{"id":9278,"date":"2026-07-31T12:35:00","date_gmt":"2026-07-31T03:35:00","guid":{"rendered":"https:\/\/since2020.jp\/media\/?p=9278"},"modified":"2026-07-31T12:35:00","modified_gmt":"2026-07-31T03:35:00","slug":"mlops%e5%85%a5%e9%96%80%ef%bc%9a%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%82%92%e6%9c%ac%e7%95%aa%e9%81%8b%e7%94%a8%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/mlops%e5%85%a5%e9%96%80%ef%bc%9a%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%82%92%e6%9c%ac%e7%95%aa%e9%81%8b%e7%94%a8%e3%81%99%e3%82%8b%e3%81%9f%e3%82%81%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf\/","title":{"rendered":"MLOps\u5165\u9580\uff1a\u6a5f\u68b0\u5b66\u7fd2\u3092\u672c\u756a\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">MLOps\u5165\u9580\uff1a\u6a5f\u68b0\u5b66\u7fd2\u3092\u672c\u756a\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u591a\u304f\u306f\u3001PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3067\u6b62\u307e\u308a\u3001\u672c\u756a\u904b\u7528\u306b\u81f3\u308a\u307e\u305b\u3093\u3002\u539f\u56e0\u306f\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30fb\u30e2\u30c7\u30eb\u30fb\u30b3\u30fc\u30c9\u30fb\u904b\u7528\u3092\u7d99\u7d9a\u7684\u306b\u56de\u3059\u4ed5\u7d44\u307f\u304c\u6574\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u304c\u300cMLOps\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001MLOps\u306e\u672c\u8cea\u3001\u69cb\u6210\u8981\u7d20\u3001\u6bb5\u968e\u7684\u306a\u5c0e\u5165\u306e\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u3001\u305d\u3057\u3066\u7d44\u7e54\u3068\u3057\u3066\u6574\u3048\u308b\u3079\u304d\u4f53\u5236\u306b\u3064\u3044\u3066\u5b9f\u52d9\u76ee\u7dda\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">1. MLOps\u3068\u306f\u4f55\u304b<\/h2>\n\n\n\n<p>MLOps\u306f\u3001DevOps\u306e\u8003\u3048\u65b9\u3092\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306b\u9069\u7528\u3057\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u5b66\u7fd2\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u3001\u518d\u5b66\u7fd2\u307e\u3067\u306e\u4e00\u9023\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u5316\u30fb\u6a19\u6e96\u5316\u3059\u308b\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u306e\u5927\u304d\u306a\u9055\u3044\u306f\u3001\u30b3\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u300c\u30c7\u30fc\u30bf\u300d\u3068\u300c\u30e2\u30c7\u30eb\u300d\u3082\u6210\u679c\u7269\u3068\u3057\u3066\u7ba1\u7406\u5bfe\u8c61\u306b\u306a\u308b\u70b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304c\u5909\u308f\u308c\u3070\u30e2\u30c7\u30eb\u3082\u5909\u308f\u308b\u2015\u2015\u3053\u306e\u7d99\u7d9a\u7684\u306a\u5909\u5316\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3065\u304f\u308a\u304cMLOps\u306e\u6838\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u306a\u305cMLOps\u304c\u5fc5\u8981\u306a\u306e\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. PoC\u304b\u3089\u672c\u756a\u3078\u306e\u58c1<\/h3>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u51fa\u3059\u3053\u3068\u81ea\u4f53\u306f\u96e3\u3057\u304f\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u672c\u756a\u3067\u5b89\u5b9a\u904b\u7528\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u7d99\u7d9a\u7684\u306b\u51fa\u3059\u306b\u306f\u5225\u6b21\u5143\u306e\u96e3\u3057\u3055\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30c7\u30fc\u30bf\u306e\u52a3\u5316<\/h3>\n\n\n\n<p>\u6642\u9593\u304c\u7d4c\u3064\u306b\u3064\u308c\u3001\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u306f\u5b66\u7fd2\u6642\u3068\u4e56\u96e2\u3057\u307e\u3059\u3002\u653e\u7f6e\u3059\u308c\u3070\u7cbe\u5ea6\u306f\u4f4e\u4e0b\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u5931\u3044\u307e\u3059\u3002\u7d99\u7d9a\u7684\u306a\u518d\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f\u304c\u5fc5\u9808\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u518d\u73fe\u6027<\/h3>\n\n\n\n<p>\u300c\u3044\u3064\u3001\u8ab0\u304c\u3001\u3069\u306e\u30c7\u30fc\u30bf\u3067\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u305f\u304b\u300d\u3092\u5f8c\u304b\u3089\u8ffd\u8de1\u3067\u304d\u306a\u3051\u308c\u3070\u3001AI\u306e\u76e3\u67fb\u3082\u6539\u5584\u3082\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">3. MLOps\u306e\u4e3b\u8981\u69cb\u6210\u8981\u7d20<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u524d\u51e6\u7406\u30fb\u7279\u5fb4\u91cf\u751f\u6210\u3092\u81ea\u52d5\u5316\u3057\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3059\u308b\u4ed5\u7d44\u307f\u3002\u30c7\u30fc\u30bf\u306e\u30c9\u30ea\u30d5\u30c8\u3092\u691c\u77e5\u3059\u308b\u76e3\u8996\u3082\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