{"id":166016,"date":"2026-04-27T10:21:02","date_gmt":"2026-04-27T08:21:02","guid":{"rendered":"https:\/\/jfrog.com\/?p=166016"},"modified":"2026-04-27T10:21:02","modified_gmt":"2026-04-27T08:21:02","slug":"what-is-mlops","status":"publish","type":"post","link":"https:\/\/jfrog.com\/ja\/blog\/what-is-mlops\/","title":{"rendered":"MLOps\u3068\u306f\uff1f\u6a5f\u68b0\u5b66\u7fd2\u306e\u958b\u767a\u304b\u3089\u904b\u7528\u3092\u52b9\u7387\u5316\u3059\u308b\u4ed5\u7d44\u307f\u3068\u5c0e\u5165\u30dd\u30a4\u30f3\u30c8"},"content":{"rendered":"<style>\n    \/* --- \u5909\u6570\u3068\u5168\u4f53\u8a2d\u5b9a --- *\/<br \/>    :root {<br \/>        --jfrog-green: #40be46;<br \/>        --jfrog-navy: #002147;<br \/>        --light-bg: #f9fbf9;<br \/>        --border-color: #e1e8e1;<br \/>    }<\/p>\n<p>    .jfrog-article-clean {<br \/>        line-height: 1.8 !important;<br \/>        color: #333 !important;<br \/>        max-width: 850px;<br \/>        margin: 40px auto;<br \/>        font-family: \"Helvetica Neue\", Arial, \"Hiragino Kaku Gothic ProN\", \"Hiragino Sans\", Meiryo, sans-serif !important;<br \/>        background-color: #fff !important;<br \/>        -webkit-font-smoothing: antialiased;<br \/>    }<\/p>\n<p>    .jfrog-article-clean p {<br \/>        margin-bottom: 1.5em !important;<br \/>        color: #333 !important;<br \/>    }<\/p>\n<p>    \/* \u30e1\u30a4\u30f3\u30d3\u30b8\u30e5\u30a2\u30eb\uff1a\u9699\u9593\u3084\u91cd\u8907\u304c\u51fa\u306a\u3044\u3088\u3046\u8abf\u6574 *\/<br \/>    .main-visual {<br \/>        width: 100%;<br \/>        margin-bottom: 40px;<br \/>        text-align: center;<br \/>    }<br \/>    .main-visual img {<br \/>        width: 100%;<br \/>        height: auto;<br \/>        border-radius: 12px;<br \/>        box-shadow: 0 10px 30px rgba(0,0,0,0.1);<br \/>        display: block;<br \/>        margin: 0 auto;<br \/>    }<\/p>\n<p>    \/* \u898b\u51fa\u3057\u306e\u30c7\u30b6\u30a4\u30f3 *\/<br \/>    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display: inline-block !important;<br \/>        margin: 35px 0 15px !important;<br \/>        padding-bottom: 5px !important;<br \/>        font-weight: bold !important;<br \/>    }<\/p>\n<p>    \/* \u30ea\u30b9\u30c8 *\/<br \/>    .jfrog-article-clean ul {<br \/>        margin-bottom: 30px !important;<br \/>        padding-left: 25px !important;<br \/>    }<br \/>    .jfrog-article-clean li {<br \/>        margin-bottom: 12px !important;<br \/>        color: #333 !important;<br \/>    }<\/p>\n<p>    \/* \u88dc\u8db3\u30dc\u30c3\u30af\u30b9 \/ \u30dd\u30a4\u30f3\u30c8\u30ab\u30fc\u30c9 *\/<br \/>    .point-card {<br \/>        background: var(--light-bg) !important;<br \/>        border: 1px solid var(--border-color) !important;<br \/>        padding: 30px !important;<br \/>        border-radius: 8px !important;<br \/>        margin: 30px 0 !important;<br \/>    }<br \/>    .point-card h4 {<br \/>        margin-top: 0 !important;<br \/>        color: var(--jfrog-navy) !important;<br \/>        font-size: 1.2rem !important;<br \/>        margin-bottom: 15px !important;<br \/>    }<\/p>\n<p>    \/* \u30cf\u30a4\u30e9\u30a4\u30c8\u30dc\u30c3\u30af\u30b9 *\/<br \/>    .highlight-box {<br \/>        background: #fffbe6 !important;<br \/>        border: 1px solid #ffe58f !important;<br \/>        padding: 25px !important;<br \/>        border-radius: 8px !important;<br \/>        margin: 30px 0 !important;<br \/>        color: #333 !important;<br \/>        border-left: 6px solid #fadb14 !important;<br \/>    }<\/p>\n<p>    \/* \u4f1a\u793e\u6982\u8981 *\/<br \/>    .company-footer {<br \/>        background-color: var(--light-bg) !important;<br \/>        border: 1px solid var(--border-color) !important;<br \/>        border-left: 6px solid var(--jfrog-green) !important;<br \/>        padding: 30px !important;<br \/>        margin-top: 50px !important;<br \/>        border-radius: 8px !important;<br \/>    }<br \/>    .company-footer h3 {<br \/>        margin-top: 0 !important;<br \/>        color: var(--jfrog-green) !important;<br \/>        border: none !important;<br \/>    }<br \/>    .company-footer p {<br \/>        color: #333 !important;<br \/>        font-size: 1rem !important;<br \/>        margin-bottom: 0 !important;<br \/>    }<\/p>\n<p>    \/* CTA *\/<br \/>    .cta-container {<br \/>        text-align: center !important;<br \/>        margin: 60px 0 !important;<br \/>        padding: 50px 30px !important;<br \/>        background: #f8f9fa !important;<br \/>        border: 2px solid #eee !important;<br \/>        border-radius: 16px !important;<br \/>        box-shadow: 0 10px 30px rgba(0,0,0,0.05) !important;<br \/>    }<br \/>    .cta-container h3 {<br \/>        color: #333 !important;<br \/>        font-size: 1.6rem !important;<br \/>        margin-top: 0 !important;<br \/>        margin-bottom: 15px !important;<br \/>        border: none !important;<br \/>        display: block !important;<br \/>    }<br \/>    .cta-container p { color: #555 !important; margin-bottom: 30px !important;}<\/p>\n<p>    .btn-jfrog {<br \/>        display: inline-block !important;<br \/>        background: var(--jfrog-green) !important;<br \/>        color: #ffffff !important;<br \/>        padding: 18px 45px !important;<br \/>        text-decoration: none !important;<br \/>        border-radius: 50px !important;<br \/>        font-weight: bold !important;<br \/>        font-size: 1.1rem !important;<br \/>        box-shadow: 0 8px 15px rgba(64,190,70,0.3) !important;<br \/>        transition: all 0.3s ease;<br \/>    }<br \/><\/style>\n<div class=\"jfrog-article-clean\">\n<div class=\"main-visual\"><img decoding=\"async\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/08\/14094523\/From-MLOps-to-MLOops-Attack-Surface_863x300.png\" alt=\"MLOps Attack Surface\" \/><\/div>\n<h1>MLOps\u3068\u306f\uff1f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u3092\u52b9\u7387\u5316\u3059\u308b\u4ed5\u7d44\u307f\u3068\u5c0e\u5165\u306e\u30dd\u30a4\u30f3\u30c8<\/h1>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u30d3\u30b8\u30cd\u30b9\u3067\u7d99\u7d9a\u7684\u306b\u6d3b\u7528\u3059\u308b\u306b\u306f\u3001\u958b\u767a\u3068\u904b\u7528\u3092\u5206\u65ad\u3057\u306a\u3044\u4ed5\u7d44\u307f\u3092\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u8003\u3048\u65b9\u304cMLOps\uff08\u30a8\u30e0\u30a8\u30eb\u30aa\u30d7\u30b9\uff09\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001MLOps\u306e\u610f\u5473\u3084DevOps\u3068\u306e\u9055\u3044\u3001\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u5168\u4f53\u50cf\u3001\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u306a\u3069\u3092\u6574\u7406\u3057\u3001\u5b9f\u904b\u7528\u306b\u5fc5\u8981\u306a\u57fa\u76e4\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h2>MLOps\uff08\u30a8\u30e0\u30a8\u30eb\u30aa\u30d7\u30b9\uff09\u3068\u306f\uff1f<\/h2>\n<p>\u751f\u6210AI\u306e\u6d3b\u7528\u304c\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306b\u304a\u3044\u3066\u672c\u683c\u5316\u3059\u308b\u306a\u304b\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u3044\u304b\u306b\u5b89\u5b9a\u3057\u3066\u672c\u756a\u74b0\u5883\u3078\u5c55\u958b\u3057\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u3066\u3044\u304f\u304b\u304c\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e2d\u6838\u3068\u306a\u308b\u8003\u3048\u65b9\u304cMLOps\u3067\u3059\u3002MLOps\u306fMachine Learning\u3068Operations\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8a00\u8449\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u7ba1\u7406\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u7d99\u7d9a\u7684\u306b\u5275\u51fa\u3059\u308b\u305f\u3081\u306e\u4f53\u7cfb\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<h3>MLOps\u306e\u5b9a\u7fa9\u3068DevOps\u3068\u306e\u9055\u3044<\/h3>\n<p>MLOps\u306f\u3001\u518d\u73fe\u6027\u30fb\u54c1\u8cea\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u62c5\u4fdd\u3057\u306a\u304c\u3089\u672c\u756a\u74b0\u5883\u3067\u5b89\u5b9a\u7684\u306b\u904b\u7528\u3059\u308b\u4f53\u5236\u307e\u3067\u3092\u542b\u3080\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002DevOps\u306e\u4ed5\u7d44\u307f\u3092\u571f\u53f0\u3068\u3057\u3064\u3064\u3001\u6210\u679c\u7269\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u52a3\u5316\u3057\u5f97\u308b\uff08\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