{"id":31246,"date":"2026-08-07T13:19:16","date_gmt":"2026-08-07T04:19:16","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=31246"},"modified":"2026-08-07T13:19:16","modified_gmt":"2026-08-07T04:19:16","slug":"mlops-companies","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/mlops-companies\/","title":{"rendered":"MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9"},"content":{"rendered":"\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001AI\u30e2\u30c7\u30eb\u5358\u4f53\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u304b\u3089\u5b66\u7fd2\u30fb\u627f\u8a8d\u30fb\u672c\u756a\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fb\u518d\u5b66\u7fd2\u307e\u3067\u3092\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u3080\u7d99\u7d9a\u904b\u7528\u57fa\u76e4\u3067\u3059\u3002\u958b\u767a\u4f1a\u793e\u3092\u9078\u3076\u3068\u304d\u306f\u3001AI\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u3001\u969c\u5bb3\u6642\u306e\u5fa9\u65e7\u3001\u904b\u7528\u4f53\u5236\u307e\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3092\u76f8\u8ac7\u3067\u304d\u308b\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u30926\u793e\u306b\u6574\u7406\u3057\u307e\u3059\u3002\u6700\u521d\u306b\u682a\u5f0f\u4f1a\u793eripla\u3092\u7d39\u4ecb\u3057\u3001\u305d\u306e\u5f8c\u306bNTT\u30c7\u30fc\u30bf\u3001NEC\u3001\u5bcc\u58eb\u901a\u3001AWS\u3001Google Cloud\u3092\u3001\u5bfe\u5fdc\u7bc4\u56f2\u3084\u5411\u3044\u3066\u3044\u308b\u4f01\u696d\u306e\u9055\u3044\u304c\u5206\u304b\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u6700\u5f8c\u307e\u3067\u8aad\u3080\u3068\u3001PoC\u3067\u6b62\u307e\u3063\u3066\u3044\u308bAI\u3092\u672c\u756a\u696d\u52d9\u3078\u79fb\u3059\u305f\u3081\u306e\u6bd4\u8f03\u8ef8\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u6642\u306b\u805e\u304f\u3079\u304d\u8cea\u554f\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b
\u30fbMLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u3073\u304c\u91cd\u8981\u306a\u7406\u7531<\/strong><\/h2>\n\n\n\n
\n
\n
\"MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u9078\u3076\u62c5\u5f53\u8005\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

MLOps\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3001\u30a4\u30f3\u30d5\u30e9\u904b\u7528\u3001\u696d\u52d9\u90e8\u9580\u3092\u6a2a\u65ad\u3059\u308b\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308c\u308b\u4f1a\u793e\u3060\u3051\u3067\u306f\u3001\u8ca9\u58f2\u7ba1\u7406\u3084\u751f\u7523\u7ba1\u7406\u306a\u3069\u306e\u65e2\u5b58\u696d\u52d9\u3078\u5b89\u5168\u306b\u7d44\u307f\u8fbc\u3081\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5019\u88dc\u4f1a\u793e\u306e\u5f97\u610f\u9818\u57df\u3068\u8cac\u4efb\u5206\u754c\u3092\u5148\u306b\u898b\u6975\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u9069\u5207\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u5b9a\u304c\u6210\u5426\u3092\u5206\u3051\u308b\u7406\u7531<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u306ePoC\u3067\u306f\u3001\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u9ad8\u3044\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3067\u304d\u3066\u3082\u3001\u672c\u756a\u74b0\u5883\u3067\u540c\u3058\u7d50\u679c\u304c\u51fa\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u5165\u529b\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u3084\u5206\u5e03\u5909\u5316\u3001\u63a8\u8ad6\u306e\u9045\u5ef6\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306b\u3088\u308b\u7d50\u679c\u306e\u63fa\u308c\u3001\u73fe\u5834\u306e\u627f\u8a8d\u624b\u9806\u306a\u3069\u3092\u8a2d\u8a08\u3057\u3066\u521d\u3081\u3066\u3001AI\u306f\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u4e00\u90e8\u3068\u3057\u3066\u5b9a\u7740\u3057\u307e\u3059\u3002MLOps\u306e\u7d4c\u9a13\u304c\u3042\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u306a\u3089\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30b3\u30fc\u30c9\u3001\u30e2\u30c7\u30eb\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u7d10\u4ed8\u3051\u3001\u518d\u73fe\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u521d\u671f\u8a2d\u8a08\u306b\u542b\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

AWS\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u3001MLOps\u3067\u306f\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u3001\u66f4\u65b0\u3092\u9023\u7d9a\u3057\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u3057\u3066\u6271\u3046\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u5358\u306b\u30e2\u30c7\u30eb\u3092API\u5316\u3059\u308b\u6848\u4ef6\u3068\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u904b\u7528\u3059\u308b\u6848\u4ef6\u3067\u306f\u3001\u5fc5\u8981\u306a\u8a2d\u8a08\u30fb\u30c6\u30b9\u30c8\u30fb\u4fdd\u5b88\u306e\u7bc4\u56f2\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u767a\u6ce8\u524d\u306b\u78ba\u8a8d\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u767a\u6ce8\u524d\u306b\u306f\u3001\u5bfe\u8c61\u696d\u52d9\u3001\u4e88\u6e2c\u3084\u5206\u985e\u306eKPI\u3001\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306e\u6240\u5728\u3001\u63a8\u8ad6\u65b9\u5f0f\u3001\u66f4\u65b0\u983b\u5ea6\u3001\u8a31\u5bb9\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u76ee\u6a19\u7a3c\u50cd\u7387\u3092\u6574\u7406\u3057\u307e\u3059\u3002\u7279\u306b\u300c\u7cbe\u5ea6\u304c\u4f55\uff05\u306a\u3089\u6210\u529f\u304b\u300d\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3001\u8aa4\u5224\u5b9a\u6642\u306b\u8ab0\u304c\u78ba\u8a8d\u3059\u308b\u304b\u3001\u7cbe\u5ea6\u304c\u4e0b\u304c\u3063\u305f\u3068\u304d\u306b\u81ea\u52d5\u505c\u6b62\u3059\u308b\u304b\u3001\u65e7\u30e2\u30c7\u30eb\u3078\u4f55\u5206\u3067\u623b\u3059\u304b\u307e\u3067\u6c7a\u3081\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\u898b\u7a4d\u66f8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u76e3\u8996\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30c6\u30b9\u30c8\u3001\u79fb\u884c\u3001\u4fdd\u5b88\u3092\u5206\u3051\u3066\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u5229\u7528\u6599\u3084GPU\u8cbb\u7528\u306f\u958b\u767a\u8cbb\u3068\u306f\u5225\u306b\u767a\u751f\u3059\u308b\u305f\u3081\u3001\u521d\u671f\u8cbb\u7528\u3068\u6708\u984d\u8cbb\u7528\u3092\u540c\u3058\u8868\u3067\u6bd4\u8f03\u3067\u304d\u308b\u5f62\u306b\u3057\u3066\u304a\u304f\u3068\u3001\u5f8c\u304b\u3089\u4e88\u7b97\u304c\u81a8\u3089\u307f\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u682a\u5f0f\u4f1a\u793eripla\uff5c\u30b3\u30f3\u30b5\u30eb\u304b\u3089\u958b\u767a\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u652f\u63f4<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u682a\u5f0f\u4f1a\u793eripla\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u652f\u63f4\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

