{"id":7000,"date":"2026-06-28T14:10:55","date_gmt":"2026-06-28T05:10:55","guid":{"rendered":"https:\/\/relasic.jp\/contents\/?post_type=column&#038;p=7000"},"modified":"2026-06-28T14:26:03","modified_gmt":"2026-06-28T05:26:03","slug":"%e3%80%8cpoc%e3%82%92%e9%87%8f%e7%94%a3%e3%81%a7%e3%81%8d%e3%82%8b%e7%b5%84%e7%b9%94%e3%81%af%e5%a2%97%e3%81%88%e3%81%9f%e3%80%8d%e3%81%9d%e3%82%8c%e3%81%a7%e3%82%82mlops%e3%82%a8%e3%83%b3%e3%82%b8","status":"publish","type":"column","link":"https:\/\/relasic.jp\/contents\/column\/%e3%80%8cpoc%e3%82%92%e9%87%8f%e7%94%a3%e3%81%a7%e3%81%8d%e3%82%8b%e7%b5%84%e7%b9%94%e3%81%af%e5%a2%97%e3%81%88%e3%81%9f%e3%80%8d%e3%81%9d%e3%82%8c%e3%81%a7%e3%82%82mlops%e3%82%a8%e3%83%b3%e3%82%b8\/","title":{"rendered":"\u300cPoC\u3092\u91cf\u7523\u3067\u304d\u308b\u7d44\u7e54\u306f\u5897\u3048\u305f\u300d\u305d\u308c\u3067\u3082MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5e0c\u5c11\u306a\u7406\u7531\u30102026\u5e74\u7248\u3011\uff5c\u672c\u756a\u904b\u7528\u8a2d\u8a08\u529b\u30fb\u6280\u8853\u9078\u5b9a\u529b\u30fbLLMOps\u5bfe\u5fdc\u529b\u304c\u8ee2\u8077\u5e02\u5834\u3067\u306e\u7af6\u4e89\u512a\u4f4d\u3092\u751f\u3080"},"content":{"rendered":"<!-- \u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u753b\u50cf\uff08group\u306e\u5916\uff09 -->\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"\/contents\/assets\/2026\/06\/img20.jpg\" alt=\"MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u8ee2\u80772026\u5e74\u6700\u65b0 \u5e74\u53ce\u30fb\u30b9\u30ad\u30eb\u30fb\u30ea\u30e2\u30fc\u30c8\u6b63\u793e\u54e1\" class=\"wp-image-xxxx\" style=\"width:730px\"\/><\/figure>\n<\/div>\n\n<!-- \u672c\u6587\u30b0\u30eb\u30fc\u30d7 -->\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n\n<!-- \u30ea\u30fc\u30c9\u6587 -->\n\n<p class=\"wp-block-paragraph\">ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092Kubernetes\u4e0a\u306b\u5c55\u958b\u3057\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3092\u691c\u77e5\u3057\u3066\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u5316\u3059\u308b\u2014\u2014\u305d\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3092\u3001\u30d3\u30b8\u30cd\u30b9\u8981\u4ef6\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u306a\u304c\u3089\u610f\u601d\u6c7a\u5b9a\u3067\u304d\u308b\u4eba\u6750\u304c\u3001\u73fe\u5728\u306e\u8ee2\u8077\u5e02\u5834\u3067\u6700\u3082\u8a55\u4fa1\u3092\u53d7\u3051\u3066\u3044\u308bMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002PoC\u3092\u91cf\u7523\u3067\u304d\u308b\u7d44\u7e54\u306f\u5897\u3048\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30b5\u30fc\u30d3\u30f3\u30b0\u304b\u3089\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u7ba1\u7406\u30fb\u30b3\u30b9\u30c8\u6700\u9069\u5316\u307e\u3067\u3001\u672c\u756a\u904b\u7528\u306e\u5168\u5de5\u7a0b\u3092\u8a2d\u8a08\u30fb\u7dad\u6301\u3067\u304d\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u4f9d\u7136\u3068\u3057\u3066\u5e0c\u5c11\u3067\u3042\u308a\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002IPA\u300cDX\u52d5\u54112024\u300d\uff082024\u5e747\u6708\u516c\u8868\uff09\u3067\u306f\u3001DX\u3092\u63a8\u9032\u3059\u308b\u4eba\u6750\u304c\u300c\u5927\u5e45\u306b\u4e0d\u8db3\u3057\u3066\u3044\u308b\u300d\u3068\u56de\u7b54\u3057\u305f\u65e5\u672c\u4f01\u696d\u306e\u5272\u5408\u304c62.1%\u306b\u9054\u3057\u3066\u304a\u308a<sup>\uff0a1<\/sup>\u3001\u305d\u306e\u4e2d\u6838\u306b\u3042\u308bMLOps\u4eba\u6750\u306e\u9700\u7d66\u30ae\u30e3\u30c3\u30d7\u304c\u300cPoC\u6b62\u307e\u308a\u300d\u306e\u69cb\u9020\u7684\u306a\u539f\u56e0\u306e\u3072\u3068\u3064\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5bfe\u5fdc\u306e\u6b63\u793e\u54e1\u8ee2\u8077\u306b\u5c02\u9580\u7279\u5316\u3057\u305fRelasic\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8996\u70b9\u304b\u3089\u30012026\u5e74\u306eMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u8ee2\u8077\u5e02\u5834\u306e\u5b9f\u614b\u3068\u3001\u5e02\u5834\u8a55\u4fa1\u3092\u9ad8\u3081\u308b\u30b9\u30ad\u30eb\u6226\u7565\u3092\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n\n\n<!-- CV\u753b\u50cf\uff08\u30ea\u30fc\u30c9\u6587\u5f8c\u30fb500px\uff09 -->\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/relasic.jp\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" src=\"\/contents\/assets\/2026\/04\/img_cv.png\" alt=\"\u30ea\u30e9\u30b7\u30af \u4f1a\u54e1\u767b\u9332\u306f\u3053\u3061\u3089\" class=\"wp-image-xxxx\" style=\"width:500px\"\/><\/a><\/figure>\n<\/div>\n\n<!-- \u3053\u306e\u8a18\u4e8b\u306e\u30dd\u30a4\u30f3\u30c8 -->\n\n<div class=\"wp-block-group has-border-color has-background\" style=\"background-color:#e8f4fd;border-color:#b3d9f7;border-width:1px;border-radius:0px;padding-top:20px;padding-right:24px;padding-bottom:20px;padding-left:24px;margin-top:10px;margin-bottom:10px\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-d366bf2e wp-block-group-is-layout-constrained\">\n\n<p class=\"wp-block-paragraph\" style=\"font-weight:700\">\u3053\u306e\u8a18\u4e8b\u306e\u30dd\u30a4\u30f3\u30c8<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u304c2026\u5e74\u306b\u6025\u5897\u3057\u3066\u3044\u308b\u80cc\u666f\u3068\u3001\u8ee2\u8077\u5e02\u5834\u306b\u304a\u3051\u308b\u5e74\u53ce\u306e\u76ee\u5b89\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/li>\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30a4\u30f3\u30d5\u30e9\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u305d\u308c\u305e\u308c\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u53c2\u5165\u3067\u304d\u308b\u30b9\u30ad\u30eb\u30d1\u30b9\u3068\u3001\u5e74\u53ce\u3092\u9ad8\u3081\u308b\u300c\u30d7\u30e9\u30b9\u03b1\u300d\u306e\u8981\u7d20\u3092\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/li>\n\n\n<li>\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5bfe\u5fdc\u306e\u6b63\u793e\u54e1\u30dd\u30b8\u30b7\u30e7\u30f3\u3067MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u8ee2\u8077\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u6e96\u5099\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n<\/div><\/div>\n\n\n<!