{"id":6200,"date":"2025-01-15T18:16:38","date_gmt":"2025-01-15T09:16:38","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6200"},"modified":"2026-09-30T16:51:09","modified_gmt":"2026-09-30T07:51:09","slug":"mlopsengineer_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/mlopsengineer_glossary\/","title":{"rendered":"MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1fAI\u6d3b\u7528\u3092\u6210\u529f\u306b\u5c0e\u304f\u6b21\u4e16\u4ee3\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u672a\u6765"},"content":{"rendered":"\n<p>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u4f55\u304b\u3092\u521d\u5fc3\u8005\u306b\u3082\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u904b\u7528\u3001\u76e3\u8996\u3001\u6539\u5584\u307e\u3067\u3092\u652f\u3048\u308b\u5f79\u5272\u3001\u5fc5\u8981\u30b9\u30ad\u30eb\u3001\u4e3b\u8981\u30c4\u30fc\u30eb\u3001LLMOps\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6642\u4ee3\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1f<\/h2>\n<p>\u8fd1\u5e74\u3001\u4f01\u696d\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u306f\u300c\u5b9f\u9a13\u300d\u304b\u3089\u300c\u4e8b\u696d\u5229\u7528\u300d\u306e\u30d5\u30a7\u30fc\u30ba\u3078\u79fb\u884c\u3057\u3066\u3044\u307e\u3059\u3002\u9700\u8981\u4e88\u6e2c\u3001\u7570\u5e38\u691c\u77e5\u3001\u30ec\u30b3\u30e1\u30f3\u30c9\u3001\u751f\u6210AI\u306b\u3088\u308b\u696d\u52d9\u652f\u63f4\u306a\u3069\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u306f\u6025\u901f\u306b\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001AI\u30e2\u30c7\u30eb\u306f\u958b\u767a\u3057\u3066\u7d42\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u672c\u756a\u74b0\u5883\u3078\u5c55\u958b\u3057\u305f\u5f8c\u3082\u3001\u30c7\u30fc\u30bf\u306e\u5909\u5316\u306b\u3088\u308b\u7cbe\u5ea6\u4f4e\u4e0b\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u3001\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306a\u3069\u3001\u7d99\u7d9a\u7684\u306a\u904b\u7528\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u91cd\u8981\u306b\u306a\u308b\u306e\u304c**MLOps\uff08Machine Learning Operations\uff09**\u3067\u3059\u3002<\/p>\n<p>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fb\u6539\u5584\u307e\u3067\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7ba1\u7406\u3057\u3001AI\u3092\u5b89\u5b9a\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u5229\u7528\u3067\u304d\u308b\u72b6\u614b\u306b\u3059\u308b\u5c02\u9580\u4eba\u6750\u3067\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u3092\u3001\u5b9f\u969b\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3067\u5229\u7528\u53ef\u80fd\u306a\u5f62\u3078\u79fb\u884c\u3057\u3001\u9577\u671f\u9593\u306b\u308f\u305f\u3063\u3066\u4fa1\u5024\u3092\u7dad\u6301\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 99027560-a007-42e1-ae2d-9347c94dedfe --><\/p>\n<p><!-- notionvc: 8e22c84a-3862-4f48-b9fd-634b2ecde650 --><\/p>\n<h2>\u306a\u305c\u4ecaMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u304b<\/h2>\n<p><b>\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u304c\u5897\u5927<\/b><\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u305f\u4e88\u6e2c\u5206\u6790\u3084\u9867\u5ba2\u30ec\u30b3\u30e1\u30f3\u30c9\u3001\u696d\u52d9\u81ea\u52d5\u5316\u306a\u3069\u3001AI\u6d3b\u7528\u306b\u3088\u308b\u30d3\u30b8\u30cd\u30b9\u52b9\u7387\u5316\u3084\u53ce\u76ca\u6027\u5411\u4e0a\u306e\u4e8b\u4f8b\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30e2\u30c7\u30eb\u3092\u201c\u4f5c\u3063\u3066\u7d42\u308f\u308a\u201d\u3067\u306f\u3001\u305d\u306e\u771f\u4fa1\u306f\u767a\u63ee\u3055\u308c\u307e\u305b\u3093\u3002\u672c\u756a\u3067\u904b\u7528\u3057\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u521d\u3081\u3066\