ripla\u306f\u3001\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u304b\u3089\u958b\u767a\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u652f\u63f4\u3067\u304d\u308b\u4f01\u696d\u3067\u3059\u3002IT\u4e8b\u696d\u4f1a\u793e\u3068\u3057\u3066\u793e\u5185DX\u3092\u63a8\u9032\u3057\u3066\u304d\u305f\u7d4c\u9a13\u3092\u6d3b\u304b\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u6210\u679c\u5275\u51fa\u3068\u30b7\u30b9\u30c6\u30e0\u306e\u5b9a\u7740\u652f\u63f4\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002\u55b6\u696d\u30fb\u9867\u5ba2\u30fb\u751f\u7523\u30fb\u8ca9\u58f2\u7ba1\u7406\u306a\u3069\u3001\u5e45\u5e83\u3044\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u30fb\u5c0e\u5165\u5b9f\u7e3e\u304c\u3042\u308a\u3001\u4f01\u696d\u306e\u696d\u52d9\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u4f53\u5236\u3092\u6574\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u7279\u5fb4\u3068\u5f37\u307f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

ripla\u306b\u76f8\u8ac7\u3059\u308b\u5f37\u307f\u306f\u3001AI\u30e2\u30c7\u30eb\u3060\u3051\u3092\u5207\u308a\u51fa\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u306e\u6d41\u308c\u3084\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u3064\u306a\u304c\u308a\u304b\u3089\u6574\u7406\u3057\u3084\u3059\u3044\u70b9\u3067\u3059\u3002MLOps\u3067\u306f\u3001\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u3069\u3053\u304b\u3089\u53d6\u5f97\u3057\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u3069\u306e\u753b\u9762\u30fbAPI\u30fb\u30d0\u30c3\u30c1\u3078\u6e21\u3057\u3001\u73fe\u5834\u306e\u62c5\u5f53\u8005\u304c\u7d50\u679c\u3092\u3069\u3046\u78ba\u8a8d\u3059\u308b\u304b\u3092\u4e00\u3064\u306e\u696d\u52d9\u8a2d\u8a08\u3068\u3057\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u696d\u52d9\u5074\u3068\u958b\u767a\u5074\u306e\u8a8d\u8b58\u3092\u5408\u308f\u305b\u306a\u304c\u3089\u3001\u5fc5\u8981\u306a\u7bc4\u56f2\u304b\u3089\u6bb5\u968e\u7684\u306b\u69cb\u7bc9\u3057\u305f\u3044\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

PoC\u306e\u6210\u679c\u3092\u305d\u306e\u307e\u307e\u672c\u756a\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6700\u521d\u306f1\u696d\u52d9\u30fb1\u30e2\u30c7\u30eb\u306b\u5bfe\u8c61\u3092\u7d5e\u308a\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u627f\u8a8d\u30d5\u30ed\u30fc\u3001\u76e3\u8996\u9805\u76ee\u3092\u5b9a\u7fa9\u3059\u308b\u9032\u3081\u65b9\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002ripla\u3078\u76f8\u8ac7\u3059\u308b\u969b\u306f\u3001\u65e2\u5b58\u306e\u55b6\u696d\u30fb\u9867\u5ba2\u30fb\u751f\u7523\u30fb\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u6210\u3068\u3001AI\u3092\u4f7f\u3063\u3066\u6539\u5584\u3057\u305f\u3044\u696d\u52d9KPI\u3092\u4f1d\u3048\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u8981\u4ef6\u306b\u843d\u3068\u3057\u8fbc\u307f\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5f97\u610f\u9818\u57df\u30fb\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u55b6\u696d\u30fb\u9867\u5ba2\u30fb\u751f\u7523\u30fb\u8ca9\u58f2\u7ba1\u7406\u306a\u3069\u306e\u57fa\u5e79\u696d\u52d9\u3068AI\u6d3b\u7528\u3092\u4e00\u7dd2\u306b\u691c\u8a0e\u3057\u305f\u3044\u4f01\u696d\u304c\u3001\u6bd4\u8f03\u5019\u88dc\u306b\u5165\u308c\u3084\u3059\u3044\u4f1a\u793e\u3067\u3059\u3002\u7279\u5b9a\u306e\u30af\u30e9\u30a6\u30c9\u3084\u30c4\u30fc\u30eb\u3092\u5148\u306b\u6c7a\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u8981\u4ef6\u3084\u904b\u7528\u4f53\u5236\u306b\u5408\u308f\u305b\u3066\u5fc5\u8981\u306a\u4ed5\u7d44\u307f\u3092\u9078\u3073\u305f\u3044\u5834\u5408\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002MLOps\u306e\u5c02\u7528\u30b5\u30fc\u30d3\u30b9\u540d\u3084\u5bfe\u5fdc\u7bc4\u56f2\u3001\u30e2\u30c7\u30eb\u76e3\u8996\u306e\u65b9\u6cd5\u3001\u4fdd\u5b88\u5951\u7d04\u306e\u5185\u5bb9\u306f\u3001\u6848\u4ef6\u3054\u3068\u306b\u63d0\u6848\u66f8\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u554f\u3044\u5408\u308f\u305b\u3067\u306f\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u57fa\u76e4\u3068\u306e\u63a5\u7d9a\u65b9\u5f0f\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u63a8\u8ad6\u74b0\u5883\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3084IaC\u306e\u5f15\u304d\u6e21\u3057\u3001\u969c\u5bb3\u6642\u306e\u4e00\u6b21\u5bfe\u5fdc\u3001\u5c06\u6765\u306e\u5185\u88fd\u5316\u652f\u63f4\u3092\u8cea\u554f\u3057\u307e\u3059\u3002AI\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u63d0\u6848\u3060\u3051\u3067\u306a\u304f\u3001\u73fe\u5834\u3067\u4f7f\u3044\u7d9a\u3051\u308b\u305f\u3081\u306e\u753b\u9762\u30fb\u6a29\u9650\u30fb\u30ed\u30b0\u30fb\u6559\u80b2\u307e\u3067\u8aac\u660e\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001MLOps\u306e\u672c\u8cea\u306b\u8fd1\u3044\u6bd4\u8f03\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u682a\u5f0f\u4f1a\u793eNTT\u30c7\u30fc\u30bf\uff5c\u5927\u898f\u6a21SI\u3068\u5546\u7528AI\u306e\u7d99\u7d9a\u6539\u5584\u3092\u7d44\u307f\u5408\u308f\u305b\u308b<\/strong><\/h2>\n\n\n\n
\n
\n
\"NTT\u30c7\u30fc\u30bf\u306eMLOps\u30b7\u30b9\u30c6\u30e0\u652f\u63f4\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u682a\u5f0f\u4f1a\u793eNTT\u30c7\u30fc\u30bf\u306f\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u69cb\u7bc9\u3092\u542b\u3080\u5927\u898f\u6a21\u306aIT\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u4f01\u696d\u3067\u3059\u3002\u516c\u5f0f\u767a\u8868\u3067\u306f\u3001AI\u30b5\u30fc\u30d3\u30b9\u3092\u5546\u7528\u5316\u3057\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308bMLOps\u5c0e\u5165\u30b5\u30fc\u30d3\u30b9\u30922020\u5e74\u306b\u958b\u59cb\u3057\u3001AI\u958b\u767a\u304b\u3089\u30b7\u30b9\u30c6\u30e0\u904b\u7528\u307e\u3067\u306e\u9023\u643a\u3092\u652f\u63f4\u3059\u308b\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3082\u516c\u5f0f\u306eData and Analytics\u30da\u30fc\u30b8\u3067\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068IT\u904b\u7528\u306e\u9593\u3092\u3064\u306a\u3050MLOps\u3084\u3001\u96fb\u529b\u30fb\u91d1\u878d\u5206\u91ce\u306e\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u7279\u5fb4\u3068\u5f37\u307f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

