{"id":10487,"date":"2025-10-22T03:35:33","date_gmt":"2025-10-22T03:35:33","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=10487"},"modified":"2025-10-22T03:35:33","modified_gmt":"2025-10-22T03:35:33","slug":"srecon25-europe-middle-east-africa-%e5%8f%82%e5%8a%a0%e3%83%ac%e3%83%9d%e3%83%bc%e3%83%88-zozo-tech-blog","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/10487\/","title":{"rendered":"SREcon25 Europe\/Middle East\/Africa \u53c2\u52a0\u30ec\u30dd\u30fc\u30c8 &#8211; ZOZO TECH BLOG"},"content":{"rendered":"\n<\/p>\n<div>\n<p><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/v\/vasilyjp\/20251021\/20251021215654.png\" alt=\"SREcon25 Europe\/Middle East\/Africa \u53c2\u52a0\u30ec\u30dd\u30fc\u30c8\"\/><\/p>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u8a08\u6e2c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u958b\u767a\u672c\u90e8SRE\u30d6\u30ed\u30c3\u30af\u306e\u7e90\u7e88\u3067\u3059\u3002<\/p>\n<p>2025\u5e7410\u67086\u65e5\u301c9\u65e5\u306b\u30c0\u30d6\u30ea\u30f3\u3067\u958b\u50ac\u3055\u308c\u305fSREcon25\u306b\u53c2\u52a0\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u73fe\u5730\u306e\u69d8\u5b50\u3068\u6c17\u306b\u306a\u3063\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u5831\u544a\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"\u76ee\u6b21\">\u76ee\u6b21<\/h2>\n<h2 id=\"SREcon\u3068\u306f\">SREcon\u3068\u306f<\/h2>\n<p><a target=\"_blank\" href=\"https:\/\/www.usenix.org\/conference\/srecon\">SREcon<\/a>\u306f\u3001USENIX\u304c\u4e3b\u50ac\u3059\u308bSite Reliability Engineering\uff08SRE\uff09\u306b\u95a2\u3059\u308b\u56fd\u969b\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u3059\u3002\u4e16\u754c\u4e2d\u304b\u3089SRE\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30b7\u30b9\u30c6\u30e0\u904b\u7528\u306b\u643a\u308f\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u96c6\u307e\u308a\u3001\u6700\u65b0\u306e\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3084\u77e5\u898b\u3092\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u7279\u5fb4\u3068\u3057\u3066\u306f\u3001AI\/ML\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u306b\u95a2\u3059\u308b\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u5897\u3048\u3066\u304a\u308a\u3001SRE\u306e\u5f79\u5272\u304c\u5f93\u6765\u306e\u30a4\u30f3\u30d5\u30e9\u904b\u7528\u304b\u3089AI\u30b7\u30b9\u30c6\u30e0\u306e\u54c1\u8cea\u4fdd\u8a3c\u3084\u30ea\u30b9\u30af\u7ba1\u7406\u306b\u307e\u3067\u62e1\u5927\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3046\u304b\u304c\u3048\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u666e\u53ca\u306b\u4f34\u3044\u3001Kubernetes\u3084\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u306e\u904b\u7528\u306b\u95a2\u3059\u308b\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3082\u591a\u304f\u7d39\u4ecb\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u73fe\u5730\u306e\u69d8\u5b50\">\u73fe\u5730\u306e\u69d8\u5b50<\/h2>\n<p>\u4eca\u56de\u306e\u4f1a\u5834\u306fDublin Convention Centre\u3067\u30013\u3064\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u30eb\u30fc\u30e0\u3068\u5c55\u793a\u30a8\u30ea\u30a2\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"SREcon\u958b\u50ac\u524d\u306e\u69d8\u5b50\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><a target=\"_blank\" href=\"http:\/\/f.hatena.ne.jp\/vasilyjp\/20251016140702\" class=\"hatena-fotolife\" itemprop=\"url\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/v\/vasilyjp\/20251016\/20251016140702.jpg\" width=\"1200\" height=\"675\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/a><\/span><figcaption>SREcon\u958b\u50ac\u524d\u306e\u69d8\u5b50<\/figcaption><\/figure>\n<\/p>\n<p>\u6bd4\u8f03\u7684\u5c0f\u3055\u306a\u898f\u6a21\u306e\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u3059\u304c\u3001\u305d\u306e\u5206\u3001\u53c2\u52a0\u8005\u540c\u58eb\u306e\u4ea4\u6d41\u304c\u6d3b\u767a\u306a\u5370\u8c61\u3092\u53d7\u3051\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30e8\u30fc\u30ed\u30c3\u30d1\u3084\u30a2\u30e1\u30ea\u30ab\u304b\u3089\u306e\u53c2\u52a0\u8005\u304c\u591a\u304f\u3001\u5f8c\u304b\u3089\u53c2\u52a0\u8005\u30ea\u30b9\u30c8\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\u3001\u65e5\u672c\u304b\u3089\u306e\u53c2\u52a0\u8005\u306f\u79c11\u4eba\u3060\u3051\u306e\u3088\u3046\u3067\u3057\u305f\u3002SREcon\u306f\u5e74\u306b\u6570\u56de\u958b\u50ac\u3055\u308c\u3066\u304a\u308a\u3001\u6b21\u56de\u306f2026\u5e743\u6708\u306b\u30a2\u30e1\u30ea\u30ab\u306e\u30b7\u30a2\u30c8\u30eb\u3067\u958b\u50ac\u3055\u308c\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<h2 id=\"\u30bb\u30c3\u30b7\u30e7\u30f3\u7d39\u4ecb\">\u30bb\u30c3\u30b7\u30e7\u30f3\u7d39\u4ecb<\/h2>\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u4eca\u56de\u53c2\u52a0\u3057\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u4e2d\u304b\u3089\u7279\u306b\u5370\u8c61\u306b\u6b8b\u3063\u305f\u3082\u306e\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"SRE-for-AI-and-AI-for-SRE\">SRE for AI and AI for SRE<\/h2>\n<p>\u307e\u305a\u3001Anthropic\u306eNiall Murphy\u6c0f\u306b\u3088\u308b\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u30012024\u5e748\u6708\u306b\u767a\u751f\u3057\u305fClaude AI\u306e\u54c1\u8cea\u52a3\u5316\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306b\u3064\u3044\u3066\u8a73\u7d30\u306a\u4e8b\u5f8c\u5206\u6790\u304c\u5171\u6709\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306f\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u57fa\u76e4\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u554f\u984c\u304c\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u4f4e\u4e0b\u3092\u5f15\u304d\u8d77\u3053\u3057\u305f\u3068\u3044\u3046\u3001\u975e\u5e38\u306b\u8208\u5473\u6df1\u3044\u4e8b\u4f8b\u3067\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/v\/vasilyjp\/20251016\/20251016140711.jpg\" alt=\"srecon_slide_claude\"\/><\/p>\n<h3 