-- \u76ee\u6b21 -->\n\n<div class=\"wp-block-group has-border-color has-white-background-color has-background\" style=\"border-color:#1a365d;border-width:1px;border-radius:0px;padding-top:24px;padding-right:28px;padding-bottom:24px;padding-left:28px\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-bba1aa89 wp-block-group-is-layout-constrained\">\n\n<p class=\"wp-block-paragraph\" style=\"font-weight:700\">\u76ee\u6b21<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0px;margin-bottom:8px\"><a href=\"#section1\">1. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u4f55\u304b\u2014\u20142026\u5e74\u306e\u5b9a\u7fa9\u3068\u5e02\u5834\u3067\u306e\u4f4d\u7f6e\u3065\u3051<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:8px\"><a href=\"#section2\">2. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u3068\u6c42\u4eba\u306e\u5b9f\u614b<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:8px\"><a href=\"#section3\">3. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ee2\u8077\u3067\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u3054\u8cea\u554f<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:8px\"><a href=\"#section4\">4. \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u898b\u305f\u300c\u8a55\u4fa1\u3055\u308c\u308bMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e4\u3064\u306e\u5171\u901a\u70b9<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:8px\"><a href=\"#section5\">5. \u3069\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u3067\u3082\u53c2\u5165\u3067\u304d\u308b\u2014\u2014\u30b9\u30ad\u30eb\u30d1\u30b9\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:8px\"><a href=\"#section6\">6. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ee2\u8077\u6e96\u5099\u2014\u2014\u5b9f\u8df5\u7684\u306a3\u30b9\u30c6\u30c3\u30d7<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:8px\"><a href=\"#section7\">7. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u8ee2\u8077\u3067\u5931\u6557\u3057\u306a\u3044\u6c42\u4eba\u306e\u898b\u6975\u3081\u65b9<\/a><\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:8px;margin-bottom:0px\"><a href=\"#section8\">8. MLOps\u4eba\u6750\u4e0d\u8db3\u306f\u6df1\u523b\u2014\u2014\u4eca\u304c\u8ee2\u8077\u306e\u597d\u6a5f\u3067\u3042\u308b\u7406\u7531<\/a><\/p>\n\n\n<\/div><\/div>\n\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f31 ===== -->\n\n<h2 id=\"section1\" class=\"wp-block-heading\">1. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u4f55\u304b\u2014\u20142026\u5e74\u306e\u5b9a\u7fa9\u3068\u5e02\u5834\u3067\u306e\u4f4d\u7f6e\u3065\u3051<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"\/contents\/assets\/2026\/06\/img8-4.jpg\" alt=\"MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u672c\u756a\u74b0\u5883\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7ba1\u7406\u3059\u308b\u30a4\u30e1\u30fc\u30b8\" class=\"wp-image-xxxx\" style=\"object-fit:cover;width:750px;height:420px\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">MLOps\uff08Machine Learning Operations\uff09\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u672c\u756a\u74b0\u5883\u3078\u306e\u5c0e\u5165\u30fb\u904b\u7528\u30fb\u6539\u5584\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u652f\u3048\u308b\u5c02\u9580\u8077\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u3092\u3001\u5b89\u5b9a\u3057\u305f\u5f62\u3067\u5b9f\u30b5\u30fc\u30d3\u30b9\u306b\u5c55\u958b\u3057\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u7d9a\u3051\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u30fb\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u4e3b\u8981\u306a\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ee2\u8077\u5e02\u5834\u306b\u304a\u3044\u3066MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6ce8\u76ee\u3055\u308c\u308b\u6700\u5927\u306e\u80cc\u666f\u306f\u3001AI\u306e\u300c\u5b9f\u7528\u5316\u300d\u6bb5\u968e\u3078\u306e\u79fb\u884c\u3067\u3059\u3002\u5b9f\u9a13\u7684\u306a\u30e2\u30c7\u30eb\u958b\u767a\uff08\u7814\u7a76\u30d5\u30a7\u30fc\u30ba\uff09\u304b\u3089\u3001\u5b89\u5b9a\u3057\u305f\u672c\u756a\u904b\u7528\u30fb\u7d99\u7d9a\u6539\u5584\uff08\u904b\u7528\u30d5\u30a7\u30fc\u30ba\uff09\u3078\u306e\u30b7\u30d5\u30c8\u304c\u5168\u7523\u696d\u3067\u8d77\u304d\u3066\u304a\u308a\u3001\u305d\u306e\u6a4b\u6e21\u3057\u3092\u62c5\u3046MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u9700\u8981\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<!-- \u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044 -->\n<p class=\"wp-block-paragraph\" style=\"background: white;border-radius: 7px;padding: 20px;line-height: 30px;\"><img decoding=\"async\" draggable=\"false\" role=\"img\" class=\"emoji\" alt=\"\ud83d\udcd6\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/17.0.2\/svg\/1f4d6.svg\"> <strong>\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/strong>\uff5c<a href=\"https:\/\/relasic.jp\/contents\/column\/ai-engineer\/\" target=\"_blank\" rel=\"noopener\" style=\"display: block;font-size: 18px;font-weight: bold;\">\u30102026\u5e74\u6700\u65b0\u3011AI\u30a8\u30f3\u30b8\u30cb\u30a2\u6c42\u4eba\u306e\u5168\u8c8c\uff5c\u5e74\u53ce\u30fb\u30b9\u30ad\u30eb\u30fb\u8ee2\u8077\u6226\u7565<\/a>\n<\/p>\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f32 ===== -->\n\n<h2 id=\"section2\" class=\"wp-block-heading\">2. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u3068\u6c42\u4eba\u306e\u5b9f\u614b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u8ee2\u8077\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001\u5e74\u53ce\u306e\u5b9f\u614b\u306f\u91cd\u8981\u306a\u5224\u65ad\u6750\u6599\u3067\u3059\u3002\u8ee2\u8077\u5e02\u5834\u306e\u6c42\u4eba\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u307e\u3068\u3081\u308b\u3068\u3001\u6b63\u793e\u54e1\u306eMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u30ec\u30f3\u30b8\u306f600\u301c1,000\u4e07\u5186\u524d\u5f8c\u304c\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u3068Kubernetes\u53cc\u65b9\u306e\u5b9f\u52d9\u7d4c\u9a13\u3092\u6301\u3064\u4eba\u6750\u306f\u4e0a\u632f\u308c\u3057\u3084\u3059\u304f\u30011,200\u4e07\u5186\u4ee5\u4e0a\u306e\u6c42\u4eba\u3082\u4e00\u5b9a\u6570\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ee2\u8077\u5e02\u5834\u306b\u304a\u3051\u308b\u5e74\u53ce\u306e\u76ee\u5b89\u3092\u3001\u30b9\u30ad\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u5225\u306b\u6574\u7406\u3057\u307e\u3057\u305f\u3002\u73fe\u5728\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\u306e\u78ba\u8a8d\u3068\u3001\u6b21\u306e\u30b9\u30c6\u30fc\u30b8\u3078\u306e\u8a2d\u8a08\u56f3\u3068\u3057\u3066\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody>\n<tr><td><strong>\u7d4c\u9a13\u30fb\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb<\/strong><\/td><td><strong>\u4e3b\u306a\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8<\/strong><\/td><td><strong>\u6b63\u793e\u54e1\u5e74\u53ce\u76ee\u5b89<\/strong><\/td><td><strong>\u5f37\u307f\u306b\u306a\u308b\u52a0\u70b9\u8981\u7d20<\/strong><\/td><\/tr>\n<tr><td>ML+\u30a4\u30f3\u30d5\u30e9\u57fa\u790e<\/td><td>Python \/ Docker \/ CI\/CD\u57fa\u790e \/ AWS\u57fa\u790e<\/td><td>500\u301c700\u4e07\u5186<\/td><td>MLflow\u7b49\u306e\u5c02\u9580\u30c4\u30fc\u30eb\u7d4c\u9a13<\/td><\/tr>\n<tr><td>ML+\u30af\u30e9\u30a6\u30c9\u5b9f\u52d9<\/td><td>Kubernetes \/ MLflow \/ AWS\u5b9f\u52d9 \/ \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u81ea\u52d5\u5316<\/td><td>700\u301c900\u4e07\u5186<\/td><td>\u672c\u756a\u30c7\u30d7\u30ed\u30a4\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u7d4c\u9a13<\/td><\/tr>\n<tr><td>\u30d5\u30eb\u30b9\u30bf\u30c3\u30afMLOps<\/td><td>K8s+\u30af\u30e9\u30a6\u30c9\u5b9f\u52d9 \/ LLMOps \/ \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08<\/td><td>900\u301c1,200\u4e07\u5186<\/td><td><strong>\u30c1\u30fc\u30e0\u30ea\u30fc\u30c9\u30fb\u6280\u8853\u9078\u5b9a\u6a29\u9650<\/strong><\/td><\/tr>\n<tr><td>MLOps\u30a2\u30fc\u30ad\u30c6\u30af\u30c8<\/td><td>\u5168\u4f53\u8a2d\u8a08 \/ \u30c1\u30fc\u30e0\u80b2\u6210 \/ \u30d3\u30b8\u30cd\u30b9\u8981\u4ef6\u6574\u7406<\/td><td>1,200\u4e07\u5186\u301c<\/td><td><strong>\u4f01\u753b\u529b\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fbPM\u9023\u643a<\/strong><\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-color wp-block-paragraph\" style=\"color:#888888;font-size:12px\">\u6c42\u4eba\u30dc\u30c3\u30af\u30b9\u516c\u958b\u30c7\u30fc\u30bf\u304a\u3088\u3073Relasic\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8abf\u3079\u3092\u3082\u3068\u306b\u4f5c\u6210\u3002\u500b\u3005\u306e\u7d4c\u9a13\u30fb\u4f01\u696d\u898f\u6a21\u30fb\u5730\u57df\u306b\u3088\u3063\u3066\u5909\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u4f4d\u30ec\u30d9\u30eb\u306b\u306a\u308b\u307b\u3069\u300c\u6280\u8853\u529b\u4ee5\u5916\u306e\u8981\u7d20\u300d\u306e\u6bd4\u91cd\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u4f01\u696d\u304c1,000\u4e07\u5186\u4ee5\u4e0a\u3092\u51fa\u3059\u4eba\u6750\u306b\u671f\u5f85\u3059\u308b\u306e\u306f\u300c\u6280\u8853\u306e\u5c02\u9580\u5bb6\u300d\u3068\u3057\u3066\u306e\u5f79\u5272\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u300c\u6280\u8853\u3067\u30d3\u30b8\u30cd\u30b9\u3092\u63a8\u9032\u3067\u304d\u308b\u5b58\u5728\u300d\u3067\u3059\u3002\u305d\u306e\u5177\u4f53\u7684\u306a\u5185\u5bb9\u3092\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u8a73\u3057\u304f\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f33 ===== -->\n\n<h2 id=\"section3\" class=\"wp-block-heading\">3. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ee2\u8077\u3067\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u3054\u8cea\u554f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ee2\u8077\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u3054\u76f8\u8ac7\u306e\u4e2d\u3067\u3001MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u65b9\u304b\u3089\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u7591\u554f\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 id=\"section3-1\" class=\"wp-block-heading\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u8ee2\u8077\u306f\u96e3\u3057\u3044\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u306e\u30b9\u30ad\u30eb\u30d9\u30fc\u30b9\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30a4\u30f3\u30d5\u30e9\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u3044\u305a\u308c\u304b\u306b3\u5e74\u4ee5\u4e0a\u306e\u5b9f\u52d9\u7d4c\u9a13\u304c\u3042\u308c\u3070\u3001MLOps\u3078\u306e\u8ee2\u5411\u306f\u73fe\u5b9f\u7684\u306a\u7bc4\u56f2\u306b\u3042\u308a\u307e\u3059\u3002\u6700\u3082\u591a\u3044\u8ee2\u5411\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30a4\u30f3\u30d5\u30e9\u30fb\u30af\u30e9\u30a6\u30c9\u306e\u77e5\u8b58\u3092\u88dc\u5b8c\u3059\u308b\u30b1\u30fc\u30b9\u3001\u307e\u305f\u306f\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u3092\u5b66\u3076\u30b1\u30fc\u30b9\u3067\u3059\u3002\u4e21\u65b9\u3092\u30bc\u30ed\u304b\u3089\u7a4d\u3080\u3088\u308a\u3082\u3001\u81ea\u5206\u306e\u5f37\u307f\u3092\u8ef8\u306b\u4e0d\u8db3\u5206\u3092\u88dc\u3046\u6226\u7565\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section3-2\" class=\"wp-block-heading\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u8cc7\u683c\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fc5\u9808\u8cc7\u683c\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001AWS\u8a8d\u5b9a\u6a5f\u68b0\u5b66\u7fd2\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u30fbGoogle Cloud Professional ML Engineer\u30fbCKA\uff08Certified Kubernetes