NTT\u30c7\u30fc\u30bf\u3092\u5019\u88dc\u306b\u5165\u308c\u308b\u7406\u7531\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3060\u3051\u3067\u306a\u304f\u3001\u65e2\u5b58\u306e\u57fa\u5e79\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u9023\u643a\u3001\u30af\u30e9\u30a6\u30c9\u3001\u904b\u7528\u8a2d\u8a08\u307e\u3067\u542b\u3081\u305f\u4f53\u5236\u3092\u76f8\u8ac7\u3057\u3084\u3059\u3044\u70b9\u3067\u3059\u3002\u8907\u6570\u90e8\u9580\u304c\u95a2\u4fc2\u3059\u308b\u6848\u4ef6\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u30c1\u30fc\u30e0\u3068\u672c\u756a\u904b\u7528\u3092\u62c5\u3046\u30c1\u30fc\u30e0\u306e\u8cac\u4efb\u5206\u754c\u304c\u66d6\u6627\u306b\u306a\u308a\u3084\u3059\u3044\u3067\u3059\u304c\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u5546\u7528\u5316\u307e\u3067\u3092\u4e00\u4f53\u3067\u8a2d\u8a08\u3057\u3084\u3059\u3044\u5019\u88dc\u3067\u3059\u3002<\/p>\n\n\n\n

\u540c\u793e\u306e2020\u5e74\u306e\u516c\u5f0f\u767a\u8868\u3067\u306f\u3001AI\u30b5\u30fc\u30d3\u30b9\u306e\u5275\u51fa\u30b5\u30a4\u30af\u30eb\u3092\u5f93\u6765\u306e\u6570\u304b\u6708\u304b\u3089\u6570\u9031\u9593\u3078\u77ed\u7e2e\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u8003\u3048\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3057\u305f\uff08\u51fa\u5178: NTT DATA\u300c\u5546\u7528AI\u30b5\u30fc\u30d3\u30b9\u5275\u51fa\u3092\u77ed\u671f\u9593\u3067\u5b9f\u73fe\u3057\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3092\u884c\u3046MLOps\u5c0e\u5165\u30b5\u30fc\u30d3\u30b9\u300d, 2020\u5e74\uff09\u3002\u3053\u306e\u6570\u5b57\u3092\u81ea\u793e\u6848\u4ef6\u306e\u7d0d\u671f\u3068\u3057\u3066\u7d04\u675f\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u958b\u767a\u3068\u904b\u7528\u306e\u5206\u65ad\u3092\u6e1b\u3089\u3057\u3001\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u901f\u3081\u308b\u3053\u3068\u3092\u91cd\u8996\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u601d\u60f3\u306e\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5f97\u610f\u9818\u57df\u30fb\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u9023\u643a\u3001\u8907\u6570\u62e0\u70b9\u3078\u306e\u5c55\u958b\u3001\u91d1\u878d\u30fb\u516c\u5171\u30fb\u88fd\u9020\u306a\u3069\u306e\u53b3\u683c\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3092\u91cd\u8996\u3059\u308b\u4f01\u696d\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u516c\u5f0f\u30b5\u30a4\u30c8\u3067\u306f\u3001\u6b27\u5dde\u306e\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u4e8b\u696d\u3067\u81ea\u52d5\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u5e02\u5834\u6295\u5165\u307e\u3067\u306e\u6642\u9593\u77ed\u7e2e\u3092\u72d9\u3063\u305fMLOps\u5b9f\u88c5\u3084\u3001\u9280\u884c\u4e8b\u696d\u306eMLOps\u4e8b\u4f8b\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u81ea\u793e\u3068\u8fd1\u3044\u696d\u754c\u30fb\u30c7\u30fc\u30bf\u91cf\u30fb\u62e0\u70b9\u6570\u306e\u4e8b\u4f8b\u3092\u63d0\u793a\u3057\u3066\u3082\u3089\u3046\u3068\u3001\u63d0\u6848\u306e\u518d\u73fe\u6027\u3092\u8a55\u4fa1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u3067\u3001\u5927\u898f\u6a21SI\u306f\u95a2\u4fc2\u8005\u3084\u627f\u8a8d\u5de5\u7a0b\u304c\u591a\u304f\u306a\u308a\u3084\u3059\u3044\u305f\u3081\u3001\u5c0f\u3055\u306a\u691c\u8a3c\u3092\u77ed\u671f\u9593\u3067\u884c\u3046\u5834\u5408\u306f\u4f53\u5236\u3068\u898b\u7a4d\u7bc4\u56f2\u3092\u7d30\u304b\u304f\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u3001OSS\u3001\u65e2\u5b58DWH\u306e\u3069\u3053\u3092\u63a1\u7528\u3059\u308b\u306e\u304b\u3001\u904b\u7528\u3092NTT\u30c7\u30fc\u30bf\u5074\u306b\u59d4\u8a17\u3059\u308b\u306e\u304b\u81ea\u793e\u3067\u62c5\u3046\u306e\u304b\u3092\u3001RFP\u306e\u6bb5\u968e\u3067\u660e\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u65e5\u672c\u96fb\u6c17\u682a\u5f0f\u4f1a\u793e\uff08NEC\uff09\uff5c\u7cbe\u5ea6\u52a3\u5316\u306e\u76e3\u8996\u3068\u30e2\u30c7\u30eb\u66f4\u65b0\u3092\u91cd\u8996\u3059\u308b<\/strong><\/h2>\n\n\n\n
\n
\n
\"NEC\u306eMLOps\u30b5\u30fc\u30d3\u30b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u65e5\u672c\u96fb\u6c17\u682a\u5f0f\u4f1a\u793e\uff08NEC\uff09\u306f\u3001AI\u3092\u5c0e\u5165\u3057\u305f\u5f8c\u306e\u30c7\u30fc\u30bf\u5909\u5316\u3084\u7cbe\u5ea6\u4f4e\u4e0b\u306b\u5bfe\u5fdc\u3059\u308b\u300cNEC MLOps\u30b5\u30fc\u30d3\u30b9\u300d\u3092\u516c\u5f0f\u306b\u6848\u5185\u3057\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u4f5c\u6210\u3060\u3051\u3067\u7d42\u308f\u3089\u305a\u3001\u30e2\u30c7\u30eb\u3068\u30c7\u30fc\u30bf\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u7570\u5e38\u6642\u306e\u539f\u56e0\u5206\u6790\u3001\u518d\u5b66\u7fd2\u3001\u66f4\u65b0\u5224\u5b9a\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u307e\u3067\u3092\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3068\u3057\u3066\u652f\u63f4\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u7279\u5fb4\u3068\u5f37\u307f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

NEC\u306e\u7279\u5fb4\u306f\u3001AI\u306e\u4e88\u6e2c\u7cbe\u5ea6\u304c\u672c\u756a\u3067\u843d\u3061\u305f\u3068\u304d\u306b\u3001\u5358\u7d14\u306b\u518d\u5b66\u7fd2\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u306a\u305c\u52a3\u5316\u3057\u305f\u304b\u3092\u78ba\u8a8d\u3057\u3001\u66f4\u65b0\u3057\u3066\u3088\u3044\u304b\u3092\u5224\u65ad\u3059\u308b\u6d41\u308c\u3092\u660e\u793a\u3057\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u516c\u5f0f\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u30c7\u30fc\u30bf\u7570\u5e38\u30a2\u30e9\u30fc\u30c8\u3001\u30e2\u30c7\u30eb\u52a3\u5316\u30a2\u30e9\u30fc\u30c8\u3001\u539f\u56e0\u89e3\u6790\u3001\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u306a\u3069\u304c\u63d0\u4f9b\u5185\u5bb9\u3068\u3057\u3066\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: NEC\u300cNEC MLOps\u30b5\u30fc\u30d3\u30b9\u300d, 2026\u5e748\u6708\u78ba\u8a8d\uff09\u3002<\/p>\n\n\n\n