id=\"\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306e\u6982\u8981\">\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306e\u6982\u8981<\/h3>\n<p>8\u6708\u4e0a\u65ec\u304b\u3089\u3001X\u3084Reddit\u3067\u300cClaude\u304c\u4ee5\u524d\u3088\u308a\u6027\u80fd\u304c\u843d\u3061\u305f\u300d\u3068\u3044\u3046\u5831\u544a\u304c\u6025\u5897\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u8abf\u67fb\u3092\u9032\u3081\u3066\u3082\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3067\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u306f\u884c\u3063\u3066\u3044\u306a\u3044<\/li>\n<li>\u6a19\u6e96\u7684\u306a\u54c1\u8cea\u8a55\u4fa1\uff08SWE-bench\u7b49\uff09\u3067\u306f\u554f\u984c\u306a\u3057<\/li>\n<li>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30a2\u30e9\u30fc\u30c8\u306f\u4e00\u5207\u767a\u5831\u3057\u3066\u3044\u306a\u3044<\/li>\n<li>\u518d\u73fe\u304c\u975e\u5e38\u306b\u56f0\u96e3\uff08\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u72b6\u6cc1\u306b\u3088\u3063\u3066\u52d5\u7684\u306b\u5909\u5316\uff09<\/li>\n<\/ul>\n<p>\u6700\u7d42\u7684\u306b\u30013\u3064\u306e\u72ec\u7acb\u3057\u305f\u30d0\u30b0\u304c\u8907\u5408\u7684\u306b\u5f71\u97ff\u3057\u3066\u3044\u305f\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002<\/p>\n<ol>\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u30a8\u30e9\u30fc<\/strong>\uff1a100\u4e07\u30c8\u30fc\u30af\u30f3\u5bfe\u5fdc\u306e\u30ea\u30ea\u30fc\u30b9\u6e96\u5099\u6642\u306b\u3001\u77ed\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7528\u30a4\u30f3\u30d5\u30e9\u306b\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3057\u305f\u969b\u3001\u6b63\u3057\u304f\u52d5\u4f5c\u3057\u306a\u304b\u3063\u305f\u3002<\/li>\n<li><strong>\u51fa\u529b\u7834\u640d\u30d0\u30b0<\/strong>\uff1a\u30c8\u30fc\u30af\u30f3\u751f\u6210\u51e6\u7406\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u4e0b\u3067\u78ba\u7387\u5206\u5e03\u304c\u8aa4\u3063\u305f\u5024\u3068\u306a\u3063\u305f\u3002\u6975\u3081\u3066\u4f4e\u3044\u78ba\u7387\u306e\u30c8\u30fc\u30af\u30f3\u304c\u9078\u629e\u3055\u308c\u308b\uff08\u4e2d\u56fd\u8a9e\u3084\u82f1\u8a9e\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u30bf\u30a4\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u304c\u8fd4\u3055\u308c\u308b\u7b49\uff09\u3002<\/li>\n<li><strong>Top-K XLA\u30b3\u30f3\u30d1\u30a4\u30e9\u30d0\u30b0<\/strong>\uff1a\u6df7\u5408\u7cbe\u5ea6\u306e\u6f14\u7b97\u3068\u30b3\u30f3\u30d1\u30a4\u30e9\u30d0\u30b0\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3001\u4fee\u6b63\u3092\u8a66\u307f\u305f\u7d50\u679c\u3055\u3089\u306b\u60aa\u5316\u3059\u308b\u3068\u3044\u3046\u72b6\u6cc1\u3082\u767a\u751f\u3002<\/li>\n<\/ol>\n<h3 id=\"\u5b66\u3093\u3060\u3053\u3068\">\u5b66\u3093\u3060\u3053\u3068<\/h3>\n<p>\u3053\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u304b\u3089\u5f97\u3089\u308c\u305f\u6700\u3082\u91cd\u8981\u306a\u70b9\u306f\u3001<strong>\u54c1\u8cea\u304cML\/AI\u30b7\u30b9\u30c6\u30e0\u306b\u3068\u3063\u3066\u9069\u5207\u306aSLO\u3067\u3042\u308b<\/strong>\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u6b63\u3057\u304f\u52d5\u4f5c\u3057\u306a\u3051\u308c\u3070\u3001\u53ef\u7528\u6027\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306f\u610f\u5473\u3092\u6301\u3061\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u554f\u984c\u304c\u54c1\u8cea\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u3001SRE\u30c1\u30fc\u30e0\u3082\u54c1\u8cea\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304c\u5fc5\u8981\u3060\u3068\u5f37\u304f\u8a8d\u8b58\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc\u3068\u30c7\u30d0\u30c3\u30b0\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306b\u3064\u3044\u3066\u3082\u8003\u3048\u3055\u305b\u3089\u308c\u307e\u3057\u305f\u3002Anthropic\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u5fdc\u7b54\u3092\u4fdd\u5b58\u3057\u306a\u3044\u30dd\u30ea\u30b7\u30fc\u3092\u6301\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u300c\u82f1\u8a9e\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u30bf\u30a4\u8a9e\u306e\u30c8\u30fc\u30af\u30f3\u304c\u8fd4\u3055\u308c\u308b\u300d\u3068\u3044\u3063\u305f\u660e\u3089\u304b\u306a\u7570\u5e38\u3092\u81ea\u52d5\u691c\u51fa\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u5f0a\u30c1\u30fc\u30e0\u3067\u3082\u3001\u30b5\u30a4\u30ba\u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u3092\u306f\u3058\u3081\u3068\u3057\u305fML\u30b7\u30b9\u30c6\u30e0\u3092\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5909\u66f4\u304c\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u3078\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u3092\u5e38\u306b\u610f\u8b58\u3057\u3001\u54c1\u8cea\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u91cd\u8981\u306aSLO\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u3060\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"Why-Risk-Management-Requires-Taking-Risks-A-Practical-Guide-to-Getting-SRE-Teams-AI-Ready\">Why Risk Management Requires Taking Risks: A Practical Guide to Getting SRE Teams AI-Ready<\/h2>\n<p>NVIDIA\u306eGeForce NOW\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306eSRE\u30c1\u30fc\u30e0\u306b\u3088\u308b\u3001AI\u3092\u6d3b\u7528\u3057\u3066\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u6642\u9593\u3092\u5287\u7684\u306b\u77ed\u7e2e\u3057\u305f\u4e8b\u4f8b\u306e\u7d39\u4ecb\u3067\u3057\u305f\u3002\u30b0\u30ed\u30fc\u30d0\u30eb\u306735\u62e0\u70b9\u300125,000\u53f0\u4ee5\u4e0a\u306e\u7269\u7406\u30b5\u30fc\u30d0\u30fc\u3001100,000\u500b\u4ee5\u4e0a\u306eGPU\u309226\u4eba\u306e\u30c1\u30fc\u30e0\u3067\u904b\u7528\u3057\u3066\u3044\u308b\u4e2d\u3067\u3001AI\u3092\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u304b\u304c\u5177\u4f53\u7684\u306b\u8a9e\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"AI\u6d3b\u7528\u306e\u6bb5\u968e\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\">AI\u6d3b\u7528\u306e\u6bb5\u968e\u7684\u30a2\u30d7\u30ed\u30fc\u30c1<\/h3>\n<p>GeForce