u3001\u672c\u683c\u7684\u306a\u52b9\u679c\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002MLOps\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u80cc\u666f\u306b\u306f\u3001\u3053\u3046\u3057\u305f<strong>\u904b\u7528\u3068\u6539\u5584\u3092\u30bb\u30c3\u30c8\u3067\u6349\u3048\u308b\u601d\u60f3\u306e\u5e83\u304c\u308a<\/strong>\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><b>\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u5316\u3068\u904b\u7528\u30b3\u30b9\u30c8\u306e\u5897\u5927<\/b><\/p>\n<p>\u7279\u306b\u8fd1\u5e74\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u9ad8\u5ea6\u304b\u3064\u5927\u898f\u6a21\u306b\u306a\u308a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3082\u81a8\u5927\u3001\u30a4\u30f3\u30d5\u30e9\u3082\u8907\u96d1\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u72b6\u6cc1\u3067\u306f\u3001\u5358\u306a\u308b\u958b\u767a\u3060\u3051\u3067\u306a\u304f\u3001\u74b0\u5883\u306e\u7ba1\u7406\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\uff0f\u30e2\u30c7\u30eb\u306e\u518d\u73fe\u6027\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u518d\u5b66\u7fd2\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u904b\u7528\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u5c02\u9580\u6027\u306e\u9ad8\u3044MLOps\u306e\u77e5\u898b\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p><b>\u65b0\u305f\u306a\u6280\u8853\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u30fb\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u8981\u8acb<\/b><\/p>\n<p>\u751f\u6210AI\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u3088\u3046\u306a\u6700\u65b0AI\u6280\u8853\u306e\u793e\u4f1a\u5b9f\u88c5\u304c\u9032\u3080\u4e2d\u3067\u3001\u30e2\u30c7\u30eb\u306e\u5b89\u5168\u6027\u30fb\u8aac\u660e\u6027\u30fb\u900f\u660e\u6027\u3084\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u898f\u5236\u5bfe\u5fdc\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u8981\u8acb\u306b\u5bfe\u5fdc\u3067\u304d\u308bMLOps\u4f53\u5236\u306f\u3001\u4f01\u696d\u306eAI\u5c0e\u5165\u306b\u304a\u3051\u308b\u201c\u5b89\u5168\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u904b\u7528\u306e\u524d\u63d0\u201d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<!-- notionvc: a1686506-da29-4902-9e40-bb2bd3f13091 --><\/p>\n<p><!-- notionvc: 42b3a680-b7a8-4b4e-ae86-c2054f970ed9 --><\/p>\n<h2>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e3b\u306a\u5f79\u5272<\/h2>\n<p><strong>1. \u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9<\/strong><\/p>\n<p>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u304b\u3089\u30e2\u30c7\u30eb\u5b66\u7fd2\u3001\u672c\u756a\u5c55\u958b\u307e\u3067\u306e\u4e00\u9023\u306e\u6d41\u308c\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\u4ee3\u8868\u7684\u306a\u696d\u52d9\u306b\u306f\u4ee5\u4e0b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u52a0\u5de5\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9<\/li>\n<li>\u7279\u5fb4\u91cf\u7ba1\u7406<\/li>\n<li>\u5b66\u7fd2\u51e6\u7406\u306e\u81ea\u52d5\u5316<\/li>\n<li>CI\/CD\u74b0\u5883\u306e\u69cb\u7bc9<\/li>\n<li>\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u57fa\u76e4\u306e\u6574\u5099<\/li>\n<\/ul>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u304c\u624b\u4f5c\u696d\u3067\u74b0\u5883\u69cb\u7bc9\u3084\u30e2\u30c7\u30eb\u66f4\u65b0\u3092\u884c\u3046\u8ca0\u62c5\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002<\/p>\n<hr \/>\n<p><strong>2. \u30e2\u30c7\u30eb\u76e3\u8996\u3068\u7d99\u7d9a\u7684\u6539\u5584<\/strong><\/p>\n<p>\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u72b6\u614b\u3092\u5e38\u306b\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u76e3\u8996\u5bfe\u8c61\u306b\u306f\u4ee5\u4e0b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u4e88\u6e2c\u7cbe\u5ea6<\/li>\n<li>\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5909\u5316<\/li>\n<li>\u63a8\u8ad6\u901f\u5ea6<\/li>\n<li>\u30b7\u30b9\u30c6\u30e0\u8ca0\u8377<\/li>\n<li>\u30e2\u30c7\u30eb\u5229\u7528\u72b6\u6cc1<\/li>\n<\/ul>\n<p>\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u306f\u3001\u539f\u56e0\u5206\u6790\u3092\u884c\u3044\u3001\u518d\u5b66\u7fd2\u3084\u30e2\u30c7\u30eb\u5909\u66f4\u306b\u3064\u306a\u3052\u307e\u3059\u3002<\/p>\n<hr \/>\n<p><strong>3. AI\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdc<\/strong><\/p>\n<p>\u4f01\u696d\u3067AI\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u7cbe\u5ea6\u3060\u3051\u3067\u306f\u306a\u304f\u5b89\u5168\u6027\u3084\u900f\u660e\u6027\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5bfe\u5fdc\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/li>\n<li>\u30e2\u30c7\u30eb\u5229\u7528\u5c65\u6b74\u7ba1\u7406<\/li>\n<li>\u500b\u4eba\u60c5\u5831\u4fdd\u8b77<\/li>\n<li>AI\u30ea\u30b9\u30af\u7ba1\u7406<\/li>\n<li>\u76e3\u67fb\u5bfe\u5fdc<\/li>\n<\/ul>\n<p>\u7279\u306b\u91d1\u878d\u3001\u533b\u7642\u3001\u81ea\u52d5\u8eca\u306a\u3069\u306e\u696d\u754c\u3067\u306f\u3001\u8aac\u660e\u53ef\u80fd\u306aAI\u3084\u5229\u7528\u30eb\u30fc\u30eb\u306e\u6574\u5099\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: a26dfe9d-249d-4f45-aa5e-943cfd1f3fdd --><\/p>\n<p><!-- notionvc: c05ec08e-5fc6-418c-a01b-7df570c9be37 --><\/p>\n<h2>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb<\/h2>\n<p>MLOps\u306f\u8907\u6570\u9818\u57df\u3092\u6a2a\u65ad\u3059\u308b\u6280\u8853\u5206\u91ce\u3067\u3059\u3002<\/p>\n<p><strong>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30fb\u6a5f\u68b0\u5b66\u7fd2<\/strong><\/p>\n<ul>\n<li>Python<\/li>\n<li>SQL<\/li>\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/li>\n<li>\u30c7\u30fc\u30bf\u51e6\u7406<\/li>\n<li>\u30e2\u30c7\u30eb\u8a55\u4fa1\u624b\u6cd5<\/li>\n<\/ul>\n<p><strong>\u30af\u30e9\u30a6\u30c9\u30fb\u30a4\u30f3\u30d5\u30e9\u6280\u8853<\/strong><\/p>\n<ul>\n<li>AWS<\/li>\n<li>Google Cloud<\/li>\n<li>Microsoft Azure<\/li>\n<li>Docker<\/li>\n<li>Kubernetes<\/li>\n<li>Terraform<\/li>\n<\/ul>\n<p><strong>DevOps\u30fb\u81ea\u52d5\u5316\u6280\u8853<\/strong><\/p>\n<ul>\n<li>CI\/CD<\/li>\n<li>Git<\/li>\n<li>Infrastructure as Code<\/li>\n<li>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u57fa\u76e4<\/li>\n<\/ul>\n<p><strong>AI\u904b\u7528\u77e5\u8b58<\/strong><\/p>\n<ul>\n<li>MLflow<\/li>\n<li>Feature Store<\/li>\n<li>\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea<\/li>\n<li>LLM\u8a55\u4fa1<\/li>\n<li>RAG\u904b\u7528<\/li>\n<\/ul>\n<p>\u7279\u306b\u8fd1\u5e74\u3067\u306f\u3001\u30af\u30e9\u30a6\u30c9\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\u3001AI\u30e2\u30c7\u30eb\u3092\u6a2a\u65ad\u3057\u3066\u8a2d\u8a08\u3067\u304d\u308b\u80fd\u529b\u304c\u91cd\u8996\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: ce13beac-a625-4629-a498-acb475b844b3 --><\/p>\n<p><!-- notionvc: d13f65dd-db2a-4b4c-96bb-b8fc1721fce8 --><\/p>\n<h2>MLOps\u3068DevOps\u306e\u9055\u3044<\/h2>\n<p>MLOps\u306fDevOps\u304b\u3089\u767a\u5c55\u3057\u305f\u8003\u3048\u65b9\u3067\u3059\u304c\u3001\u7ba1\u7406\u5bfe\u8c61\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>DevOps\u3067\u306f\u4e3b\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306e\u958b\u767a\u30fb\u904b\u7528\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001MLOps\u3067\u306f\u4ee5\u4e0b\u3082\u7ba1\u7406\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5b66\u7fd2\u30c7\u30fc\u30bf<\/li>\n<li>\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb<\/li>\n<li>\u30e2\u30c7\u30eb\u8a55\u4fa1\u7d50\u679c<\/li>\n<li>\u5b9f\u9a13\u5c65\u6b74<\/li>\n<li>\u7279\u5fb4\u91cf<\/li>\n<\/ul>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u300c\u540c\u3058\u30b3\u30fc\u30c9\u3067\u3082\u30c7\u30fc\u30bf\u304c\u5909\u308f\u308c\u3070\u7d50\u679c\u304c\u5909\u308f\u308b\u300d\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30b3\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u3092\u542b\u3081\u305f\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: b3de4f03-d7ef-4fa1-a6ae-b4bea9494022 --><\/p>\n<p><!