\u9700\u8981\u4e88\u6e2c\u3084\u8a2d\u5099\u306e\u7570\u5e38\u691c\u77e5\u3067\u306f\u3001\u5e02\u5834\u30c8\u30ec\u30f3\u30c9\u3001\u5b63\u7bc0\u6027\u3001\u8a2d\u5099\u306e\u7d4c\u5e74\u52a3\u5316\u306a\u3069\u3067\u5165\u529b\u30c7\u30fc\u30bf\u306e\u50be\u5411\u304c\u5909\u308f\u308a\u307e\u3059\u3002\u7cbe\u5ea6\u306e\u5e73\u5747\u5024\u3060\u3051\u3092\u76e3\u8996\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6b20\u640d\u7387\u3001\u30ab\u30c6\u30b4\u30ea\u306e\u5897\u6e1b\u3001\u5206\u5e03\u306e\u5909\u5316\u3001\u63a8\u8ad6\u9045\u5ef6\u3001\u696d\u52d9\u7d50\u679c\u3068\u306e\u4e56\u96e2\u3092\u8a18\u9332\u3059\u308b\u3068\u3001\u73fe\u5834\u304c\u5bfe\u5fdc\u3059\u3079\u304d\u7570\u5e38\u3092\u65e9\u304f\u898b\u3064\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5f97\u610f\u9818\u57df\u30fb\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u3092\u5c0e\u5165\u3057\u305f\u5f8c\u306e\u7cbe\u5ea6\u7dad\u6301\u3084\u3001\u66f4\u65b0\u524d\u5f8c\u306e\u6bd4\u8f03\u3092\u91cd\u8996\u3059\u308b\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002NEC\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001\u91d1\u878d\u696d\u306e\u696d\u52d9\u652f\u63f4AI\u3067\u30c7\u30fc\u30bf\u30fb\u30e2\u30c7\u30eb\u3092\u76e3\u8996\u3057\u3001\u7cbe\u5ea6\u6539\u5584\u306e\u65bd\u7b56\u3092\u5b9a\u671f\u7684\u306b\u5831\u544a\u3057\u3066\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u4e8b\u4f8b\u3084\u3001\u5efa\u8a2d\u696d\u3067\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u3092\u5b9a\u671f\u76e3\u8996\u3057\u306a\u304c\u3089\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3092\u52a0\u3048\u3066\u6539\u5584\u3059\u308b\u4e8b\u4f8b\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5c0e\u5165\u6642\u306b\u306f\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u6700\u7d42\u627f\u8a8d\u8005\u3068\u3001\u8aa4\u66f4\u65b0\u6642\u306e\u5fa9\u65e7\u6642\u9593\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

NEC\u306e\u516c\u5f0f\u767a\u8868\u3067\u306f\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u306e\u539f\u56e0\u5206\u6790\u30fb\u53ef\u8996\u5316\u3068\u3001\u9ad8\u5ea6\u306a\u518d\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u6280\u8853\u3082\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: NEC\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9, 2023\u5e74\uff09\u3002\u305f\u3060\u3057\u3001\u3059\u3079\u3066\u306e\u6848\u4ef6\u3067\u540c\u3058\u6a5f\u80fd\u3084\u696d\u754c\u5b9f\u7e3e\u304c\u9069\u7528\u3055\u308c\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u305f\u3081\u3001\u81ea\u793e\u306e\u696d\u52d9\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u691c\u8a3c\u6761\u4ef6\u3001\u76e3\u8996\u5bfe\u8c61\u3001\u4fdd\u5b88\u6642\u9593\u5e2f\u3092\u63d0\u6848\u66f8\u3067\u5177\u4f53\u5316\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\u5bcc\u58eb\u901a\u682a\u5f0f\u4f1a\u793e\uff5cAI\u57fa\u76e4\u3068\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u3092\u4e00\u4f53\u3067\u691c\u8a0e\u3059\u308b<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u5bcc\u58eb\u901a\u306eAI\u57fa\u76e4\u3068MLOps\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u5bcc\u58eb\u901a\u682a\u5f0f\u4f1a\u793e\u306f\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3001\u30b5\u30fc\u30d0\u30fc\u3001\u30af\u30e9\u30a6\u30c9\u3001AI\u30b5\u30fc\u30d3\u30b9\u3092\u6271\u3046\u7dcf\u5408IT\u4f01\u696d\u3067\u3059\u3002\u5bcc\u58eb\u901a\u306e\u516c\u5f0f\u8cc7\u6599\u3067\u306f\u3001\u9ad8\u6027\u80fdGPU\u3092\u642d\u8f09\u3057\u305fPRIMERGY\u3068AI\u57fa\u76e4\u30b5\u30fc\u30d3\u30b9\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u652f\u63f4\u3092\u7d44\u307f\u5408\u308f\u305b\u3001AI\u306e\u958b\u767a\u3068\u904b\u7528\u3092\u7d71\u5408\u3059\u308bMLOps\u306e\u5b9f\u73fe\u3092\u652f\u63f4\u3059\u308b\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u696d\u52d9\u30c7\u30fc\u30bf\u3092\u793e\u5916\u3078\u51fa\u3057\u306b\u304f\u3044\u4f01\u696d\u3067\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306a\u74b0\u5883\u3092\u542b\u3081\u3066\u76f8\u8ac7\u3067\u304d\u308b\u5019\u88dc\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u7279\u5fb4\u3068\u5f37\u307f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5bcc\u58eb\u901a\u3092\u6bd4\u8f03\u3059\u308b\u969b\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3001GPU\u30fb\u30b3\u30f3\u30c6\u30ca\u57fa\u76e4\u3001\u30c7\u30fc\u30bf\u4fdd\u8b77\u3001\u696d\u52d9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u4fdd\u5b88\u3092\u4e00\u3064\u306e\u69cb\u6210\u3068\u3057\u3066\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002\u88fd\u9020\u73fe\u5834\u306e\u753b\u50cf\u691c\u67fb\u3001\u8a2d\u5099\u306e\u4e88\u5146\u691c\u77e5\u3001\u6587\u66f8\u691c\u7d22\u306a\u3069\u3067\u306f\u3001\u5b66\u7fd2\u74b0\u5883\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u73fe\u5834\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5236\u7d04\u3084\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3059\u308b\u5834\u6240\u3082\u91cd\u8981\u3067\u3059\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u3092\u5236\u9650\u3057\u305f\u3044\u8981\u4ef6\u3067\u306f\u3001\u30af\u30e9\u30a6\u30c9\u524d\u63d0\u306e\u5019\u88dc\u3068\u540c\u3058\u6761\u4ef6\u3067\u6bd4\u8f03\u3057\u306b\u304f\u3044\u305f\u3081\u3001\u5b9f\u884c\u74b0\u5883\u3092\u5148\u306b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u751f\u6210AI\u3092\u4f7f\u3046\u6848\u4ef6\u3067\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u8a55\u4fa1\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u56de\u7b54\u30ed\u30b0\u3092\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4e88\u6e2cAI\u3068\u751f\u6210AI\u3092\u540c\u3058\u696d\u52d9\u57fa\u76e4\u3067\u6271\u3046\u306e\u304b\u3001\u5225\u3005\u306e\u76e3\u8996\u57fa\u6e96\u306b\u3059\u308b\u306e\u304b\u3092\u6c7a\u3081\u3001AI\u306e\u7a2e\u985e\u306b\u5fdc\u3058\u305f\u30c6\u30b9\u30c8\u3068\u627f\u8a8d\u30d7\u30ed\u30bb\u30b9\u3092\u8a2d\u8a08\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u5f97\u610f\u9818\u57df\u30fb\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u88fd\u9020\u3001\u516c\u5171\u3001\u91d1\u878d\u306a\u3069\u3001\u65e2\u5b58\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u793e\u5185\u30a4\u30f3\u30d5\u30e9\u3068AI\u57fa\u76e4\u3092\u4e00\u4f53\u3067\u8a2d\u8a08\u3057\u305f\u3044\u4f01\u696d\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u63a8\u8ad6\u30ed\u30b0\u3092\u7ba1\u7406\u3059\u308b\u5834\u6240\u3001GPU\u306e\u8abf\u9054\u30fb\u4fdd\u5b88\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u96e2\u3001\u5229\u7528\u8005\u306e\u6a29\u9650\u7ba1\u7406\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u306b\u6bd4\u8f03\u3057\u3084\u3059\u3044\u5019\u88dc\u3067\u3059\u3002\u5bcc\u58eb\u901a\u306e\u516c\u5f0f\u8cc7\u6599\u304c\u793a\u3059\u69cb\u6210\u3092\u305d\u306e\u307e\u307e\u63a1\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30af\u30e9\u30a6\u30c9\u3001\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306e\u8cbb\u7528\u3068\u904b\u7528\u8ca0\u62c5\u3092\u4e26\u3079\u3066\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u554f\u3044\u5408\u308f\u305b\u6642\u306f\u3001MLOps\u306e\u6a19\u6e96\u69cb\u6210\u306b\u542b\u307e\u308c\u308b\u5b9f\u9a13\u7ba1\u7406\u3001\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u3001CI\/CD\u307e\u305f\u306f\u7d99\u7d9a\u7684\u5b66\u7fd2\u3001\u76e3\u8996\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5c0e\u5165\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3092\u8ab0\u304c\u5b9f\u884c\u3057\u3001\u969c\u5bb3\u6642\u306b\u3069\u306e\u30c1\u30fc\u30e0\u304c\u5fa9\u65e7\u3059\u308b\u304b\u307e\u3067\u660e\u8a18\u3055\u308c\u3066\u3044\u308b\u63d0\u6848\u304c\u671b\u307e\u3057\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