NOW\u30c1\u30fc\u30e0\u306f\u3001AI\u306e\u63a1\u7528\u30924\u3064\u306e\u30ec\u30d9\u30eb\u3067\u6bb5\u968e\u7684\u306b\u9032\u3081\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u300cWhy Risk Management Requires Taking Risks\u300d p.5\u3088\u308a\u5f15\u7528\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><a target=\"_blank\" href=\"http:\/\/f.hatena.ne.jp\/vasilyjp\/20251016140720\" class=\"hatena-fotolife\" itemprop=\"url\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/v\/vasilyjp\/20251016\/20251016140720.png\" width=\"1200\" height=\"676\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/a><\/span><figcaption>\u300c<a target=\"_blank\" href=\"https:\/\/www.usenix.org\/system\/files\/srecon25emea_slides-kumar.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Why Risk Management Requires Taking Risks<\/a>\u300d p.5\u3088\u308a\u5f15\u7528<\/figcaption><\/figure>\n<\/p>\n<p><strong>\u30ec\u30d9\u30eb1\uff1a\u8981\u7d04\uff08Summarization\uff09<\/strong><\/p>\n<ul>\n<li>\u30d7\u30ec\u30a4\u30d6\u30c3\u30af\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8981\u7d04<\/li>\n<li>\u6700\u3082\u7c21\u5358\u306b\u59cb\u3081\u3089\u308c\u308b\u304c\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u54c1\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58<\/li>\n<li>80\uff05\u6b63\u3057\u3044\u56de\u7b54\u3067\u306f\u4fe1\u983c\u3092\u5931\u3046\u305f\u3081\u3001\u5b9f\u306f\u6700\u3082\u96e3\u3057\u3044\n<ul>\n<li>\u4f8b\uff1a\u30d7\u30ec\u30a4\u30d6\u30c3\u30af\u306b\u300c\u30b5\u30fc\u30d3\u30b9A\u3092\u518d\u8d77\u52d5\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u306b\u3001\u300c\u30b5\u30fc\u30d3\u30b9B\u3092\u518d\u8d77\u52d5\u300d\u3068\u8981\u7d04\u3055\u308c\u305f\u5834\u5408\u3001\u969c\u5bb3\u304c\u60aa\u5316\u3057\u3066\u3057\u307e\u3046<\/li>\n<li>\u4e00\u5ea6\u3067\u3082\u8aa4\u3063\u305f\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3068\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u304cAI\u306e\u56de\u7b54\u3092\u4fe1\u983c\u3057\u306a\u304f\u306a\u308a\u3001AI\u5c0e\u5165\u306e\u610f\u5473\u304c\u8584\u304f\u306a\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u30ec\u30d9\u30eb2\uff1a\u60c5\u5831\u306e\u7d71\u5408\uff08Synthesis\uff09<\/strong><\/p>\n<ul>\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30e1\u30c8\u30ea\u30af\u30b9\u3001SLO\u3001\u30b7\u30b9\u30c6\u30e0\u72b6\u614b\u3092\u96c6\u7d04<\/li>\n<li>\u300c\u30d6\u30eb\u30ac\u30ea\u30a2\u3067\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u5bfe\u3057\u30011\u5206\u4ee5\u5185\u3067\u5168\u60c5\u5831\u3092\u63d0\u793a<\/li>\n<li>20\u5206\u304b\u304b\u3063\u3066\u3044\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u53ce\u96c6\u304c1\u5206\u672a\u6e80\u306b\u77ed\u7e2e<\/li>\n<\/ul>\n<p><strong>\u30ec\u30d9\u30eb3\uff1a\u8a55\u4fa1\uff08Evaluation\uff09<\/strong><\/p>\n<ul>\n<li>\u30b7\u30b9\u30c6\u30e0\u306e\u72b6\u614b\u3092\u8a55\u4fa1\u3057\u3001\u554f\u984c\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u7b87\u6240\u3092\u63d0\u6848<\/li>\n<li><strong>\u30d9\u30a4\u30b8\u30a2\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>\u3092\u6d3b\u7528\u3057\u305f\u6839\u672c\u539f\u56e0\u306e\u5206\u6790\n<ul>\n<li>\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u78ba\u7387\u3068\u3068\u3082\u306b\u30de\u30c3\u30d4\u30f3\u30b0<\/li>\n<li>\u4e0e\u3048\u3089\u308c\u305f\u969c\u5bb3\u304b\u3089\u6700\u3082\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u6839\u672c\u539f\u56e0\u3092\u63a8\u5b9a<\/li>\n<li>\u89b3\u6e2c\u53ef\u80fd\u6027\u306e\u30ae\u30e3\u30c3\u30d7\u3082\u53ef\u8996\u5316\u3055\u308c\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u30ec\u30d9\u30eb4\uff1a\u30a2\u30af\u30b7\u30e7\u30f3\u5b9f\u884c\uff08Action-Taking\uff09<\/strong><\/p>\n<ul>\n<li>AI\u304c\u5b9f\u969b\u306b\u30b7\u30b9\u30c6\u30e0\u306b\u5bfe\u3057\u3066\u4fee\u5fa9\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c<\/li>\n<li>\u30b5\u30fc\u30d3\u30b9\u518d\u8d77\u52d5\u306a\u3069\u306e\u5b89\u5168\u306a\u64cd\u4f5c\u304b\u3089\u958b\u59cb<\/li>\n<li>\u4eba\u9593\u306e\u627f\u8a8d\u30b9\u30c6\u30c3\u30d7\u3092\u7d44\u307f\u8fbc\u3093\u3067\u5b89\u5168\u6027\u3092\u62c5\u4fdd<\/li>\n<\/ul>\n<h3 id=\"\u5177\u4f53\u7684\u306a\u6210\u679c\">\u5177\u4f53\u7684\u306a\u6210\u679c<\/h3>\n<p>\u9031\u6b21\u30b5\u30fc\u30d3\u30b9\u30ec\u30d3\u30e5\u30fc\u306e\u6e96\u5099\u6642\u9593\u304c2\u301c3\u6642\u9593\u304b\u30895\u5206\u3078\u77ed\u7e2e\u3055\u308c\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306bSRE\u30c1\u30fc\u30e0\u3092\u7d4c\u7531\u305b\u305aAI\u304c\u56de\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u5f0a\u30c1\u30fc\u30e0\u3078\u306e\u9069\u7528\">\u5f0a\u30c1\u30fc\u30e0\u3078\u306e\u9069\u7528<\/h3>\n<p>\u5f0a\u30c1\u30fc\u30e0\u3067\u306f\u3001\u305d\u3053\u307e\u3067\u591a\u304f\u306e\u30b5\u30fc\u30d0\u30fc\u3092\u904b\u7528\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001GeForce