Administrator\uff09\u7b49\u306e\u8cc7\u683c\u306f\u66f8\u985e\u9078\u8003\u306e\u901a\u904e\u7387\u3092\u9ad8\u3081\u308b\u52b9\u679c\u304c\u3042\u308a\u307e\u3059\u3002\u8cc7\u683c\u3088\u308a\u3082\u5b9f\u52d9\u7d4c\u9a13\u306e\u65b9\u304c\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u308b\u70b9\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u304c\u3001\u8cc7\u683c\u53d6\u5f97\u3068\u4e26\u884c\u3057\u3066\u5b9f\u52d9\u7d4c\u9a13\u3092\u7a4d\u3080\u59ff\u52e2\u306f\u63a1\u7528\u62c5\u5f53\u8005\u306b\u597d\u5370\u8c61\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section3-3\" class=\"wp-block-heading\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5c06\u6765\u6027\u306f\u3069\u3046\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u9577\u671f\u7684\u306b\u9700\u8981\u306f\u62e1\u5927\u3092\u7d9a\u3051\u308b\u3068\u898b\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u7d4c\u6e08\u7523\u696d\u7701\u300cIT\u4eba\u6750\u9700\u7d66\u306b\u95a2\u3059\u308b\u8abf\u67fb\u300d\uff082019\u5e74\u516c\u8868\uff09\u3067\u306f\u30012030\u5e74\u306b\u5148\u7aefIT\u4eba\u6750\u304c\u6700\u5927\u7d0412.4\u4e07\u4eba\u4e0d\u8db3\u3059\u308b\u3068\u8a66\u7b97\u3055\u308c\u3066\u304a\u308a<sup>\uff0a2<\/sup>\u3001MLOps\u306f\u305d\u306e\u4e0d\u8db3\u9818\u57df\u306e\u3072\u3068\u3064\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u751f\u6210AI\u306e\u666e\u53ca\u306b\u3088\u308aLLMOps\u3068\u3044\u3046\u65b0\u3057\u3044\u5c02\u9580\u9818\u57df\u304c\u751f\u307e\u308c\u3066\u304a\u308a\u3001MLOps\u306e\u77e5\u8b58\u3092\u57fa\u76e4\u306bLLMOps\u3078\u5c55\u958b\u3067\u304d\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u4eca\u5f8c\u6570\u5e74\u9593\u3067\u7279\u306b\u5e0c\u5c11\u306a\u5b58\u5728\u306b\u306a\u3063\u3066\u3044\u304f\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section3-4\" class=\"wp-block-heading\">MLOps\u3068DevOps\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">DevOps\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u904b\u7528\u306e\u52b9\u7387\u5316\u3092\u76ee\u7684\u3068\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001MLOps\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\uff08\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fb\u518d\u5b66\u7fd2\uff09\u5168\u4f53\u306e\u52b9\u7387\u5316\u3092\u76ee\u7684\u3068\u3057\u307e\u3059\u3002MLOps\u306fDevOps\u306e\u8003\u3048\u65b9\u3092\u57fa\u76e4\u3068\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u56fa\u6709\u306e\u8ab2\u984c\uff08\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u30fb\u30e2\u30c7\u30eb\u7cbe\u5ea6\u52a3\u5316\u30fb\u5b9f\u9a13\u7ba1\u7406\u7b49\uff09\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u62e1\u5f35\u3055\u308c\u305f\u6982\u5ff5\u3067\u3059\u3002DevOps\u7d4c\u9a13\u306fMLOps\u3078\u306e\u53c2\u5165\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f34 ===== -->\n\n<h2 id=\"section4\" class=\"wp-block-heading\">4. \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u898b\u305f\u300c\u8a55\u4fa1\u3055\u308c\u308bMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e4\u3064\u306e\u5171\u901a\u70b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5c02\u9580\u306e\u8ee2\u8077\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u3001\u591a\u304f\u306eMLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ee2\u8077\u6d3b\u52d5\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304d\u305f\u4e2d\u3067\u3001\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u9ad8\u8a55\u4fa1\u3092\u5f97\u308b\u4eba\u6750\u306b\u5171\u901a\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section4-1\" class=\"wp-block-heading\">1. \u300c\u4f5c\u308b\u300d\u304b\u3089\u300c\u52d5\u304b\u3057\u7d9a\u3051\u308b\u300d\u3078\u306e\u30b7\u30d5\u30c8\u304c\u3067\u304d\u3066\u3044\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u3068MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6700\u5927\u306e\u9055\u3044\u306f\u3001\u8cac\u4efb\u306e\u91cd\u5fc3\u304c\u300c\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u300d\u304b\u3089\u300c\u30e2\u30c7\u30eb\u306e\u7d99\u7d9a\u7a3c\u50cd\u300d\u306b\u3042\u308b\u70b9\u3067\u3059\u3002\u9ad8\u8a55\u4fa1\u3092\u5f97\u308b\u65b9\u306f\u3001\u300c\u3053\u306e\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u3067X\u65e5\u9593\u5b89\u5b9a\u7a3c\u50cd\u3055\u305b\u305f\u300d\u300c\u30c9\u30ea\u30d5\u30c8\u691c\u77e5\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u3001\u7cbe\u5ea6\u52a3\u5316\u3092\u65e9\u671f\u306b\u691c\u51fa\u3057\u305f\u300d\u3068\u3044\u3063\u305f\u904b\u7528\u5b9f\u7e3e\u3092\u5177\u4f53\u7684\u306b\u8a9e\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section4-2\" class=\"wp-block-heading\">2. \u6280\u8853\u9078\u5b9a\u306e\u7406\u7531\u3092\u8a9e\u308c\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u306a\u305cKubeflow\u3067\u306f\u306a\u304fMLflow\u3092\u9078\u3093\u3060\u306e\u304b\u300d\u300c\u306a\u305cAWS\u3067\u306f\u306a\u304fGCP\u3092\u63a1\u7528\u3057\u305f\u306e\u304b\u300d\u2014\u2014\u3053\u3046\u3057\u305f\u6280\u8853\u9078\u5b9a\u306e\u80cc\u666f\u3068\u6839\u62e0\u3092\u8a9e\u308c\u308b\u4eba\u6750\u306f\u3001\u63a1\u7528\u62c5\u5f53\u8005\u306b\u6df1\u3044\u5370\u8c61\u3092\u4e0e\u3048\u307e\u3059\u3002\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\u306e\u5224\u65ad\u8ef8\u3092\u6301\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3001\u30b7\u30cb\u30a2\u30ec\u30d9\u30eb\u306e\u8a3c\u660e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section4-3\" class=\"wp-block-heading\">3. AI\u304c\u9032\u5316\u3057\u3066\u3082\u300c\u8a2d\u8a08\u529b\u300d\u306f\u4eba\u9593\u306e\u4ed5\u4e8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4\u304c\u666e\u53ca\u3057\u305f\u4eca\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u4f5c\u696d\u306e\u4e00\u90e8\u306fAI\u306b\u59d4\u306d\u3089\u308c\u308b\u6642\u4ee3\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u300c\u4f55\u3092\u4f5c\u308b\u304b\u300d\u300c\u3069\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u9069\u5207\u304b\u300d\u300c\u30d3\u30b8\u30cd\u30b9\u5236\u7d04\u306e\u4e2d\u3067\u3069\u3046\u8a2d\u8a08\u3059\u308b\u304b\u300d\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066\u4eba\u9593\u306e\u5224\u65ad\u304c\u4e2d\u5fc3\u306b\u3042\u308a\u307e\u3059\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u80fd\u529b\u306b\u52a0\u3048\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u30fb\u4f01\u753b\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306e\u3044\u305a\u308c\u304b\u3092\u62c5\u3048\u308b\u4eba\u6750\u306f\u3001\u8ee2\u8077\u5e02\u5834\u3067\u306e\u7af6\u4e89\u512a\u4f4d\u6027\u304c\u683c\u6bb5\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section4-4\" class=\"wp-block-heading\">4. LLMOps\u3078\u306e\u5bfe\u5fdc\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u5b9f\u7528\u5316\u304c\u9032\u3080\u4e2d\u3001LLMOps\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u30fb\u8a55\u4fa1\u30fb\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u30fb\u63a8\u8ad6\u30b3\u30b9\u30c8\u6700\u9069\u5316\uff09\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u4eba\u6750\u306f\u30012026\u5e74\u306e\u8ee2\u8077\u5e02\u5834\u3067\u3044\u3061\u65e9\u304f\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002MLOps\u306e\u57fa\u790e\u77e5\u8b58\u304c\u3042\u308c\u3070\u3001LLMOps\u3078\u306e\u5c55\u958b\u306f\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n<!