Amazon Web Services\uff08AWS\uff09\uff5cSageMaker\u3067\u6a19\u6e96\u5316\u3057\u305fML\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b<\/strong><\/h2>\n\n\n\n
\n
\n
\"AWS<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Amazon Web Services\uff08AWS\uff09\u306f\u958b\u767a\u4f1a\u793e\u3068\u3044\u3046\u3088\u308a\u3001\u30af\u30e9\u30a6\u30c9\u4e0a\u3067MLOps\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u30d9\u30f3\u30c0\u30fc\u3067\u3059\u3002Amazon SageMaker AI Projects\u3067\u306f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u76e3\u8996\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u3092\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066\u7d44\u307f\u5408\u308f\u305b\u3001\u958b\u767a\u74b0\u5883\u3084CI\/CD\u3092\u6a19\u6e96\u5316\u3067\u304d\u307e\u3059\u3002AWS\u3092\u3059\u3067\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u3084\u3001\u8907\u6570\u30e2\u30c7\u30eb\u3078\u540c\u3058\u904b\u7528\u30eb\u30fc\u30eb\u3092\u5c55\u958b\u3057\u305f\u3044\u4f01\u696d\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u7279\u5fb4\u3068\u5f37\u307f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

SageMaker AI Projects\u306f\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u30e2\u30c7\u30eb\u30b0\u30eb\u30fc\u30d7\u3001\u627f\u8a8d\u6e08\u307f\u30e2\u30c7\u30eb\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5358\u4f4d\u3067\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002AWS\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u7d44\u7e54\u72ec\u81ea\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3067IAM\u3001\u6697\u53f7\u5316\u3001\u30bf\u30b0\u3001\u8907\u6570\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u5206\u96e2\u3092\u5b9a\u7fa9\u3067\u304d\u308b\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u90e8\u9580\u3054\u3068\u306b\u3070\u3089\u3070\u3089\u306a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3084\u624b\u4f5c\u696d\u306e\u30c7\u30d7\u30ed\u30a4\u304c\u5897\u3048\u3066\u3044\u308b\u4f01\u696d\u3067\u306f\u3001\u6a19\u6e96\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u3088\u3063\u3066\u54c1\u8cea\u3068\u76e3\u67fb\u6027\u3092\u305d\u308d\u3048\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u6599\u91d1\u306f\u5229\u7528\u91cf\u306b\u5fdc\u3058\u3066\u767a\u751f\u3057\u3001\u5b66\u7fd2\u3001\u63a8\u8ad6\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u3001\u76e3\u8996\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306a\u3069\u306e\u8cbb\u7528\u3092\u5206\u3051\u3066\u898b\u7a4d\u3082\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002SageMaker AI\u306e\u516c\u5f0f\u6599\u91d1\u30da\u30fc\u30b8\u3082\u3001\u4f7f\u7528\u3057\u305f\u57fa\u76e4\u30ea\u30bd\u30fc\u30b9\u3084\u95a2\u9023AWS\u30b5\u30fc\u30d3\u30b9\u306b\u5bfe\u3057\u3066\u8ab2\u91d1\u3055\u308c\u308b\u3068\u6848\u5185\u3057\u3066\u3044\u307e\u3059\u3002GPU\u3092\u5e38\u6642\u8d77\u52d5\u3059\u308b\u306e\u304b\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3084\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6\u3092\u4f7f\u3046\u306e\u304b\u3067\u6708\u984d\u306f\u5909\u308f\u308b\u305f\u3081\u3001\u60f3\u5b9a\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3068\u7a3c\u50cd\u6642\u9593\u3092\u5165\u308c\u305f\u8a66\u7b97\u3092\u4f9d\u983c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u5f97\u610f\u9818\u57df\u30fb\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30af\u30e9\u30a6\u30c9\u6a19\u6e96\u5316\u3001\u8907\u6570\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30b3\u30f3\u30c6\u30ca\u3084\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3092\u542b\u3080\u30b9\u30b1\u30fc\u30eb\u8a2d\u8a08\u3092\u91cd\u8996\u3059\u308b\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002AWS\u306f\u5c0e\u5165\u57fa\u76e4\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u696d\u52d9\u8981\u4ef6\u306e\u6574\u7406\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3001\u904b\u7528\u8a2d\u8a08\u306fAWS\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30b5\u30fc\u30d3\u30b9\u3084\u30d1\u30fc\u30c8\u30ca\u30fcSIer\u3068\u5206\u62c5\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u8ab0\u304c\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u62c5\u4fdd\u3057\u3001\u8ab0\u304c\u30e2\u30c7\u30eb\u66f4\u65b0\u3092\u627f\u8a8d\u3057\u3001\u8ab0\u304c24\u6642\u9593\u969c\u5bb3\u5bfe\u5fdc\u3059\u308b\u306e\u304b\u3092\u5951\u7d04\u66f8\u3067\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

2025\u5e74\u306b\u516c\u958b\u3055\u308c\u305fVolkswagen\u3068AWS\u306e\u4e8b\u4f8b\u3067\u306f\u3001\u5de5\u5834\u3084\u30d6\u30e9\u30f3\u30c9\u3092\u307e\u305f\u3050100\u4ee5\u4e0a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5bfe\u3057\u3001\u6a19\u6e96\u5316\u3057\u305f\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9MLOps\u3092\u6574\u5099\u3057\u305f\u7d4c\u7def\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5927\u898f\u6a21\u5c55\u958b\u306e\u53c2\u8003\u306b\u306f\u306a\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u69cb\u6210\u3092\u5c0f\u898f\u6a21\u4f01\u696d\u304c\u305d\u306e\u307e\u307e\u5c0e\u5165\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305a\u306f1\u30e2\u30c7\u30eb\u3067\u518d\u73fe\u6027\u3068\u76e3\u8996\u3092\u78ba\u8a8d\u3057\u3001\u5229\u7528\u62e0\u70b9\u3084\u30e2\u30c7\u30eb\u6570\u304c\u5897\u3048\u308b\u6bb5\u968e\u3067\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u62e1\u5f35\u3059\u308b\u65b9\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n