-- notionvc: ffe858c8-7620-4b60-a475-ff8d07857570 --><\/p>\n<h2>\u4ee3\u8868\u7684\u306aMLOps\u30c4\u30fc\u30eb<\/h2>\n<p><strong>MLflow<\/strong><\/p>\n<p>\u5b9f\u9a13\u7ba1\u7406\u3001\u30e2\u30c7\u30eb\u7ba1\u7406\u3001\u30c7\u30d7\u30ed\u30a4\u7ba1\u7406\u3092\u884c\u3048\u308b\u4ee3\u8868\u7684\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u5b9f\u9a13\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3084\u8a55\u4fa1\u7d50\u679c\u3092\u8a18\u9332\u3057\u3001\u30e2\u30c7\u30eb\u306e\u518d\u73fe\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<p><strong>Kubeflow<\/strong><\/p>\n<p>Kubernetes\u4e0a\u3067\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n<p>\u5927\u898f\u6a21\u306aAI\u57fa\u76e4\u3084\u4f01\u696d\u5411\u3051ML\u74b0\u5883\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30af\u30e9\u30a6\u30c9AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong><\/p>\n<p>\u73fe\u5728\u3067\u306fAWS\u3001Google Cloud\u3001Microsoft Azure\u306a\u3069\u3082\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u307e\u3067\u7d71\u5408\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f01\u696d\u3067\u306f\u3001\u81ea\u793e\u306e\u958b\u767a\u4f53\u5236\u3084\u65e2\u5b58\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u5408\u308f\u305b\u305f\u9078\u629e\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: e1d7aefa-111f-4ca3-8846-a6cd2075fbb1 --><\/p>\n<p><!-- notionvc: db3bbbd9-b38d-4090-87c0-ab9264a46a23 --><\/p>\n<h2>MLOps\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n<p><strong>\u88fd\u9020\u696d<\/strong><\/p>\n<p>\u5de5\u5834\u8a2d\u5099\u306e\u30bb\u30f3\u30b5\u30fc\u60c5\u5831\u3092\u5229\u7528\u3057\u305f\u4e88\u5146\u4fdd\u5168\u3067\u306f\u3001AI\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u6545\u969c\u30ea\u30b9\u30af\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n<p>MLOps\u306b\u3088\u308a\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306e\u5909\u5316\u3092\u76e3\u8996\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u91d1\u878d\u696d<\/strong><\/p>\n<p>\u4e0d\u6b63\u691c\u77e5\u3001\u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3001\u30ea\u30b9\u30af\u5206\u6790\u306a\u3069\u3067\u306f\u3001\u9ad8\u3044\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u8aac\u660e\u53ef\u80fd\u6027\u3084\u76e3\u67fb\u5bfe\u5fdc\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>MLOps\u306b\u3088\u308b\u30e2\u30c7\u30eb\u7ba1\u7406\u306f\u3001\u91d1\u878dAI\u306e\u5b89\u5168\u904b\u7528\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u5c0f\u58f2\u30fbEC<\/strong><\/p>\n<p>\u9700\u8981\u4e88\u6e2c\u3001\u5546\u54c1\u63a8\u85a6\u3001\u4fa1\u683c\u6700\u9069\u5316\u306a\u3069\u3067\u306f\u3001\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u51e6\u7406\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p><strong>\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9<\/strong><\/p>\n<p>\u793e\u5185\u554f\u3044\u5408\u308f\u305bAI\u3001AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u56de\u7b54\u54c1\u8cea\u3084\u5229\u7528\u72b6\u6cc1\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308bLLMOps\u74b0\u5883\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: ef04d211-1bbc-4e11-96c0-3f952daccf42 --><\/p>\n<p><!