-- \u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044 -->\n<p class=\"wp-block-paragraph\" style=\"background: white;border-radius: 7px;padding: 20px;line-height: 30px;\"><img decoding=\"async\" draggable=\"false\" role=\"img\" class=\"emoji\" alt=\"\ud83d\udcd6\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/17.0.2\/svg\/1f4d6.svg\"> <strong>\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/strong>\uff5c<a href=\"https:\/\/relasic.jp\/contents\/column\/infrastructure-engineers-can-work-remotely\/\" target=\"_blank\" rel=\"noopener\" style=\"display: block;font-size: 18px;font-weight: bold;\">\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3067\u304d\u308b\uff1f\u8ee2\u8077\u3059\u308b\u65b9\u6cd5\u3084\u5c06\u6765\u6027\u306b\u3064\u3044\u3066\u89e3\u8aac<\/a>\n<\/p>\n\n<!-- \u9014\u4e2dCTA -->\n\n<div class=\"wp-block-group has-border-color has-background\" style=\"background-color:#e8f4fd;border-color:#b3d9f7;border-width:1px;border-radius:6px;padding-top:20px;padding-right:24px;padding-bottom:20px;padding-left:24px;margin-top:32px;margin-bottom:32px\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-582d4165 wp-block-group-is-layout-constrained\">\n\n<p class=\"wp-block-paragraph\" style=\"font-weight:700\">MLOps\u30fbAI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u6b63\u793e\u54e1\u6c42\u4eba\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f<\/p>\n\n\n<p class=\"wp-block-paragraph\">Relasic\u3067\u306f\u3001\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u304a\u3088\u3073\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5bfe\u5fdc\u306e\u6b63\u793e\u54e1\u6c42\u4eba\u3092\u591a\u6570\u53d6\u308a\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u306f\u304a\u6c17\u8efd\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-63375db1 wp-block-buttons-is-layout-flex\">\n<div><a href=\"https:\/\/relasic.jp\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u25bc \u7121\u6599\u306e\u8ee2\u8077\u76f8\u8ac7\u3092\u4e88\u7d04\u3059\u308b<\/a><\/div>\n<\/div>\n\n<\/div><\/div>\n\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f35 ===== -->\n\n<h2 id=\"section5\" class=\"wp-block-heading\">5. \u3069\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u3067\u3082\u53c2\u5165\u3067\u304d\u308b\u2014\u2014\u30b9\u30ad\u30eb\u30d1\u30b9\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u8ee2\u8077\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e09\u65b9\u5411\u304b\u3089\u53c2\u5165\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u305e\u308c\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u304c\u6301\u3064\u5f37\u307f\u3068\u3001MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308b\u305f\u3081\u306b\u88dc\u5b8c\u3059\u3079\u304d\u9818\u57df\u3092\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody>\n<tr><td><strong>\u73fe\u5728\u306e\u8077\u7a2e<\/strong><\/td><td><strong>\u6301\u3063\u3066\u3044\u308b\u5f37\u307f<\/strong><\/td><td><strong>\u88dc\u5b8c\u3059\u3079\u304d\u9818\u57df<\/strong><\/td><td><strong>\u53c2\u5165\u306e\u3057\u3084\u3059\u3055<\/strong><\/td><\/tr>\n<tr><td>\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>\u30e2\u30c7\u30eb\u8a2d\u8a08\u30fbPython\u30fb\u30c7\u30fc\u30bf\u51e6\u7406<\/td><td>CI\/CD\u30fb\u30b3\u30f3\u30c6\u30ca\u30fb\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9<\/td><td>\u6bd4\u8f03\u7684\u53c2\u5165\u3057\u3084\u3059\u3044<\/td><\/tr>\n<tr><td>\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>Kubernetes\u30fb\u30af\u30e9\u30a6\u30c9\u30fbCI\/CD<\/td><td>\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u77e5\u8b58\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u8a2d\u8a08<\/td><td>\u6bd4\u8f03\u7684\u53c2\u5165\u3057\u3084\u3059\u3044<\/td><\/tr>\n<tr><td>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>API\u30b5\u30fc\u30d3\u30f3\u30b0\u30fbPython\u30fbDB\u8a2d\u8a08<\/td><td>ML\u57fa\u790e\u77e5\u8b58\u30fbMLOps\u30c4\u30fc\u30eb\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u8a2d\u8a08<\/td><td>\u4e00\u5b9a\u306e\u5b66\u7fd2\u671f\u9593\u304c\u5fc5\u8981<\/td><\/tr>\n<tr><td>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30fbETL\u30fbSQL<\/td><td>MLOps\u5c02\u9580\u30c4\u30fc\u30eb\u30fb\u30e2\u30c7\u30eb\u8a55\u4fa1\u30fb\u76e3\u8996\u8a2d\u8a08<\/td><td>\u89aa\u548c\u6027\u304c\u9ad8\u3044<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-color wp-block-paragraph\" style=\"color:#888888;font-size:12px\">\u5404\u7d4c\u8def\u306e\u53c2\u5165\u306e\u3057\u3084\u3059\u3055\u306f\u3001Relasic\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u652f\u63f4\u5b9f\u7e3e\u3092\u3082\u3068\u306b\u76f8\u5bfe\u8a55\u4fa1\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u500b\u4eba\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u3084\u6c42\u4eba\u6761\u4ef6\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3069\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u53c2\u5165\u3059\u308b\u5834\u5408\u3082\u3001\u300c\u81ea\u5206\u306e\u5f37\u307f\u3092\u8ef8\u306b\u3001\u4e0d\u8db3\u3092\u88dc\u3046\u300d\u3068\u3044\u3046\u6226\u7565\u304c\u6700\u3082\u52b9\u679c\u7684\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u5f31\u70b9\u3092\u57cb\u3081\u3088\u3046\u3068\u3059\u308b\u3088\u308a\u3082\u3001\u5f37\u307f\u3092\u969b\u7acb\u305f\u305b\u3066\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u7d5e\u308b\u65b9\u304c\u5185\u5b9a\u306b\u3064\u306a\u304c\u308a\u3084\u3059\u3044\u306e\u304c\u3001\u8ee2\u8077\u5e02\u5834\u306e\u5b9f\u614b\u3067\u3059\u3002<\/p>\n\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f36 ===== -->\n\n<h2 id=\"section6\" class=\"wp-block-heading\">6. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ee2\u8077\u6e96\u5099\u2014\u2014\u5b9f\u8df5\u7684\u306a3\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n\n\n<h3 id=\"section6-1\" class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d71\uff1a\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u300c\u904b\u7528\u5b9f\u7e3e\u300d\u3092\u52a0\u3048\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8ee2\u8077\u3067\u306f\u3001\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u3067\u306f\u306a\u304f\u300c\u52d5\u304b\u3057\u7d9a\u3051\u305f\u4ed5\u7d44\u307f\u300d\u304c\u8a55\u4fa1\u306e\u4e2d\u5fc3\u306b\u306a\u308a\u307e\u3059\u3002\u8077\u52d9\u7d4c\u6b74\u66f8\u3084\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u306f\u3001\u300c\u3069\u306eMLOps\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u4f55\u65e5\u9593\u30fb\u4f55\u4ef6\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5b89\u5b9a\u51e6\u7406\u3057\u305f\u304b\u300d\u3068\u3044\u3046\u904b\u7528\u5b9f\u7e3e\u3092\u5fc5\u305a\u8a18\u8f09\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6570\u5024\u304c\u5c0f\u3055\u304f\u3066\u3082\u3001\u5177\u4f53\u7684\u306b\u66f8\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section6-2\" class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d72\uff1a\u4e3b\u8981\u30c4\u30fc\u30eb\u306e\u5b9f\u6a5f\u7d4c\u9a13\u3092\u7a4d\u3080<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ee2\u8077\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u30c4\u30fc\u30eb\u7fa4\u306e\u3044\u305a\u308c\u304b\u3067\u5b9f\u969b\u306b\u52d5\u304b\u3059\u7d4c\u9a13\u3092\u7a4d\u3080\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002MLflow\uff08\u5b9f\u9a13\u7ba1\u7406\u30fb\u30e2\u30c7\u30eb\u7ba1\u7406\uff09\u3001Kubeflow\uff08Kubernetes\u4e0a\u3067\u306eML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3001Apache Airflow\uff08\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7ba1\u7406\uff09\u3001Grafana+Prometheus\uff08\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\uff09\u2014\u2014\u3053\u308c\u3089\u306e\u3044\u305a\u308c\u304b\u306b\u5b9f\u52d9\u30ec\u30d9\u30eb\u3067\u89e6\u308c\u305f\u7d4c\u9a13\u304c\u3042\u308b\u3068\u3001\u66f8\u985e\u901a\u904e\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section6-3\" class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d73\uff1a\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5bfe\u5fdc\u306e\u6c42\u4eba\u3067\u5fdc\u52df\u7bc4\u56f2\u3092\u5e83\u3052\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8077\u7a2e\u306f\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u74b0\u5883\u304c\u524d\u63d0\u3068\u306a\u308b\u305f\u3081\u3001\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u3084\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u52e4\u52d9\u3068\u306e\u89aa\u548c\u6027\u304c\u9ad8\u3044\u5206\u91ce\u3067\u3059\u3002Relasic\uff08\u682a\u5f0f\u4f1a\u793eLASSIC\u904b\u55b6\uff09\u3067\u306f\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5bfe\u5fdc\u306e\u6b63\u793e\u54e1\u6c42\u4eba\u3092\u5c02\u9580\u306b\u53d6\u308a\u6271\u3063\u3066\u304a\u308a\u3001MLOps\u30fbAI\u30a4\u30f3\u30d5\u30e9\u9818\u57df\u306e\u6c42\u4eba\u3082\u591a\u6570\u63b2\u8f09\u3057\u3066\u3044\u307e\u3059\uff082026\u5e746\u6708\u73fe\u5728\uff09\u3002\u516c\u958b\u6c42\u4eba3,790\u4ef6\u306e\u3046\u3061\u3001\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u304c\u7d0440%\u30fb\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u304c\u7d0460%\u3092\u5360\u3081\u3066\u304a\u308a\u3001\u5730\u65b9\u5728\u4f4f\u3067\u3082\u5927\u90fd\u5e02\u570f\u306e\u4f01\u696d\u3078\u306e\u6b63\u793e\u54e1\u8ee2\u8077\u304c\u73fe\u5b9f\u7684\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f37 ===== -->\n\n<h2 id=\"section7\" class=\"wp-block-heading\">7. MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u8ee2\u8077\u3067\u5931\u6557\u3057\u306a\u3044\u6c42\u4eba\u306e\u898b\u6975\u3081\u65b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6c42\u4eba\u306f\u3001\u8868\u9762\u4e0a\u306eJD\uff08\u8077\u52d9\u8a18\u8ff0\u66f8\uff09\u3060\u3051\u3067\u306f\u8cea\u304c\u5224\u65ad\u3057\u306b\u304f\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u8ee2\u8077\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u591a\u304f\u306e\u3054\u76f8\u8ac7\u3092\u304a\u53d7\u3051\u3059\u308b\u4e2d\u3067\u898b\u3048\u3066\u304d\u305f\u3001\u6c42\u4eba\u306e\u8cea\u3092\u898b\u6975\u3081\u308b3\u3064\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section7-1\" class=\"wp-block-heading\">1. \u300cPoC\u74b0\u5883\u300d\u304b\u300c\u672c\u756a\u74b0\u5883\u300d\u304b\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6c42\u4eba\u7968\u306b\u300cAI\u30e2\u30c7\u30eb\u306e\u958b\u767a\u30fb\u5b9f\u88c5\u300d\u3068\u8a18\u8f09\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u305d\u306e\u5b9f\u614b\u304cPoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u6b62\u307e\u308a\u306a\u306e\u304b\u3001\u672c\u756a\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u7d99\u7d9a\u904b\u7528\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u672c\u756a\u904b\u7528\u306e\u7d4c\u9a13\u3092\u7a4d\u3081\u308b\u74b0\u5883\u304b\u3069\u3046\u304b\u306f\u3001MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u30ad\u30e3\u30ea\u30a2\u6210\u9577\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002\u9762\u63a5\u3084\u66f8\u985e\u3067\u30c1\u30fc\u30e0\u306e\u958b\u767a\u4f53\u5236\u30fb\u30ea\u30ea\u30fc\u30b9\u983b\u5ea6\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u4f53\u5236\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u614b\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section7-2\" class=\"wp-block-heading\">2. \u6280\u8853\u30b9\u30bf\u30c3\u30af\u306e\u73fe\u4ee3\u6027\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u6a5f\u68b0\u5b66\u7fd2\u57fa\u76e4\u306e\u69cb\u7bc9\u300d\u3068\u8a18\u8f09\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u6d3b\u7528\u3057\u3066\u3044\u308b\u30c4\u30fc\u30eb\u304c\u6570\u5e74\u524d\u306e\u69cb\u6210\u306e\u307e\u307e\u3067\u3042\u308c\u3070\u3001\u5e02\u5834\u4fa1\u5024\u306e\u3042\u308b\u30b9\u30ad\u30eb\u3092\u7a4d\u307f\u306b\u304f\u3044\u74b0\u5883\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u6c42\u4eba\u7968\u306bKubernetes\u30fbMLflow\u30fbKubeflow\u30fbAirflow\u7b49\u306e\u5177\u4f53\u7684\u306a\u30c4\u30fc\u30eb\u540d\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u307e\u305f\u306fLLMOps\u30fbFeature