Google Cloud\uff5cVertex AI\u3067\u30c7\u30fc\u30bf\u5206\u6790\u304b\u3089\u30e2\u30c7\u30eb\u904b\u7528\u307e\u3067\u3064\u306a\u3050<\/strong><\/h2>\n\n\n\n
\n
\n
\"Google<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Google Cloud\u306f\u3001Vertex AI\u3092\u4e2d\u5fc3\u306b\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u5171\u901a\u306e\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u3067\u6271\u3048\u308b\u30af\u30e9\u30a6\u30c9\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001Model Registry\u3001Feature Store\u3001\u30e2\u30c7\u30eb\u76e3\u8996\u306a\u3069\u3092MLOps\u306e\u7ba1\u7406\u6a5f\u80fd\u3068\u3057\u3066\u6848\u5185\u3057\u3066\u3044\u307e\u3059\u3002BigQuery\u306a\u3069Google Cloud\u306e\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u306f\u3001\u65e2\u5b58\u8cc7\u7523\u3068\u3064\u306a\u3052\u3084\u3059\u3044\u5019\u88dc\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u7279\u5fb4\u3068\u5f37\u307f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

Vertex AI\u3067\u306f\u3001\u5b66\u7fd2\u30fb\u30c7\u30d7\u30ed\u30a4\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3084\u30e1\u30bf\u30c7\u30fc\u30bf\u3001\u7279\u5fb4\u91cf\u3001\u8a55\u4fa1\u3001\u76e3\u8996\u3092\u4e00\u3064\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3068\u3057\u3066\u6574\u7406\u3067\u304d\u307e\u3059\u3002\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u305f\u3073\u306b\u3001\u3069\u306e\u30c7\u30fc\u30bf\u3068\u30b3\u30fc\u30c9\u3067\u5b66\u7fd2\u3057\u3001\u3069\u306e\u8a55\u4fa1\u5024\u3067\u627f\u8a8d\u3057\u305f\u304b\u3092\u8ffd\u8de1\u3067\u304d\u308b\u3068\u3001\u4e88\u6e2c\u7d50\u679c\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u306e\u539f\u56e0\u8abf\u67fb\u304c\u5bb9\u6613\u3067\u3059\u3002\u751f\u6210AI\u3092\u542b\u3081\u3066\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3057\u305f\u3044\u4f01\u696d\u306f\u3001\u4e88\u6e2cAI\u3068\u751f\u6210AI\u3067\u8a55\u4fa1\u57fa\u6e96\u30fb\u30ed\u30b0\u30fb\u6a29\u9650\u3092\u3069\u3046\u5206\u3051\u308b\u304b\u3092\u76f8\u8ac7\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

Google Cloud\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001Vertex AI\u3092\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3084AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30d7\u30ed\u30a4\u57fa\u76e4\u3068\u3057\u3066\u4f4d\u7f6e\u4ed8\u3051\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: Google Cloud\u300cVertex AI documentation\u300d, 2026\u5e748\u6708\u78ba\u8a8d\uff09\u3002\u4e00\u65b9\u3067\u3001\u30af\u30e9\u30a6\u30c9\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u306b\u306f\u8a2d\u8a08\u529b\u304c\u5fc5\u8981\u3067\u3059\u3002BigQuery\u306e\u30c7\u30fc\u30bf\u6a29\u9650\u3001Cloud Storage\u306e\u4fdd\u5b58\u671f\u9593\u3001\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u30b9\u30b1\u30fc\u30eb\u3001\u30ed\u30b0\u306e\u4fdd\u6301\u671f\u9593\u3092\u3001\u696d\u52d9\u8981\u4ef6\u3068\u30bb\u30c3\u30c8\u3067\u898b\u7a4d\u3082\u3063\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u5f97\u610f\u9818\u57df\u30fb\u5b9f\u7e3e<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3001\u9700\u8981\u4e88\u6e2c\u3001\u30ec\u30b3\u30e1\u30f3\u30c9\u3001\u753b\u50cf\u30fb\u6587\u66f8\u51e6\u7406\u3001\u751f\u6210AI\u3092\u540c\u3058\u30af\u30e9\u30a6\u30c9\u30c7\u30fc\u30bf\u57fa\u76e4\u3067\u904b\u7528\u3057\u305f\u3044\u4f01\u696d\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092BigQuery\u306b\u96c6\u3081\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u5206\u6790\u30fb\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u63a8\u8ad6\u306e\u6d41\u308c\u3092\u8a2d\u8a08\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u65e2\u5b58\u306eAWS\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u304c\u4e2d\u5fc3\u306a\u3089\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u8cbb\u7528\u3084\u79fb\u884c\u671f\u9593\u3082\u6bd4\u8f03\u5bfe\u8c61\u306b\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

Google Cloud\u3092\u9078\u3076\u5834\u5408\u3082\u3001Vertex AI\u306e\u6a5f\u80fd\u4e00\u89a7\u3060\u3051\u3067\u767a\u6ce8\u3092\u6c7a\u3081\u306a\u3044\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u306e\u904b\u7528\u30eb\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u306e\u691c\u51fa\u65b9\u6cd5\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3001\u505c\u6b62\u30fb\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u6761\u4ef6\u3001\u30af\u30e9\u30a6\u30c9\u969c\u5bb3\u6642\u306e\u4ee3\u66ff\u624b\u6bb5\u3092\u3001\u5b9f\u88c5\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u4e00\u7dd2\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u3092\u9078\u3076\u30dd\u30a4\u30f3\u30c8<\/strong><\/h2>\n\n\n\n
\n
\n
\"MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u4f1a\u793e\u3092\u6bd4\u8f03\u3059\u308b\u62c5\u5f53\u8005\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

6\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u306f\u3001\u5358\u7d14\u306a\u304a\u3059\u3059\u3081\u9806\u3067\u306f\u6bd4\u8f03\u3067\u304d\u307e\u305b\u3093\u3002\u81ea\u793e\u304c\u6c42\u3081\u308bMLOps\u306e\u7bc4\u56f2\u3092\u5148\u306b\u5b9a\u7fa9\u3057\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u63a5\u7d9a\u3001\u904b\u7528\u306e\u624b\u539a\u3055\u3001\u30af\u30e9\u30a6\u30c9\u3084OSS\u306e\u81ea\u7531\u5ea6\u3001\u8cbb\u7528\u3001\u5c06\u6765\u306e\u5185\u88fd\u5316\u3092\u540c\u3058\u8cea\u554f\u7968\u3067\u6bd4\u3079\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u5b9f\u7e3e\u3068\u7d4c\u9a13\u306e\u78ba\u8a8d\u65b9\u6cd5<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b9f\u7e3e\u306f\u300cAI\u5c0e\u5165\u4ef6\u6570\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u5546\u7528\u7a3c\u50cd\u5f8c\u306b\u4f55\u3092\u904b\u7528\u3057\u305f\u304b\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u6570\u3001\u30c7\u30fc\u30bf\u66f4\u65b0\u983b\u5ea6\u3001\u63a8\u8ad6\u65b9\u5f0f\u3001\u76e3\u8996\u5bfe\u8c61\u3001\u518d\u5b66\u7fd2\u306e\u56de\u6570\u3001\u969c\u5bb3\u5bfe\u5fdc\u6642\u9593\u3001\u5229\u7528\u90e8\u9580\u6570\u3092\u805e\u304d\u3001\u81ea\u793e\u3068\u8fd1\u3044\u6761\u4ef6\u306e\u4e8b\u4f8b\u3092\u63d0\u793a\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002\u5b88\u79d8\u7fa9\u52d9\u3067\u793e\u540d\u3092\u51fa\u305b\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u696d\u754c\u3001\u898f\u6a21\u3001\u8ab2\u984c\u3001\u69cb\u6210\u3001\u6210\u679c\u6307\u6a19\u306e\u7c92\u5ea6\u3067\u8aac\u660e\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u6280\u8853\u529b\u3068\u5c02\u9580\u6027\u306e\u8a55\u4fa1<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6280\u8853\u9762\u3067\u306f\u3001Git\u306a\u3069\u306e\u30b3\u30fc\u30c9\u7ba1\u7406\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u7279\u5fb4\u91cf\u3001\u5b9f\u9a13\u7d50\u679c\u3001\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u4e00\u8cab\u3057\u3066\u8ffd\u8de1\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002CI\/CD\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u627f\u8a8d\u3092\u7d4c\u3066\u672c\u756a\u3078\u9032\u3081\u308b\u30b2\u30fc\u30c8\u3001\u30b7\u30e3\u30c9\u30fc\u904b\u7528\u3001\u30ab\u30ca\u30ea\u30a2\u30ea\u30ea\u30fc\u30b9\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u306e\u691c\u51fa\u307e\u3067\u8aac\u660e\u3057\u3066\u3082\u3089\u3046\u3068\u3001MLOps\u306e\u5b9f\u88c5\u529b\u304c\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