u7b49\uff09\u3068\u3044\u3046\u7279\u6027\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3001\u518d\u5b66\u7fd2\u3068\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u3092\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<h2>MLOps\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3068\u4e3b\u8981\u30d7\u30ed\u30bb\u30b9<\/h2>\n<p>\u30e2\u30c7\u30eb\u958b\u767a\u3092\u5358\u767a\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u6271\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3055\u308c\u308b\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3068\u3057\u3066\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u7ba1\u7406\u304b\u3089\u30e2\u30c7\u30eb\u958b\u767a\u30fb\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u306e\u6d41\u308c<\/h3>\n<p>\u30d7\u30ed\u30bb\u30b9\u306f\u5927\u304d\u304f\u5b9f\u9a13\u3068\u904b\u7528\u306e2\u6bb5\u968e\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002\u5b9f\u9a13\u306e\u904e\u7a0b\u3092\u518d\u73fe\u53ef\u80fd\u306a\u5f62\u3067\u8a18\u9332\u3057\u3001\u305d\u306e\u30ed\u30b8\u30c3\u30af\u3092\u672c\u756a\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3082\u305d\u306e\u307e\u307e\u518d\u5229\u7528\u3067\u304d\u308b\uff08\u7279\u5fb4\u91cf\u30b9\u30c8\u30a2\u7b49\u306e\u6d3b\u7528\uff09\u4ed5\u7d44\u307f\u304c\u3001\u5b9f\u9a13\u3068\u904b\u7528\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>CI\/CD\u3068\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306b\u3088\u308b\u81ea\u52d5\u5316<\/h3>\n<p>\u30b3\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u4e00\u4f53\u3068\u3057\u3066\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u3092\u6d3b\u7528\u3057\u3001\u9069\u5207\u306a\u627f\u8a8d\u30d7\u30ed\u30bb\u30b9\u3092\u7d4c\u3066\u30ea\u30ea\u30fc\u30b9\u3092\u884c\u3046\u4f53\u5236\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<h2>MLOps\u5c0e\u5165\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u6210\u719f\u5ea6\u306e\u8003\u3048\u65b9<\/h2>\n<div class=\"point-card\">\n<h4>MLOps\u5c0e\u5165\u306e\u52b9\u679c<\/h4>\n<ul>\n<li><strong>\u30b9\u30d4\u30fc\u30c9\u3068\u54c1\u8cea\u306e\u4e21\u7acb\uff1a<\/strong> \u81ea\u52d5\u5316\u306b\u3088\u308a\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u77ed\u7e2e\u3057\u3064\u3064\u3001\u54c1\u8cea\u306e\u3070\u3089\u3064\u304d\u3092\u6291\u5236\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u6bb5\u968e\u7684\u306a\u904b\u7528\u306e\u9ad8\u5ea6\u5316\uff1a<\/strong> \u6210\u719f\u5ea6\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304d\u3001\u624b\u52d5\u904b\u7528\u304b\u3089\u7d71\u5408\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3078\u3068\u6bb5\u968e\u7684\u306b\u767a\u5c55\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/div>\n<h2>LLMOps\u6642\u4ee3\u306b\u5e83\u304c\u308bMLOps\u306e\u9069\u7528\u7bc4\u56f2<\/h2>\n<div class=\"highlight-box\">\n<h3 style=\"margin: 0; border: none; font-size: 1.3rem;\">\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/h3>\n<p style=\"margin-bottom: 0 !important;\">\u5916\u90e8\u30e2\u30c7\u30eb\u306e\u5229\u7528\u306b\u306f\u30ea\u30b9\u30af\u304c\u4f34\u3044\u307e\u3059\u3002JFrog Curation\u3084AI Catalog\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u5229\u7528\u72b6\u6cc1\u3092\u4e00\u5143\u7ba1\u7406\u3057\u3001\u5b89\u5168\u6027\u3092\u81ea\u52d5\u8a55\u4fa1\u3059\u308b\u30ac\u30d0\u30ca\u30f3\u30b9\u4f53\u5236\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>MLOps\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u30fb\u5b89\u5168\u6027\u30fb\u518d\u73fe\u6027\u3092\u7d99\u7d9a\u7684\u306b\u62c5\u4fdd\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002JFrog\u306f\u30e2\u30c7\u30eb\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30b3\u30f3\u30c6\u30ca\u3092\u4e00\u5143\u7ba1\u7406\u3057\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7d71\u5236\u3068\u8106\u5f31\u6027\u691c\u67fb\u3092\u901a\u3058\u3066\u3001\u30b9\u30d4\u30fc\u30c9\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u4e21\u7acb\u3057\u305fMLOps\u57fa\u76e4\u306e\u5b9f\u73fe\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<div 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