<th style=\"text-align:left\">\u6982\u8981<\/th>\n<th style=\"text-align:left\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"308\" class=\"code-line\">\n<tr data-line=\"308\" class=\"code-line\">\n<td style=\"text-align:left\">\u30e2\u30c7\u30eb\u306b<strong>\u6700\u7d42\u7684\u306a\u7b54\u3048<\/strong>\u3092\u6c42\u3081\u308b\u3060\u3051\u3067\u306a\u304f\u3001<strong>\u7b54\u3048\u306b\u81f3\u308b\u307e\u3067\u306e\u8ad6\u7406\u7684\u306a\u601d\u8003\u30b9\u30c6\u30c3\u30d7<\/strong>\u3084<strong>\u9014\u4e2d\u8a08\u7b97<\/strong>\u3092\u3001<strong>\u6bb5\u968e\u7684\u306b\u8a00\u8a9e\u5316<\/strong>\u3059\u308b\u3088\u3046\u306b\u6307\u793a\u30fb\u4f8b\u793a\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u8907\u96d1\u306a\u63a8\u8ad6\u554f\u984c:<\/strong> \u6570\u5b66\u306e\u8a08\u7b97\u554f\u984c\u3001\u591a\u6bb5\u968e\u306e\u8ad6\u7406\u30d1\u30ba\u30eb\u3001\u5e38\u8b58\u7684\u306a\u77e5\u8b58\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u554f\u984c\u306a\u3069\u3002<\/td>\n<\/tr>\n<tr data-line=\"309\" class=\"code-line\">\n<td style=\"text-align:left\">\n<strong>\u7279\u5fb4:<\/strong> \u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u80fd\u529b\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u7279\u306b\u8907\u96d1\u306a\u554f\u984c\u3067\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u30bf\u30b9\u30af\u304c\u3088\u308a\u5c0f\u3055\u306a\u3001\u7ba1\u7406\u3057\u3084\u3059\u3044\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u89e3\u3055\u308c\u308b\u305f\u3081\u3001<strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u7b54\uff09\u306e\u767a\u751f\u7387\u3082\u4f4e\u4e0b<\/strong>\u3057\u3001\u30c7\u30d0\u30c3\u30b0\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/td>\n<td style=\"text-align:left\">\n<strong>\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u8a08\u753b:<\/strong> \u8907\u96d1\u306a\u65c5\u884c\u8a08\u753b\u3084\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30ed\u30b8\u30c3\u30af\u3092\u6bb5\u968e\u7684\u306b\u8a2d\u8a08\u3055\u305b\u308b\u30bf\u30b9\u30af\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p data-line=\"313\" class=\"code-line\">\u304a\u6c17\u6301\u3061\u7a0b\u5ea6\u306bAIF-C01\u306e\u5408\u683c\u4f53\u9a13\u8a18\u3063\u307d\u3044\u3082\u306e\u3092\u6b8b\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<ul data-line=\"315\" class=\"code-line\">\n<li data-line=\"315\" class=\"code-line\">AIF-C01\u3068\u3044\u3044\u3064\u3064\u3001\u5c11\u3057\u3060\u3051\u6697\u53f7\u5316(KMS)\u3001\u30b9\u30c8\u30ec\u30fc\u30b8(S3)\u3001\u76e3\u8996\u7cfb(CloudWatch,CloudTrail)\u306a\u3069\u3082\u51fa\u984c\u3042\u308a\u3002\u96e3\u89e3\u3067\u306f\u306a\u3044\u306e\u3067\u3001AWS\u306e\u696d\u52d9\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306a\u3089\u56de\u7b54\u3067\u304d\u308b\u3088\u3046\u306a\u30ec\u30d9\u30eb\u611f\u3067\u3059\u3002<\/li>\n<li data-line=\"316\" class=\"code-line\">\u5404\u5358\u8a9e\u306e\u610f\u5473\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u4f7f\u3044\u5206\u3051\u307e\u3067\u7406\u89e3\u3057\u307e\u3057\u3087\u3046\u3002\u7279\u306b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u7406\u89e3\u306f\u3068\u3066\u3082\u91cd\u8981\u3067\u3059\u3002<\/li>\n<li data-line=\"317\" class=\"code-line\">\u591a\u304f\u306e\u554f\u984c\u304cCloudLicense\u306e\u3082\u306e\u3068\u985e\u4f3c\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/li>\n<li data-line=\"318\" class=\"code-line\">\u7d50\u8ad6\u3001\u4eca\u56de\u3082CloudLicense\u3067\u5bfe\u7b56\u3067\u304d\u308c\u3070\u5341\u5206\u5408\u683c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p data-line=\"321\" class=\"code-line\">\u696d\u52d9\u7d4c\u9a13\u304c\u306a\u3044\u30b8\u30e3\u30f3\u30eb\u306e\u8cc7\u683c\u52c9\u5f37\u306f\u5927\u5909\u3068\u3044\u3046\u306e\u3092\u601d\u3044\u77e5\u308a\u307e\u3057\u305f\u3002\u7b11<br \/>MLA\u3001MLS\u306b\u6311\u6226\u3059\u308b\u3068\u304d\u306f\u3001\u5341\u5206\u306b\u52c9\u5f37\u671f\u9593\u3092\u8a2d\u3051\u3066\u81e8\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n<br \/><a href=\"https:\/\/zenn.dev\/agent_grow\/articles\/b03c798e5a92e7\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"2025\u5e7411\u670817\u65e5\u306bAWS Certified AI Practitioner(AIF-C01)\u306b\u5408\u683c\u3057\u307e\u3057\u305f\u3002 \u4ed6\u306e\u8cc7\u683c\u5b66\u7fd2\u3067\u5229\u7528\u3057\u3066\u3044\u305fCloudLicense\u304c1\u9031\u9593\u307b\u3069\u3042\u307e\u3063\u3066\u304a\u308a\u3001\u3053\u306e\u4f59\u3063\u305f\u671f\u9593\u3092\u7121\u99c4\u306b\u3057\u305f [&hellip;]","protected":false},"author":1,"featured_media":24530,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-24529","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AWS Certified AI Practitioner(AIF-C01) \u5099\u5fd8\u9332 - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zenn.dev\/agent_grow\/articles\/b03c798e5a92e7\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS Certified AI 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