OSS\u3092\u4f7f\u3046\u63d0\u6848\u3067\u306f\u3001MLflow\u3001Kubeflow\u3001Airflow\u3001Kubernetes\u306a\u3069\u306e\u63a1\u7528\u7406\u7531\u3068\u4fdd\u5b88\u62c5\u5f53\u3092\u805e\u304d\u307e\u3059\u3002OSS\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u969c\u5bb3\u6642\u306e\u30b5\u30dd\u30fc\u30c8\u7bc4\u56f2\u304c\u66d6\u6627\u306a\u307e\u307e\u3067\u306f\u3001\u521d\u671f\u8cbb\u7528\u304c\u5b89\u304f\u898b\u3048\u3066\u3082\u9577\u671f\u306e\u904b\u7528\u8ca0\u62c5\u304c\u5897\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u4f53\u5236\u306e\u78ba\u8a8d<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3067\u306f\u3001\u696d\u52d9\u8cac\u4efb\u8005\u3001\u30c7\u30fc\u30bf\u8cac\u4efb\u8005\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001ML\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30a2\u30d7\u30ea\u958b\u767a\u8005\u3001\u30a4\u30f3\u30d5\u30e9\u62c5\u5f53\u306e\u5f79\u5272\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u306e\u6210\u679c\u7269\u306b\u3001\u30c7\u30fc\u30bf\u8f9e\u66f8\u3001KPI\u3001\u8a55\u4fa1\u65b9\u6cd5\u3001\u975e\u6a5f\u80fd\u8981\u4ef6\u3001\u76e3\u8996\u8a2d\u8a08\u3001\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u624b\u9806\u3001\u79fb\u7ba1\u8a08\u753b\u3092\u542b\u3081\u308b\u3068\u3001PoC\u304b\u3089\u672c\u756a\u3078\u306e\u629c\u3051\u6f0f\u308c\u3092\u6e1b\u3089\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\u5951\u7d04\u3067\u306f\u3001\u518d\u59d4\u8a17\u306e\u6709\u7121\u3001\u30c7\u30fc\u30bf\u306e\u5229\u7528\u76ee\u7684\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3084\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u6a29\u5229\u3001\u30af\u30e9\u30a6\u30c9\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u6240\u6709\u8005\u3001\u7d42\u4e86\u6642\u306e\u30c7\u30fc\u30bf\u79fb\u884c\u3001\u4fdd\u5b88\u306e\u6642\u9593\u5e2f\u3068SLA\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u5c0e\u5165\u5f8c\u3082\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u304c\u5909\u308f\u308b\u305f\u3081\u3001\u958b\u767a\u5b8c\u4e86\u65e5\u3060\u3051\u3092\u30b4\u30fc\u30eb\u306b\u305b\u305a\u3001\u904b\u7528\u958b\u59cb\u5f8c\u306e\u6539\u5584\u8cbb\u7528\u307e\u3067\u542b\u3081\u3066\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n\n\n\n
\n
\n
\"MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u306f\u3001\u4f1a\u793e\u306e\u898f\u6a21\u3084\u77e5\u540d\u5ea6\u3088\u308a\u3082\u3001\u5bfe\u8c61\u696d\u52d9\u306b\u5fc5\u8981\u306a\u904b\u7528\u7bc4\u56f2\u3068\u8cac\u4efb\u5206\u754c\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u767a\u6ce8\u524d\u306b\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u8cea\u554f\u306b\u76f4\u63a5\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u958b\u767a\u4f1a\u793e\u3068\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u306e\u3069\u3061\u3089\u306b\u983c\u3080\u3079\u304d\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u696d\u52d9\u8981\u4ef6\u306e\u6574\u7406\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u63a5\u7d9a\u3001\u753b\u9762\u958b\u767a\u3001\u4fdd\u5b88\u307e\u3067\u4efb\u305b\u305f\u3044\u5834\u5408\u306f\u958b\u767a\u4f1a\u793e\u3084SIer\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002AWS\u3084Google Cloud\u306f\u57fa\u76e4\u6a5f\u80fd\u306b\u5f37\u3044\u305f\u3081\u3001\u30af\u30e9\u30a6\u30c9\u57fa\u76e4\u3092\u9078\u3073\u3001\u5b9f\u88c5\u306f\u30d1\u30fc\u30c8\u30ca\u30fcSIer\u306b\u4f9d\u983c\u3059\u308b\u5206\u62c5\u3082\u4e00\u822c\u7684\u3067\u3059\u3002\u3069\u3061\u3089\u304b\u4e00\u65b9\u306b\u6c7a\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8cac\u4efb\u5206\u754c\u3068\u5951\u7d04\u7a93\u53e3\u3092\u660e\u78ba\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u8cbb\u7528\u306f\u3069\u306e\u304f\u3089\u3044\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u76ee\u5b89\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u78ba\u8a8d\u3068\u5c0f\u898f\u6a21\u306aPoC\u3067300\u4e07\u301c800\u4e07\u5186\u3001\u672c\u756a\u904b\u7528\u57fa\u76e4\u307e\u3067\u542b\u3081\u308b\u3068800\u4e07\u301c2,500\u4e07\u5186\u3001\u8907\u6570\u90e8\u9580\u30fb\u8907\u6570\u30e2\u30c7\u30eb\u3092\u5bfe\u8c61\u306b\u3057\u305f\u5168\u793e\u57fa\u76e4\u3067\u306f2,500\u4e07\u301c8,000\u4e07\u5186\u4ee5\u4e0a\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u30e2\u30c7\u30eb\u6570\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3001GPU\u3001\u76e3\u67fb\u8981\u4ef6\u3001SLA\u3092\u542b\u3080\u7bc4\u56f2\u3067\u5927\u304d\u304f\u5909\u308f\u308b\u63a8\u5b9a\u30ec\u30f3\u30b8\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9\u5229\u7528\u6599\u3001\u30c7\u30fc\u30bf\u6574\u5099\u8cbb\u3001\u30e2\u30c7\u30eb\u6539\u5584\u8cbb\u3001\u6708\u984d\u4fdd\u5b88\u3092\u5206\u3051\u305f\u898b\u7a4d\u3082\u308a\u3092\u53d6\u5f97\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u500b\u4eba\u60c5\u5831\u3092MLOps\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u4f7f\u3046\u3068\u304d\u306e\u6ce8\u610f\u70b9\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5229\u7528\u76ee\u7684\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u30fb\u59d4\u8a17\u30fb\u7b2c\u4e09\u8005\u63d0\u4f9b\u3001\u5b89\u5168\u7ba1\u7406\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u4fdd\u5b58\u671f\u9593\u3092\u78ba\u8a8d\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u533f\u540d\u5316\u3084\u4eee\u540d\u5316\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u59d4\u54e1\u4f1a\u306eQ&A\u3067\u306f\u3001\u8907\u6570\u4eba\u306e\u500b\u4eba\u60c5\u5831\u304b\u3089\u4f5c\u3063\u305f\u5b66\u7fd2\u6e08\u307f\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3064\u3044\u3066\u3001\u7279\u5b9a\u306e\u500b\u4eba\u3068\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304c\u6392\u65a5\u3055\u308c\u3066\u3044\u308b\u9650\u308a\u500b\u4eba\u60c5\u5831\u306b\u8a72\u5f53\u3057\u306a\u3044\u3068\u8003\u3048\u3089\u308c\u308b\u5834\u5408\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: \u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u59d4\u54e1\u4f1a\u300c\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u6cd5\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3Q&A\u300d, 2025\u5e74\uff09\u3002\u6848\u4ef6\u3054\u3068\u306e\u6cd5\u7684\u5224\u65ad\u306f\u5c02\u9580\u5bb6\u3078\u76f8\u8ac7\u3057\u3001MLOps\u306b\u306f\u540c\u610f\u30fb\u5229\u7528\u76ee\u7684\u30fb\u524a\u9664\u4f9d\u983c\u3078\u306e\u5bfe\u5fdc\u8a18\u9332\u3092\u6b8b\u305b\u308b\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u8fbc\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n
\n
\n
\"MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u4f1a\u793e6\u9078\u306e\u307e\u3068\u3081\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u306f\u3001\u682a\u5f0f\u4f1a\u793eripla\u3001NTT\u30c7\u30fc\u30bf\u3001NEC\u3001\u5bcc\u58eb\u901a\u3001AWS\u3001Google Cloud\u304c\u6bd4\u8f03\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002ripla\u306f\u696d\u52d9\u8981\u4ef6\u3084\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u3092\u542b\u3081\u305f\u4e00\u6c17\u901a\u8cab\u306e\u76f8\u8ac7\u3001NTT\u30c7\u30fc\u30bf\u306f\u5927\u898f\u6a21SI\u3068\u5546\u7528AI\u306e\u7d99\u7d9a\u6539\u5584\u3001NEC\u306f\u7cbe\u5ea6\u52a3\u5316\u306e\u76e3\u8996\u3068\u66f4\u65b0\u3001\u5bcc\u58eb\u901a\u306fAI\u57fa\u76e4\u3068\u696d\u52d9\u30a4\u30f3\u30d5\u30e9\u3001AWS\u3068Google Cloud\u306f\u30af\u30e9\u30a6\u30c9\u6a19\u6e96\u5316\u3068\u30de\u30cd\u30fc\u30b8\u30c9ML\u57fa\u76e4\u3068\u3044\u3046\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u307e\u305a1\u696d\u52d9\u30fb1\u30e2\u30c7\u30eb\u306e\u8981\u4ef6\u3092\u6574\u7406\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6700\u521d\u304b\u3089\u5168\u793e\u5171\u901a\u57fa\u76e4\u3092\u4f5c\u308d\u3046\u3068\u305b\u305a\u3001\u5bfe\u8c61\u696d\u52d9\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3001KPI\u3001\u63a8\u8ad6\u65b9\u5f0f\u3001\u76e3\u8996\u9805\u76ee\u3001\u66f4\u65b0\u30fb\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u6761\u4ef6\u30921\u679a\u306b\u307e\u3068\u3081\u307e\u3059\u3002\u305d\u306e\u3046\u3048\u3067\u3001PoC\u3001\u672c\u756a\u5316\u3001\u904b\u7528\u4fdd\u5b88\u306e3\u6bb5\u968e\u306b\u5206\u3051\u3001\u5404\u793e\u3078\u540c\u3058RFP\u3092\u6e21\u3059\u3068\u3001\u4fa1\u683c\u3060\u3051\u3067\u306a\u304f\u63d0\u6848\u306e\u5177\u4f53\u6027\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5c0e\u5165\u5f8c\u306e\u904b\u7528\u307e\u3067\u542b\u3081\u3066\u4f9d\u983c\u5148\u3092\u6c7a\u3081\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u7d4c\u6e08\u7523\u696d\u7701\u306eAI\u4e8b\u696d\u8005\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306f\u30012026\u5e743\u670831\u65e5\u306b\u7b2c1.2\u7248\u304c\u63b2\u8f09\u3055\u308c\u3001AI\u306e\u30ea\u30b9\u30af\u7ba1\u7406\u3084\u95a2\u4fc2\u8005\u306e\u5f79\u5272\u3092\u7d99\u7d9a\u7684\u306b\u78ba\u8a8d\u3059\u308b\u6d41\u308c\u304c\u7d9a\u3044\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: \u7d4c\u6e08\u7523\u696d\u7701\u300cAI\u4e8b\u696d\u8005\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u691c\u8a0e\u4f1a\u300d, 2026\u5e74\uff09\u3002MLOps\u306e\u30b7\u30b9\u30c6\u30e0\u3082\u3001\u30e2\u30c7\u30eb\u3092\u7d0d\u54c1\u3057\u3066\u7d42\u308f\u308a\u3067\u306f\u306a\u304f\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u30c7\u30fc\u30bf\u5909\u66f4\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u3092\u904b\u7528\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u81ea\u793e\u306e\u696d\u52d9\u3068\u5c06\u6765\u306e\u5185\u88fd\u5316\u3092\u898b\u636e\u3048\u3001\u6700\u3082\u8cac\u4efb\u5206\u754c\u3092\u8aac\u660e\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u3078\u76f8\u8ac7\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b
\u30fbMLOps\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n\n