Store\u30fb\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u7b49\u306e\u6982\u5ff5\u304c\u767b\u5834\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u74b0\u5883\u306e\u73fe\u4ee3\u6027\u3092\u6e2c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"section7-3\" class=\"wp-block-heading\">3. \u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u306e\u300c\u5b9f\u614b\u300d\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u30ea\u30e2\u30fc\u30c8\u53ef\u300d\u3068\u8a18\u8f09\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u5165\u793e\u5f8c\u3057\u3070\u3089\u304f\u306f\u51fa\u793e\u304c\u5fc5\u8981\u306a\u30b1\u30fc\u30b9\u3084\u3001\u90313\u301c4\u65e5\u51fa\u793e\u304c\u5b9f\u8cea\u7684\u306b\u5fc5\u8981\u306a\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002Relasic\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3053\u3046\u3057\u305f\u5b9f\u614b\u60c5\u5831\u3092\u4e8b\u524d\u306b\u628a\u63e1\u3057\u3066\u304a\u4f1d\u3048\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u6c17\u306b\u306a\u308b\u6c42\u4eba\u304c\u3042\u308c\u3070\u3054\u76f8\u8ac7\u3092\u901a\u3058\u3066\u3054\u78ba\u8a8d\u3044\u305f\u3060\u304f\u3053\u3068\u304c\u78ba\u5b9f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6c42\u4eba\u3092\u78ba\u8a8d\u3059\u308b\u969b\u306b\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u30dd\u30a4\u30f3\u30c8\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002\u5fdc\u52df\u524d\u306e\u78ba\u8a8d\u9805\u76ee\u3068\u3057\u3066\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-white-background-color has-background\"><tbody>\n<tr><td><strong>\u78ba\u8a8d\u30dd\u30a4\u30f3\u30c8<\/strong><\/td><td><strong>\u826f\u3044\u6c42\u4eba\u306e\u7279\u5fb4<\/strong><\/td><td><strong>\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u5834\u5408<\/strong><\/td><\/tr>\n<tr><td>\u958b\u767a\u30d5\u30a7\u30fc\u30ba<\/td><td>\u672c\u756a\u904b\u7528\u4e2d\u30fb\u7d99\u7d9a\u6539\u5584\u30d5\u30a7\u30fc\u30ba<\/td><td>\u300c\u3053\u308c\u304b\u3089PoC\u958b\u59cb\u300d\u306e\u307f\u8a18\u8f09<\/td><\/tr>\n<tr><td>\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/td><td>\u5177\u4f53\u7684\u306a\u30c4\u30fc\u30eb\u540d\uff08MLflow\u30fbK8s\u7b49\uff09\u304c\u8a18\u8f09<\/td><td>\u300c\u6700\u5148\u7aef\u6280\u8853\u3092\u4f7f\u7528\u300d\u7b49\u306e\u62bd\u8c61\u8868\u73fe\u306e\u307f<\/td><\/tr>\n<tr><td>\u30c1\u30fc\u30e0\u69cb\u6210<\/td><td>DS\u30fbML\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30a4\u30f3\u30d5\u30e9\u304c\u5206\u304b\u308c\u3066\u3044\u308b<\/td><td>1\u4eba\u3067\u3059\u3079\u3066\u3092\u62c5\u5f53\u3059\u308b\u517c\u4efb\u4f53\u5236<\/td><\/tr>\n<tr><td>\u30ea\u30e2\u30fc\u30c8\u5b9f\u614b<\/td><td>\u90315\u65e5\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u307e\u305f\u306f\u90311\u301c2\u65e5\u51fa\u793e<\/td><td>\u300c\u539f\u5247\u30ea\u30e2\u30fc\u30c8\u300d\u3060\u304c\u51fa\u793e\u983b\u5ea6\u304c\u4e0d\u660e<\/td><\/tr>\n<\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-color wp-block-paragraph\" style=\"color:#888888;font-size:12px\">Relasic\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8abf\u3079\u3092\u3082\u3068\u306b\u4f5c\u6210\u3002<\/p>\n\n\n<!-- \u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044 -->\n<p class=\"wp-block-paragraph\" style=\"background: white;border-radius: 7px;padding: 20px;line-height: 30px;\"><img decoding=\"async\" draggable=\"false\" role=\"img\" class=\"emoji\" alt=\"\ud83d\udcd6\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/17.0.2\/svg\/1f4d6.svg\"> <strong>\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/strong>\uff5c<a href=\"https:\/\/relasic.jp\/contents\/column\/your-true-value-in-remote-job-changes\/\" target=\"_blank\" rel=\"noopener\" style=\"display: block;font-size: 18px;font-weight: bold;\">\u30ea\u30e2\u30fc\u30c8\u8ee2\u8077\u3067\u300c\u672c\u5f53\u306e\u81ea\u5206\u306e\u4fa1\u5024\u300d\u306b\u6c17\u3065\u304f\u3002Web\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e02\u5834\u4fa1\u5024\u8ad6<\/a>\n<\/p>\n\n<!-- ===== \u30bb\u30af\u30b7\u30e7\u30f38\u30fb\u307e\u3068\u3081 ===== -->\n\n<h2 id=\"section8\" class=\"wp-block-heading\">8. MLOps\u4eba\u6750\u4e0d\u8db3\u306f\u6df1\u523b\u2014\u2014\u4eca\u304c\u8ee2\u8077\u306e\u597d\u6a5f\u3067\u3042\u308b\u7406\u7531<\/h2>\n\n\n<!-- \u3053\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081 -->\n\n<div class=\"wp-block-group has-border-color has-background\" style=\"background-color:#e8f4fd;border-color:#b3d9f7;border-width:1px;border-radius:0px;padding-top:20px;padding-right:24px;padding-bottom:20px;padding-left:24px;margin-top:10px;margin-bottom:10px\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-d366bf2e wp-block-group-is-layout-constrained\">\n\n<p