NOW\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306aAI\u5c0e\u5165\u306f\u73fe\u6642\u70b9\u3067\u306f\u30b3\u30b9\u30c8\u306b\u898b\u5408\u308f\u306a\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001<strong>\u30ec\u30d9\u30eb1\u306e\u8981\u7d04<\/strong>\u3084<strong>\u30ec\u30d9\u30eb2\u306e\u60c5\u5831\u7d71\u5408<\/strong>\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u6574\u5099\u3068\u5408\u308f\u305b\u3066\u3059\u3050\u306b\u3067\u3082\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u611f\u3058\u307e\u3057\u305f\u3002\u7279\u306b\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u6642\u306e\u521d\u52d5\u3067\u3001\u904e\u53bb\u306e\u985e\u4f3c\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u3084\u30d7\u30ec\u30a4\u30d6\u30c3\u30af\u3092\u7d20\u65e9\u304f\u53c2\u7167\u3067\u304d\u308b\u3053\u3068\u306f\u5927\u304d\u306a\u4fa1\u5024\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"Performance-Consistency-in-the-Cloud\">Performance Consistency in the Cloud<\/h2>\n<p>AWS\u306b\u3088\u308b\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u5909\u52d5\u306e\u539f\u56e0\u3068\u5bfe\u7b56\u306b\u3064\u3044\u3066\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u3057\u305f\u3002\u307b\u3068\u3093\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306e\u5909\u52d5\u306f\u8a31\u5bb9\u7bc4\u56f2\u3067\u3059\u304c\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u3084\u30b2\u30fc\u30e0\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306a\u3069\u3001\u30de\u30a4\u30af\u30ed\u79d2\u5358\u4f4d\u306e\u4e00\u8cab\u6027\u304c\u91cd\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u306b\u3068\u3063\u3066\u306f\u81f4\u547d\u7684\u306a\u554f\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u300cPerformance Consistency&#10;in the Cloud\u300d p.5\u3088\u308a\u5f15\u7528\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><a target=\"_blank\" href=\"http:\/\/f.hatena.ne.jp\/vasilyjp\/20251016140737\" class=\"hatena-fotolife\" itemprop=\"url\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/v\/vasilyjp\/20251016\/20251016140737.png\" width=\"1200\" height=\"679\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/a><\/span><figcaption>\u300c<a target=\"_blank\" href=\"https:\/\/www.usenix.org\/system\/files\/srecon25emea_slides-cohen-performance.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Performance Consistency<br \/>\nin the Cloud<\/a>\u300d p.5\u3088\u308a\u5f15\u7528<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5909\u52d5\u306e\u4e3b\u306a\u539f\u56e0\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5909\u52d5\u306e\u4e3b\u306a\u539f\u56e0<\/h3>\n<p><strong>1. \u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30b7\u30fc\uff08\u6700\u5927\u306e\u8981\u56e0\uff09<\/strong><\/p>\n<p>\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u516c\u5e73\u6027\u3092\u4fdd\u3064\u305f\u3081\u3001\u30ea\u30bd\u30fc\u30b9\u3078\u5236\u9650\u3092\u5b9f\u88c5\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u304c\u5909\u52d5\u306e\u6700\u5927\u306e\u539f\u56e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002AWS Nitro\u306f\u5c02\u7528\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306b\u5236\u5fa1\u3092\u30aa\u30d5\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u306eCPU\u30b5\u30a4\u30af\u30eb\u3092\u6d88\u8cbb\u305b\u305a\u306b\u7ba1\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>2. \u5171\u6709\u30ea\u30bd\u30fc\u30b9<\/strong><\/p>\n<p>\u8907\u6570\u306e\u30c6\u30ca\u30f3\u30c8\u304c\u540c\u3058CPU\u30bd\u30b1\u30c3\u30c8\u3092\u5171\u6709\u3059\u308b\u5834\u5408\u3001L3\u30ad\u30e3\u30c3\u30b7\u30e5\u3084\u30e1\u30e2\u30ea\u30d0\u30b9\u304c\u5171\u6709\u3055\u308c\u307e\u3059\u3002CPU\u30b5\u30fc\u30de\u30eb\u3068\u30d1\u30ef\u30fc\u7ba1\u7406\u306e\u5236\u9650\u3082\u5171\u6709\u3055\u308c\u308b\u305f\u3081\u3001\u4e00\u65b9\u306e\u8ca0\u8377\u304c\u9ad8\u307e\u308b\u3068\u5168\u4f53\u306e\u5468\u6ce2\u6570\u304c\u4f4e\u4e0b\u3057\u3001\u4ed6\u306e\u30c6\u30ca\u30f3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3082\u5f71\u97ff\u3092\u53d7\u3051\u307e\u3059\u3002AWS Nitro\u30cf\u30a4\u30d1\u30fc\u30d0\u30a4\u30b6\u30fc\u306f\u3001\u3053\u306e\u5f71\u97ff\u30921\uff05\u672a\u6e80\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306b\u6291\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>3. \u30b9\u30c8\u30ec\u30fc\u30b8<\/strong><\/p>\n<p>\u30de\u30cd\u30fc\u30b8\u30c9\u30d6\u30ed\u30c3\u30af\u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u306b\u898b\u3048\u3066\u3082\u5b9f\u969b\u306b\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7d4c\u7531\u3067\u30a2\u30af\u30bb\u30b9\u3055\u308c\u307e\u3059\u3002\u30d1\u30b9\u306e\u9577\u3055\u3084\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8f3b\u8f33\u306b\u3088\u3063\u3066\u5909\u52d5\u304c\u767a\u751f\u3057\u307e\u3059\u3002AWS SRD\uff08Scalable Reliable Datagram\uff09\u3067\u306f\u3001\u8907\u6570\u306e\u30d1\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u8f3b\u8f33\u3092\u56de\u907f\u3057\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3092\u6539\u5584\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>4. \u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u5185\u306e\u914d\u7f6e\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d1\u30b9\u304c\u9078\u629e\u3055\u308c\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u914d\u7f6e\u306f\u6697\u9ed9\u7684\u3067\u3042\u308b\u305f\u3081\u3001Placement Groups\u3092\u4f7f\u7528\u3057\u3066\u540c\u3058\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u30d1\u30a4\u30f3\u306b\u914d\u7f6e\u3059\u308b\u3053\u3068\u3067\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"\u7de9\u548c\u7b56\">\u7de9\u548c\u7b56<\/h3>\n<ul>\n<li>\u30d0\u30fc\u30b9\u30c8\u53ef\u80fd\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u907f\u3051\u308b<\/li>\n<li>\u3088\u308a\u5927\u304d\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u9078\u629e\u3057\u3066\u30ea\u30df\u30c3\u30c8\u3092\u4e0a\u3052\u308b<\/li>\n<li>\u5c02\u7528\u30db\u30b9\u30c8\u3092\u4f7f\u3046\u3053\u3068\u3067CPU\u30bd\u30b1\u30c3\u30c8\u5168\u4f53\u3092\u5360\u6709<\/li>\n<li>ARM64 