\u4f1a\u793e\u7d39\u4ecb<\/strong><\/h2>\n\n\n\n
\n

\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u4e8b\u696d\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u696d\u52d9\u306b\u6700\u9069\u5316\u3057\u305f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u578b\u30b7\u30b9\u30c6\u30e0\u3092\u3001\u69cb\u60f3\u7b56\u5b9a\u30fb\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u958b\u767a\u30fb\u6539\u5584\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u652f\u63f4\u3002\u4e8b\u696d\u4f1a\u793e\u3067IT\u30fbDX\u3092\u7d4c\u9a13\u3057\u305f\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b\u3088\u308b\u9ad8\u3044\u8981\u4ef6\u5b9a\u7fa9\u529b\u30fb\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u529b\u3092\u6d3b\u304b\u3057\u3001\u4e8b\u696d\u6210\u679c\u306e\u6700\u5927\u5316\u306b\u4f34\u8d70\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n
\n
\"\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

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\n
\n
\"\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u3082\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306b\u95a2\u3059\u308b\u3054\u8981\u671b\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/a><\/p>\n\n\n\n

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\u682a\u5f0f\u4f1a\u793eripla\u306e\u4f1a\u793eHP\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n\n\n\n

\u30fb\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a><\/p>\n<\/div>\n\n\n\n

\"\"<\/a><\/figure>\n\n\n\n
\n
\n \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n <\/div>\n
\n
\n \"\u5f35\u7530\u8c37\u51cc\u592e\"\n <\/div>\n
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 <\/p>","protected":false},"excerpt":{"rendered":"

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