5b9f\u9a13\u7ba1\u7406<\/h3>\n\n\n\n<p>\u5b66\u7fd2\u306b\u7528\u3044\u305f\u30c7\u30fc\u30bf\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u8a18\u9332\u3057\u3001\u904e\u53bb\u306e\u5b9f\u9a13\u3068\u6bd4\u8f03\u3067\u304d\u308b\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea<\/h3>\n\n\n\n<p>\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3057\u3001\u672c\u756a\u6295\u5165\u306e\u72b6\u614b\uff08\u30b9\u30c6\u30fc\u30b8\u30f3\u30b0\u30fb\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u306a\u3069\uff09\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/h3>\n\n\n\n<p>\u30b3\u30fc\u30c9\u306e\u5909\u66f4\u304b\u3089\u30c6\u30b9\u30c8\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u3001\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3092\u81ea\u52d5\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u76e3\u8996\u3068\u904b\u7528<\/h3>\n\n\n\n<p>\u4e88\u6e2c\u7cbe\u5ea6\u30fb\u30ec\u30a4\u30c6\u30f3\u30b7\u30fb\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306a\u3069\u3092\u7d99\u7d9a\u76e3\u8996\u3057\u3001\u7570\u5e38\u3092\u691c\u77e5\u3002\u554f\u984c\u304c\u3042\u308c\u3070\u518d\u5b66\u7fd2\u3084\u5207\u308a\u623b\u3057\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u6bb5\u968e\u5225\u306e\u5c0e\u5165\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n\n\n\n<p>MLOps\u306f\u4e00\u6c17\u306b\u5b8c\u6210\u5f62\u3092\u76ee\u6307\u3059\u3068\u632b\u6298\u3057\u307e\u3059\u3002\u6bb5\u968e\u7684\u306b\u6210\u719f\u3055\u305b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u30ec\u30d9\u30eb0\uff1a\u624b\u4f5c\u696d<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3082\u30e2\u30c7\u30eb\u3082\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u624b\u52d5\u3067\u4f5c\u308a\u3001\u672c\u756a\u306b\u6295\u5165\u3002\u30b9\u30d4\u30fc\u30c9\u306f\u51fa\u308b\u304c\u518d\u73fe\u6027\u30fb\u904b\u7528\u8ca0\u8377\u306e\u8ab2\u984c\u304c\u5927\u304d\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30ec\u30d9\u30eb1\uff1a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5316<\/h3>\n\n\n\n<p>\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u30c7\u30d7\u30ed\u30a4\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30b3\u30fc\u30c9\u5316\u3057\u3001\u8ab0\u3067\u3082\u518d\u5b9f\u884c\u3067\u304d\u308b\u72b6\u614b\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30ec\u30d9\u30eb2\uff1a\u5b8c\u5168\u81ea\u52d5\u5316<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u5909\u5316\u3092\u691c\u77e5\u3057\u3066\u81ea\u52d5\u518d\u5b66\u7fd2\u3001A\/B\u30c6\u30b9\u30c8\u3001\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3092\u4e00\u9023\u3067\u56de\u305b\u308b\u72b6\u614b\u3002<\/p>\n\n\n\n<p>\u307b\u3068\u3093\u3069\u306e\u4f01\u696d\u306f\u30ec\u30d9\u30eb1\u304b\u3089\u30ec\u30d9\u30eb2\u3078\u306e\u79fb\u884c\u304c\u73fe\u5b9f\u7684\u306a\u76ee\u6a19\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u30c4\u30fc\u30eb\u9078\u5b9a\u3068\u7d44\u7e54\u4f53\u5236<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u30c4\u30fc\u30eb\u30b9\u30bf\u30c3\u30af<\/h3>\n\n\n\n<p>MLflow\u3001Kubeflow\u3001SageMaker\u3001Vertex AI\u3001Weights &amp; Biases\u306a\u3069\u591a\u304f\u306e\u9078\u629e\u80a2\u304c\u3042\u308a\u307e\u3059\u3002\u81ea\u793e\u306e\u30af\u30e9\u30a6\u30c9\u6226\u7565\u3068\u65e2\u5b58\u306eDevOps\u57fa\u76e4\u3068\u306e\u6574\u5408\u6027\u3092\u91cd\u8996\u3057\u3066\u9078\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u7d44\u7e54\u6a2a\u65ad\u306e\u8cac\u4efb\u5206\u62c5<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001ML\u30a8\u30f3\u30b8\u30cb\u30a2\u3001DevOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30d3\u30b8\u30cd\u30b9\u30aa\u30fc\u30ca\u30fc\u304c\u9023\u643a\u3059\u308b\u4f53\u5236\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u5c02\u4efbMLOps\u30c1\u30fc\u30e0\u3092\u4f5c\u308b\u304b\u3001\u65e2\u5b58\u30c1\u30fc\u30e0\u306b\u5f79\u5272\u3092\u5206\u6563\u3059\u308b\u304b\u306f\u3001\u4f01\u696d\u898f\u6a21\u6b21\u7b2c\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5316<\/h3>\n\n\n\n<p>\u90e8\u9580\u3054\u3068\u306b\u5225\u3005\u306eMLOps\u57fa\u76e4\u3092\u4f5c\u308b\u3068\u975e\u52b9\u7387\u3067\u3059\u3002\u793e\u5185\u5171\u901a\u306e\u300c\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300d\u3092\u6574\u5099\u3057\u3001\u5404\u4e8b\u696d\u90e8\u306f\u305d\u306e\u4e0a\u3067\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u958b\u767a\u3059\u308b\u5f62\u304c\u9577\u671f\u7684\u306b\u306f\u5408\u7406\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">6. 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