CPU\u306f\u56fa\u5b9a\u5468\u6ce2\u6570\u3067\u4e88\u6e2c\u53ef\u80fd\u6027\u304c\u9ad8\u3044<\/li>\n<li>\u30ed\u30fc\u30ab\u30ebNVMe SSD\u306e\u4f7f\u7528\uff1a\u305f\u3060\u3057\u30a8\u30d5\u30a7\u30e1\u30e9\u30eb\uff08\u63ee\u767a\u6027\uff09\u306e\u5236\u7d04\u3042\u308a<\/li>\n<\/ul>\n<h3 id=\"\u5b66\u3093\u3060\u3053\u3068-1\">\u5b66\u3093\u3060\u3053\u3068<\/h3>\n<p>\u73fe\u72b6\u5f0a\u30c1\u30fc\u30e0\u3067\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306e\u5909\u52d5\u306f\u3042\u307e\u308a\u554f\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u5c06\u6765\u7684\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u304c\u91cd\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u904b\u7528\u3059\u308b\u5834\u5408\u3001\u4eca\u56de\u306e\u77e5\u898b\u3092\u6d3b\u304b\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9078\u5b9a\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3092\u3057\u305f\u3044\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"CPU-Utilization-The-Hidden-Cost-of-Running-Hot\">CPU Utilization: The Hidden Cost of Running Hot<\/h2>\n<p>GitHub\u306e\u30b9\u30d4\u30fc\u30ab\u30fc\u306b\u3088\u308b\u3001\u9ad8\u3044CPU\u4f7f\u7528\u7387\u3067\u904b\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308b\u96a0\u308c\u305f\u30b3\u30b9\u30c8\u306b\u3064\u3044\u3066\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u3057\u305f\u3002\u5f93\u6765\u306e\u300cCPU\u4f7f\u7528\u7387\u309280\uff05\u4ee5\u4e0b\u306b\u4fdd\u3064\u300d\u3068\u3044\u3046\u7d4c\u9a13\u5247\u306f\u5fc5\u305a\u3057\u3082\u6b63\u3057\u304f\u306a\u3044\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u3088\u3063\u3066\u6700\u9069\u306a\u4f7f\u7528\u7387\u306f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001\u3053\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u306f\u3053\u3061\u3089\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u5143\u306b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fgithub.blog%2Fengineering%2Farchitecture-optimization%2Fbreaking-down-cpu-speed-how-utilization-impacts-performance\" title=\"Breaking down CPU speed: How utilization impacts performance\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/github.blog\/engineering\/architecture-optimization\/breaking-down-cpu-speed-how-utilization-impacts-performance\">github.blog<\/a><\/cite><\/p>\n<h3 id=\"\u9ad8CPU\u4f7f\u7528\u7387\u306e\u96a0\u308c\u305f\u30b3\u30b9\u30c8\">\u9ad8CPU\u4f7f\u7528\u7387\u306e\u96a0\u308c\u305f\u30b3\u30b9\u30c8<\/h3>\n<p><strong>1. \u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306e\u52a3\u5316<\/strong><\/p>\n<p>\u30ad\u30e5\u30fc\u30a4\u30f3\u30b0\u7406\u8ad6\u306b\u3088\u308a\u3001\u4f7f\u7528\u7387\u306e\u4e0a\u6607\u306b\u4f34\u3044\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u306f\u975e\u7dda\u5f62\u306b\u5897\u52a0\u3057\u307e\u3059\u3002CPU\u4f7f\u7528\u738790\uff05\u4ee5\u4e0a\u3067\u306f\u3001\u308f\u305a\u304b\u306a\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5897\u52a0\u3067\u3082\u5927\u304d\u306a\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u30b9\u30d1\u30a4\u30af\u3092\u5f15\u304d\u8d77\u3053\u3057\u307e\u3059\u3002\u7279\u306bP99\/P999\u306e\u30c6\u30fc\u30eb\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u304c\u6700\u521d\u306b\u5f71\u97ff\u3092\u53d7\u3051\u307e\u3059\u3002<\/p>\n<p><strong>2. \u969c\u5bb3\u6642\u306e\u30d0\u30c3\u30d5\u30a1\u306e\u6b20\u5982<\/strong><\/p>\n<p>\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304b\u3089\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u5438\u53ce\u3059\u308b\u4f59\u88d5\u304c\u306a\u304f\u3001\u30ab\u30b9\u30b1\u30fc\u30c9\u969c\u5bb3\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u9045\u5ef6\u304c\u81f4\u547d\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>3. \u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30ea\u30b9\u30af<\/strong><\/p>\n<p>\u30ed\u30fc\u30ea\u30f3\u30b0\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306f\u4e00\u6642\u7684\u306a\u5bb9\u91cf\u640d\u5931\u3092\u5f15\u304d\u8d77\u3053\u3059\u305f\u3081\u3001\u9ad8\u4f7f\u7528\u7387\u3067\u306e\u904b\u7528\u306f\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u8d77\u56e0\u306e\u969c\u5bb3\u30ea\u30b9\u30af\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<p><strong>4. \u904b\u7528\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9<\/strong><\/p>\n<p>\u5e38\u306b\u5bb9\u91cf\u306e\u554f\u984c\u3078\u5bfe\u51e6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30a2\u30e9\u30fc\u30c8\u75b2\u308c\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8abf\u67fb\u306e\u4f59\u88d5\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u6700\u9069\u5316\u306e\u6226\u7565\">\u6700\u9069\u5316\u306e\u6226\u7565<\/h3>\n<ul>\n<li>\u30b5\u30fc\u30d3\u30b9\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\/\u4f7f\u7528\u7387\u30ab\u30fc\u30d6\u3092\u7406\u89e3\u3059\u308b<\/li>\n<li>\u30ec\u30a4\u30c6\u30f3\u30b7\u30fcSLO\u306b\u57fa\u3065\u3044\u3066\u76ee\u6a19\u4f7f\u7528\u7387\u3092\u8a2d\u5b9a\u3059\u308b<\/li>\n<li>\u30ea\u30af\u30a8\u30b9\u30c8\u30b7\u30a7\u30c7\u30a3\u30f3\u30b0\/\u30ed\u30fc\u30c9\u30b7\u30a7\u30c7\u30a3\u30f3\u30b0\u3092\u5b9f\u88c5<\/li>\n<li>\u5e73\u5747\u3060\u3051\u3067\u306a\u304fP99\u3084\u5206\u5e03\u3092\u76e3\u8996\u3059\u308b<\/li>\n<\/ul>\n<p>\u6240\u611f\u3068\u3057\u3066\u3001GitHub\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306e\u305f\u3081\u306b\u9ad8\u3044CPU\u4f7f\u7528\u7387\u3067\u904b\u7528\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u5834\u5408\u3067\u3082\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3084\u969c\u5bb3\u30ea\u30b9\u30af\u3092\u5341\u5206\u306b\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u611f\u3058\u307e\u3057\u305f\u3002\u5f0a\u30c1\u30fc\u30e0\u3067\u306f\u307e\u3060\u305d\u3053\u307e\u3067\u9ad8\u3044\u4f7f\u7528\u7387\u3067\u904b\u7528\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u5c06\u6765\u7684\u306b\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u969b\u306b\u306f\u4eca\u56de\u306e\u77e5\u898b\u3092\u6d3b\u304b\u3057\u3066\u9069\u5207\u306a\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u3063\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"MLOps-2025-A-Journey-into-the-Past-and-the-Future\">MLOps 