-- notionvc: 6fb7205f-657a-4066-ab73-7803cf20d2f0 --><\/p>\n<h2>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u76f4\u9762\u3059\u308b\u8ab2\u984c<\/h2>\n<p><strong>\u6280\u8853\u9818\u57df\u304c\u5e83\u3044<\/strong><\/p>\n<p>MLOps\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30af\u30e9\u30a6\u30c9\u3001\u30a4\u30f3\u30d5\u30e9\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306a\u3069\u5e45\u5e83\u3044\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u3059\u3079\u3066\u3092\u4e00\u4eba\u3067\u62c5\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30af\u30e9\u30a6\u30c9\u62c5\u5f53\u8005\u3068\u306e\u5354\u696d\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u9078\u5b9a\u304c\u96e3\u3057\u3044<\/strong><\/p>\n<p>MLOps\u95a2\u9023\u30c4\u30fc\u30eb\u306f\u5897\u3048\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001\u591a\u6570\u306e\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u81ea\u793e\u306eAI\u5229\u7528\u898f\u6a21\u3084\u904b\u7528\u4f53\u5236\u306b\u9069\u3057\u305f\u30b7\u30f3\u30d7\u30eb\u306a\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><!-- notionvc: 48792399-94ef-4107-b31d-de2e08c9573c --><\/p>\n<p><!-- notionvc: d790309e-6551-499f-a86a-12d6e3a16c56 --><\/p>\n<h2>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u672a\u6765<\/h2>\n<p>\u4eca\u5f8c\u3001MLOps\u306f\u3055\u3089\u306b\u9032\u5316\u3057\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u5168\u4f53\u3092\u652f\u3048\u308b\u57fa\u76e4\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u6ce8\u76ee\u3055\u308c\u308b\u9818\u57df\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n<ul>\n<li>LLMOps\u306b\u3088\u308b\u751f\u6210AI\u904b\u7528<\/li>\n<li>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7ba1\u7406<\/li>\n<li>\u81ea\u52d5\u8a55\u4fa1\u30fb\u81ea\u52d5\u6539\u5584<\/li>\n<li>AI\u30ac\u30d0\u30ca\u30f3\u30b9<\/li>\n<li>\u30b3\u30b9\u30c8\u6700\u9069\u5316\uff08AI FinOps\uff09<\/li>\n<li>Responsible AI<\/li>\n<\/ul>\n<p>AI\u3092\u30d3\u30b8\u30cd\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u4f01\u696d\u304c\u5897\u3048\u308b\u307b\u3069\u3001\u300cAI\u3092\u7d99\u7d9a\u7684\u306b\u904b\u7528\u3067\u304d\u308b\u4eba\u6750\u300d\u306e\u91cd\u8981\u6027\u306f\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 24fe3466-a43c-4c2b-a06b-6c447cd835da --><\/p>\n<p><!-- notionvc: 91e23058-c75c-4a72-91d3-234dc7746058 --><\/p>\n<h2>\u307e\u3068\u3081\uff1aMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306fAI\u6642\u4ee3\u306e\u57fa\u76e4\u3092\u4f5c\u308b\u5b58\u5728<\/h2>\n<p>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u5358\u306b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u3060\u3051\u3067\u306f\u306a\u304f\u3001AI\u3092\u4f01\u696d\u306e\u7d99\u7d9a\u7684\u306a\u4fa1\u5024\u5275\u51fa\u306b\u3064\u306a\u3052\u308b\u91cd\u8981\u306a\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304b\u3089\u306eAI\u6642\u4ee3\u3067\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u80fd\u529b\u3060\u3051\u3067\u306a\u304f\u3001\u5b89\u5168\u306b\u904b\u7528\u3057\u3001\u6539\u5584\u3057\u7d9a\u3051\u308b\u4ed5\u7d44\u307f\u4f5c\u308a\u304c\u7af6\u4e89\u529b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u751f\u6210AI\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u666e\u53ca\u3059\u308b\u73fe\u5728\u3001MLOps\u306e\u77e5\u8b58\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u4f01\u696d\u306eAI\u6d3b\u7528\u3092\u652f\u3048\u308b\u4e2d\u6838\u4eba\u6750\u3068\u3057\u3066\u3055\u3089\u306b\u91cd\u8981\u6027\u3092\u5897\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<p><!-- 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