class=\"wp-block-paragraph\" style=\"font-weight:700\">\u3053\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li>IPA\u300cDX\u52d5\u54112024\u300d\u306b\u3088\u308b\u3068\u3001\u65e5\u672c\u4f01\u696d\u306e62.1%\u304cDX\u4eba\u6750\u3092\u300c\u5927\u5e45\u306b\u4e0d\u8db3\u3057\u3066\u3044\u308b\u300d\u3068\u56de\u7b54\u3057\u3066\u304a\u308a\u3001MLOps\u9818\u57df\u306e\u4eba\u6750\u4e0d\u8db3\u306f\u7279\u306b\u6df1\u523b\u306a\u72b6\u614b\u304c\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n<li>MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6b63\u793e\u54e1\u5e74\u53ce\u306f600\u301c1,200\u4e07\u5186\u304c\u4e2d\u5fc3\u5e2f\u3067\u3001\u30af\u30e9\u30a6\u30c9\u5b9f\u52d9\u7d4c\u9a13\u3068Kubernetes\u7d4c\u9a13\u304c\u5e74\u53ce\u4e0a\u632f\u308c\u306e\u4e3b\u8981\u56e0\u3067\u3059\uff08Relasic\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8abf\u3079\uff09\u3002<\/li>\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u80fd\u529b\u306b\u52a0\u3048\u3066\u300c\u8a2d\u8a08\u529b\u300d\u300c\u6280\u8853\u9078\u5b9a\u529b\u300d\u300c\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u307e\u305f\u306f\u4f01\u753b\u3078\u306e\u53c2\u753b\u7d4c\u9a13\u300d\u306e\u3044\u305a\u308c\u304b\u3092\u6301\u3064\u4eba\u6750\u304c\u3001\u8ee2\u8077\u5e02\u5834\u3067\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u308b\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30a4\u30f3\u30d5\u30e9\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u3069\u306e\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u3067\u3082\u53c2\u5165\u3067\u304d\u3001\u5f37\u307f\u3092\u6d3b\u304b\u3057\u305f\u30b9\u30ad\u30eb\u30d1\u30b9\u306e\u8a2d\u8a08\u304c\u91cd\u8981\u3067\u3059\u3002<\/li>\n\n\n<li>LLMOps\u3078\u306e\u5bfe\u5fdc\u529b\u306f2026\u5e74\u306e\u65b0\u305f\u306a\u5dee\u5225\u5316\u30dd\u30a4\u30f3\u30c8\u3067\u3042\u308a\u3001MLOps\u306e\u77e5\u8b58\u3092\u57fa\u76e4\u306b\u3057\u305f\u5c55\u958b\u304c\u4eca\u5f8c\u306e\u30ad\u30e3\u30ea\u30a2\u306b\u6709\u5229\u306b\u50cd\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u529b\u300d\u3068\u300c\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3057\u7d9a\u3051\u308b\u529b\u300d\u306e\u4e21\u65b9\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u30cb\u30fc\u30ba\u306f\u3001\u4eca\u5f8c\u3082\u7d99\u7d9a\u7684\u306b\u9ad8\u307e\u3063\u3066\u3044\u304d\u307e\u3059\u3002\u81ea\u5206\u306e\u5f37\u307f\u3092MLOps\u3068\u3044\u3046\u8ef8\u3067\u3069\u3046\u767a\u63ee\u3059\u308b\u304b\u3092\u6574\u7406\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3068\u3057\u3066\u3001\u307e\u305a\u306f\u30ea\u30e2\u30fc\u30c8\u5bfe\u5fdc\u306e\u6c42\u4eba\u304b\u3089\u9078\u629e\u80a2\u3092\u5e83\u3052\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<!-- CTA -->\n\n<p class=\"wp-block-paragraph\"><strong>Relasic\uff08\u30ea\u30e9\u30b7\u30af\uff09\u306b\u3064\u3044\u3066<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Relasic\uff08\u682a\u5f0f\u4f1a\u793eLASSIC\u904b\u55b6\uff09\u306f\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5bfe\u5fdc\u306e\u6b63\u793e\u54e1\u6c42\u4eba\u306b\u7279\u5316\u3057\u305f\u8ee2\u8077\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002MLOps\u30fbAI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ea\u30e2\u30fc\u30c8\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u591a\u6570\u53d6\u308a\u6271\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u5225\u306e\u30ad\u30e3\u30ea\u30a2\u306b\u3064\u3044\u3066\u3054\u76f8\u8ac7\u3044\u305f\u3060\u3051\u308b\u7121\u6599\u306e\u76f8\u8ac7\u4e88\u7d04\u3082\u3054\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u25bc \u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u5bfe\u5fdc\u306e\u6c42\u4eba\u3092\u898b\u308b<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u30fb\u6c42\u4eba\u7d39\u4ecb\u306f\u7121\u6599\u3067\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059<\/p>\n\n\n<!-- CV\u753b\u50cf\uff08\u8a18\u4e8b\u672b\u5c3e\u30fb450px\uff09 -->\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/relasic.jp\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img decoding=\"async\" src=\"\/contents\/assets\/2026\/04\/img_cv.png\" alt=\"\u30ea\u30e9\u30b7\u30af \u4f1a\u54e1\u767b\u9332\u306f\u3053\u3061\u3089\" class=\"wp-image-xxxx\" style=\"width:450px\"\/><\/a><\/figure>\n<\/div>\n\n<!-- \u51fa\u5178 -->\n\n<p class=\"has-text-color wp-block-paragraph\" style=\"color:#888888;font-size:12px\"><strong>\u51fa\u5178\u30fb\u53c2\u8003\u60c5\u5831<\/strong><\/p>\n\n\n\n<p class=\"has-text-color wp-block-paragraph\" style=\"color:#999999;font-size:11px\">\uff0a1\u3000<a href=\"https:\/\/www.ipa.go.jp\/digital\/chousa\/discussion-paper\/dx-talent-shortage.html\" target=\"_blank\" rel=\"noopener\" style=\"color:#999999;\">IPA\uff08\u72ec\u7acb\u884c\u653f\u6cd5\u4eba\u60c5\u5831\u51e6\u7406\u63a8\u9032\u6a5f\u69cb\uff09\u300cDX\u52d5\u54112024 \u6df1\u523b\u5316\u3059\u308bDX\u3092\u63a8\u9032\u3059\u308b\u4eba\u6750\u4e0d\u8db3\u3068\u8ab2\u984c\u300d\uff082024\u5e747\u6708\u516c\u8868\uff09<\/a><br>\uff0a2\u3000<a href=\"https:\/\/www.meti.go.jp\/policy\/it_policy\/jinzai\/gaiyou.pdf\" target=\"_blank\" rel=\"noopener\" style=\"color:#999999;\">\u7d4c\u6e08\u7523\u696d\u7701\u300cIT\u4eba\u6750\u9700\u7d66\u306b\u95a2\u3059\u308b\u8abf\u67fb\uff08\u6982\u8981\uff09\u300d\uff082019\u5e744\u6708\u516c\u8868\uff09<\/a><br>\uff0a3\u3000<a href=\"https:\/\/www.mhlw.go.jp\/stf\/newpage_57261.html\" target=\"_blank\" rel=\"noopener\" style=\"color:#999999;\">\u539a\u751f\u52b4\u50cd\u7701\u300c\u4e00\u822c\u8077\u696d\u7d39\u4ecb\u72b6\u6cc1\uff08\u4ee4\u548c7\u5e743\u6708\u5206\u53ca\u3073\u4ee4\u548c6\u5e74\u5ea6\u5206\uff09\u306b\u3064\u3044\u3066\u300d\uff082025\u5e74\u516c\u8868\uff09<\/a><\/p>\n\n\n<\/div><\/div>\n","protected":false},"featured_media":6971,"template":"","genre":[390],"class_list":["post-7000","column","type-column","status-publish","has-post-thumbnail","hentry","genre-knowhow"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/relasic.jp\/contents\/wp-json\/wp\/v2\/column\/7000","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/relasic.jp\/contents\/wp-json\/wp\/v2\/column"}],"about":[{"href":"https:\/\/relasic.jp\/contents\/wp-json\/wp\/v2\/types\/column"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/relasic.jp\/contents\/wp-json\/wp\/v2\/media\/6971"}],"wp:attachment":[{"href":"https:\/\/relasic.jp\/contents\/wp-json\/wp\/v2\/media?parent=7000"}],"wp:term":[{"taxonomy":"genre","embeddable":true,"href":"https:\/\/relasic.jp\/contents\/wp-json\/wp\/v2\/genre?post=7000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}