2025: A Journey into the Past and the Future<\/h2>\n<p>\u6700\u5f8c\u306bZalando\u306eAlejandro Saucedo\u6c0f\u306b\u3088\u308b\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u306f\u3001MLOps\u306e\u904e\u53bb10\u5e74\u9593\u306e\u9032\u5316\u3092\u632f\u308a\u8fd4\u308a\u3001\u73fe\u5728\u306e\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u5c55\u671b\u306b\u3064\u3044\u3066\u8a9e\u3089\u308c\u307e\u3057\u305f\u3002\u7279\u306b\u5370\u8c61\u7684\u3060\u3063\u305f\u306e\u306f\u3001MLOps\u306e\u57fa\u672c\u539f\u5247\u306f\u5909\u308f\u3089\u306a\u3044\u3082\u306e\u306e\u3001LLM\u3084\u30a8\u30c3\u30b8ML\u3068\u3044\u3063\u305f\u65b0\u3057\u3044\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u9032\u5316\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u70b9\u3067\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u300cSRE for ML; A Journey into the Past &amp; the Future\u300d p.8\u3088\u308a\u5f15\u7528\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><a target=\"_blank\" href=\"http:\/\/f.hatena.ne.jp\/vasilyjp\/20251016140749\" class=\"hatena-fotolife\" itemprop=\"url\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/v\/vasilyjp\/20251016\/20251016140749.png\" width=\"1200\" height=\"672\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/a><\/span><figcaption>\u300c<a target=\"_blank\" href=\"https:\/\/docs.google.com\/presentation\/d\/14GgHJ7VPKqB5n3IaFIT2kcl3JMtHNksuAnhiHBPfbgs\/edit?usp=sharing\" target=\"_blank\" rel=\"noopener noreferrer\">SRE for ML; A Journey into the Past &amp; the Future<\/a>\u300d p.8\u3088\u308a\u5f15\u7528<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"MLOps\u306e\u9032\u5316\u904e\u53bb\u304b\u3089\u73fe\u5728\u3078\">MLOps\u306e\u9032\u5316\uff1a\u904e\u53bb\u304b\u3089\u73fe\u5728\u3078<\/h3>\n<p><strong>\u521d\u671f\u306eMLOps\uff082015-2020\uff09<\/strong><\/p>\n<ul>\n<li>Jupyter Notebook\u304c\u305d\u306e\u307e\u307e\u672c\u756a\u74b0\u5883\u3067\u52d5\u3044\u3066\u3044\u305f<\/li>\n<li>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u306f\u624b\u52d5\u3067\u3001\u518d\u73fe\u6027\u306e\u78ba\u4fdd\u304c\u56f0\u96e3<\/li>\n<li>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u9650\u5b9a\u7684\u3067\u3001\u30e2\u30c7\u30eb\u306e\u52a3\u5316\u3092\u691c\u77e5\u3067\u304d\u306a\u3044<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3082\u4e0d\u5341\u5206<\/li>\n<\/ul>\n<p><strong>\u73fe\u4ee3\u306eMLOps\uff082020-2025\uff09<\/strong><\/p>\n<ul>\n<li>\u6a19\u6e96\u5316\u3055\u308c\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff08MLflow\u3001Kubeflow\u306a\u3069\uff09<\/li>\n<li>\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u3088\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/li>\n<li>\u81ea\u52d5\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/li>\n<li>Feature Store\u306b\u3088\u308b\u7279\u5fb4\u91cf\u306e\u4e00\u5143\u7ba1\u7406<\/li>\n<li>ML\u7279\u5316\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\uff08\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u691c\u77e5\u306a\u3069\uff09<\/li>\n<\/ul>\n<h3 id=\"\u6559\u8a13\">\u6559\u8a13<\/h3>\n<p><strong>1. \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u539f\u5247\u304c\u9069\u7528\u3067\u304d\u308b<\/strong><\/p>\n<p>\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u306b\u3082\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3082CI\/CD\u304c\u9069\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u30b3\u30fc\u30c9\u306b\u3082\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3084\u30c6\u30b9\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p><strong>2. \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u6975\u3081\u3066\u91cd\u8981<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\uff08\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u5909\u5316\uff09\u3001\u30e2\u30c7\u30eb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u52a3\u5316\u3001\u7279\u5fb4\u91cf\u306e\u5206\u5e03\u30b7\u30d5\u30c8\u3001\u4e88\u6e2c\u54c1\u8cea\u306e\u7d4c\u6642\u7684\u5909\u5316\u306a\u3069\u3001ML\u7279\u6709\u306e\u76e3\u8996\u9805\u76ee\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>3. \u30c7\u30fc\u30bf\u306e\u554f\u984c\u306f\u6c38\u9060\u306b\u7d9a\u304f<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c\u3001\u30e9\u30d9\u30ea\u30f3\u30b0\u306e\u8ab2\u984c\u3001\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306a\u3069\u3001\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u8ab2\u984c\u306f\u5c3d\u304d\u307e\u305b\u3093\u3002<\/p>\n<p><strong>4. \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u5f8c\u3082\u904b\u7528\u304c\u7d9a\u304f<\/strong><\/p>\n<p>\u672c\u756a\u74b0\u5883\u3067\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001A\/B\u30c6\u30b9\u30c8\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u6bb5\u968e\u7684\u306a\u30ed\u30fc\u30eb\u30a2\u30a6\u30c8\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u6a5f\u80fd\u306a\u3069\u3001\u30c7\u30d7\u30ed\u30a4\u5f8c\u306e\u904b\u7528\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"\u73fe\u5728\u306e\u8ab2\u984c\">\u73fe\u5728\u306e\u8ab2\u984c<\/h3>\n<p><strong>\u30b9\u30b1\u30fc\u30eb<\/strong><\/p>\n<ul>\n<li>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff1a\u6570TB\u301c\u6570PB\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/li>\n<li>\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u30fb\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3067\u306e\u30b5\u30fc\u30d3\u30f3\u30b0\uff1a\u6570\u5343\u301c\u6570\u4e07\u30ea\u30af\u30a8\u30b9\u30c8\/\u79d2\u3092\u6570\u30df\u30ea\u79d2\u4ee5\u5185\u3067\u51e6\u7406<\/li>\n<li>\u30b3\u30b9\u30c8\u7ba1\u7406\uff1aGPU\u5229\u7528\u6599\u91d1\u306e\u9ad8\u9a30\u306b\u3088\u308a\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u3068\u30b5\u30fc\u30d3\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316\u304c\u91cd\u8981<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u5316\uff1a\u9650\u3089\u308c\u305fGPU\/TPU\u30ea\u30bd\u30fc\u30b9\u3092\u8907\u6570\u30c1\u30fc\u30e0\u3067\u52b9\u7387\u7684\u306b\u5171\u6709<\/li>\n<\/ul>\n<p><strong>\u8907\u96d1\u6027<\/strong><\/p>\n<ul>\n<li>\u8907\u6570\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30b7\u30b9\u30c6\u30e0\uff1a\u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u9023\u643a\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u4f9d\u5b58\u95a2\u4fc2\u306e\u7ba1\u7406\u304c\u8907\u96d1<\/li>\n<li>\u30e2\u30c7\u30eb\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\uff1a\u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306b\u8907\u6570\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u304c\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3068\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5<\/li>\n<li>\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u4ed5\u7d44\u307f\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3084\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027\u304c\u8ab2\u984c<\/li>\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7279\u5fb4\u91cf\uff1a\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u91cf\u3092\u8a08\u7b97\u3057\u3001\u63a8\u8ad6\u3078\u5373\u5ea7\u306b\u5229\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/li>\n<\/ul>\n<p><strong>\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong><\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u306e\u8aac\u660e\u53ef\u80fd\u6027\uff1a\u91d1\u878d\u3084\u533b\u7642\u306a\u3069\u306e\u5206\u91ce\u3067\u306f\u3001\u4e88\u6e2c\u7d50\u679c\u306e\u6839\u62e0\u8aac\u660e\u304c\u6cd5\u7684\u8981\u4ef6\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308b<\/li>\n<li>\u30d0\u30a4\u30a2\u30b9\u306e\u691c\u51fa\u3068\u7de9\u548c\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u504f\u308a\u304c\u30e2\u30c7\u30eb\u306b\u53cd\u6620\u3055\u308c\u3001\u4e0d\u516c\u5e73\u306a\u4e88\u6e2c\u3092\u751f\u3080\u53ef\u80fd\u6027<\/li>\n<li>\u898f\u5236\u5bfe\u5fdc\uff1aGDPR\u3001AI\u898f\u5236\u6cd5\u306a\u3069\u3001\u5730\u57df\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u6cd5\u898f\u5236\u3078\u306e\u5bfe\u5fdc<\/li>\n<li>\u76e3\u67fb\u8a3c\u8de1\uff1a\u8ab0\u304c\u3001\u3044\u3064\u3001\u3069\u306e\u30c7\u30fc\u30bf\u3067\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u304b\u306e\u5b8c\u5168\u306a\u8a18\u9332<\/li>\n<\/ul>\n<h3 id=\"\u672a\u6765\u306e\u30c8\u30ec\u30f3\u30c9\">\u672a\u6765\u306e\u30c8\u30ec\u30f3\u30c9<\/h3>\n<p><strong>1. LLMOps<\/strong><\/p>\n<p>LLM\u306e\u53f0\u982d\u306b\u3088\u308a\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3001\u30e2\u30c7\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u306a\u3069\u3001\u65b0\u3057\u3044MLOps\u9818\u57df\u304c\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>2. Edge ML<\/strong><\/p>\n<p>\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u306e\u63a8\u8ad6\u3001Federated Learning\u3001\u30e2\u30c7\u30eb\u306e\u5727\u7e2e\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77ML\u306a\u3069\u3001\u30a8\u30c3\u30b8\u3067\u306eML\u5b9f\u884c\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>3. AutoML\u306e\u9032\u5316<\/strong><\/p>\n<p>Neural Architecture Search\u3001\u81ea\u52d5\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30e1\u30bf\u5b66\u7fd2\u3001Few-shot\u5b66\u7fd2\u306a\u3069\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u81ea\u52d5\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p><strong>4. MLOps\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong><\/p>\n<p>\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3001\u30af\u30e9\u30a6\u30c9\u306b\u4f9d\u5b58\u3057\u306a\u3044\u30c4\u30fc\u30eb\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3001\u30d9\u30f3\u30c0\u30fc\u306e\u7d71\u5408\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"2025\u5e74\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\">2025\u5e74\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h3>\n<p><strong>\u30a4\u30f3\u30d5\u30e9<\/strong><\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30fc\u30b9\u30c8\u30af\u30e9\u30b9\u306e\u6210\u679c\u7269\u3068\u3057\u3066\u6271\u3046\uff1a\u30b3\u30fc\u30c9\u3068\u540c\u69d8\u306b\u3001\u30e2\u30c7\u30eb\u3082\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3055\u308c\u3001CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u30c6\u30b9\u30c8\u3055\u308c\u308b\u3079\u304d<\/li>\n<li>\u81ea\u52d5\u5316\u3092\u5fb9\u5e95\u3059\u308b\uff1a\u624b\u52d5\u30c7\u30d7\u30ed\u30a4\u3084\u624b\u52d5\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u4eba\u7684\u30df\u30b9\u306e\u539f\u56e0\u3068\u306a\u308b\u305f\u3081\u3001\u53ef\u80fd\u306a\u9650\u308a\u81ea\u52d5\u5316<\/li>\n<li>\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3059\u308b\u8a2d\u8a08\uff1a\u540c\u3058\u30b3\u30fc\u30c9\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3001\u540c\u3058\u74b0\u5883\u3067\u5b66\u7fd2\u3059\u308c\u3070\u3001\u5e38\u306b\u540c\u3058\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c<\/li>\n<li>\u6700\u521d\u304b\u3089\u30b9\u30b1\u30fc\u30eb\u3092\u8003\u616e\u3057\u305f\u8a2d\u8a08\uff1a\u5c0f\u898f\u6a21\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3067\u6210\u529f\u3057\u3066\u3082\u3001\u672c\u756a\u30b9\u30b1\u30fc\u30eb\u3067\u52d5\u304b\u306a\u3051\u308c\u3070\u610f\u5473\u304c\u306a\u3044<\/li>\n<\/ul>\n<p><strong>\u30d7\u30ed\u30bb\u30b9<\/strong><\/p>\n<ul>\n<li>\u30af\u30ed\u30b9\u30d5\u30a1\u30f3\u30af\u30b7\u30e7\u30ca\u30eb\u30c1\u30fc\u30e0\uff08ML + SRE + Product\uff09\uff1aML\u7814\u7a76\u8005\u3060\u3051\u3067\u306a\u304f\u3001SRE\u3068\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304c\u5354\u50cd\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u7528\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9<\/li>\n<li>\u5b9f\u9a13\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306e\u898f\u5f8b\uff1a\u3059\u3079\u3066\u306e\u5b9f\u9a13\uff08\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u7d50\u679c\uff09\u3092\u8a18\u9332\u3057\u3001\u5f8c\u304b\u3089\u518d\u73fe\u30fb\u6bd4\u8f03\u53ef\u80fd\u306b\u3059\u308b<\/li>\n<li>\u660e\u78ba\u306a\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u57fa\u6e96\uff1a\u3069\u306e\u6307\u6a19\u304c\u6539\u5584\u3055\u308c\u308c\u3070\u672c\u756a\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u304b\u3092\u4e8b\u524d\u306b\u5b9a\u7fa9\u3057\u3001\u6063\u610f\u7684\u306a\u5224\u65ad\u3092\u907f\u3051\u308b<\/li>\n<li>ML\u30b7\u30b9\u30c6\u30e0\u5411\u3051\u306e\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\uff1a\u5f93\u6765\u306e\u30b7\u30b9\u30c6\u30e0\u969c\u5bb3\u3068\u306f\u7570\u306a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u52a3\u5316\u3084\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u306b\u5bfe\u5fdc\u3059\u308b\u30e9\u30f3\u30d6\u30c3\u30af\u304c\u5fc5\u8981<\/li>\n<\/ul>\n<p><strong>\u6587\u5316<\/strong><\/p>\n<ul>\n<li>\u30e2\u30c7\u30eb\u969c\u5bb3\u306b\u5bfe\u3059\u308b\u30d6\u30ec\u30fc\u30e0\u30ec\u30b9\u30dd\u30b9\u30c8\u30e2\u30fc\u30c6\u30e0\uff1a\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u52a3\u5316\u304c\u767a\u751f\u3057\u305f\u969b\u3001\u500b\u4eba\u3092\u8cac\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u6539\u5584\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b<\/li>\n<li>\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8\uff1aML\u306e\u6280\u8853\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u3067\u6700\u65b0\u306e\u77e5\u898b\u3092\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u7d9a\u3051\u308b<\/li>\n<li>\u30c1\u30fc\u30e0\u9593\u3067\u306e\u77e5\u8b58\u5171\u6709\uff1a\u6210\u529f\u4e8b\u4f8b\u3060\u3051\u3067\u306a\u304f\u3001\u5931\u6557\u4e8b\u4f8b\u3082\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u5168\u4f53\u306e\u5b66\u7fd2\u901f\u5ea6\u3092\u4e0a\u3052\u308b<\/li>\n<li>\u4e0d\u78ba\u5b9f\u6027\u3092\u53d7\u3051\u5165\u308c\u308b\uff1aML\u30e2\u30c7\u30eb\u304c100\uff05\u6b63\u78ba\u3067\u306f\u306a\u304f\u3001\u5e38\u306b\u8aa4\u5dee\u3092\u542b\u3080\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u305f\u8a2d\u8a08\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n<h3 id=\"\u5b66\u3093\u3060\u3053\u3068-2\">\u5b66\u3093\u3060\u3053\u3068<\/h3>\n<p>\u3053\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u901a\u3057\u3066\u3001MLOps\u306e\u57fa\u672c\u539f\u5247\u306f\u5909\u308f\u3089\u306a\u3044\u3082\u306e\u306e\u3001\u65b0\u3057\u3044\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u9032\u5316\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u518d\u8a8d\u8b58\u3057\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u6700\u521d\u304b\u3089\u30b9\u30b1\u30fc\u30eb\u3092\u8003\u616e\u3057\u305f\u8a2d\u8a08\u306b\u3064\u3044\u3066\u306f\u3001\u5f0a\u30c1\u30fc\u30e0\u3067\u3082\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304b\u3089\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u3067\u82e6\u52b4\u3082\u591a\u3044\u305f\u3081\u3001\u4eca\u5f8c\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u610f\u8b58\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u307e\u305f\u3001ML\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306b\u666e\u6bb5\u95a2\u308f\u3063\u3066\u3044\u306a\u3044SRE\u3084\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30c1\u30fc\u30e0\u3067\u3082\u3001\u6700\u8fd1MLOps\u306e\u77e5\u8b58\u3092\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u304c\u5897\u3048\u3066\u304d\u3066\u3044\u308b\u305f\u3081\u3001\u4eca\u56de\u306e\u5185\u5bb9\u306f\u975e\u5e38\u306b\u53c2\u8003\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 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src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fcorp.zozo.com%2Frecruit\" title=\"\u63a1\u7528 - \u682a\u5f0f\u4f1a\u793eZOZO\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/corp.zozo.com\/recruit\">corp.zozo.com<\/a><\/cite><\/p>\n<\/div>\n\n<br \/><a href=\"https:\/\/techblog.zozo.com\/entry\/srecon2025-report\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3001\u8a08\u6e2c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u958b\u767a\u672c\u90e8SRE\u30d6\u30ed\u30c3\u30af\u306e\u7e90\u7e88\u3067\u3059\u3002 2025\u5e7410\u67086\u65e5\u301c9\u65e5\u306b\u30c0\u30d6\u30ea\u30f3\u3067\u958b\u50ac\u3055\u308c\u305fSREcon25\u306b\u53c2\u52a0\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u73fe\u5730\u306e\u69d8\u5b50\u3068\u6c17\u306b\u306a\u3063\u305f\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u5831\u544a\u3044 [&hellip;]","protected":false},"author":1,"featured_media":10488,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-10487","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>SREcon25 Europe\/Middle East\/Africa \u53c2\u52a0\u30ec\u30dd\u30fc\u30c8 - ZOZO TECH BLOG - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta 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