{"id":348,"date":"2021-07-05T05:00:00","date_gmt":"2021-07-04T20:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=348"},"modified":"2021-07-05T05:00:00","modified_gmt":"2021-07-04T20:00:00","slug":"%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%83%bbmlops%e3%81%ab%e9%96%a2%e3%81%99%e3%82%8b%e3%82%a2%e3%83%b3%e3%83%81%e3%83%91%e3%82%bf%e3%83%bc%e3%83%b3","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=348","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u30fbMLOps\u306b\u95a2\u3059\u308b\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>Using AntiPatterns to avoid MLOps Mistakes\u00a0<\/strong>[14.7]<br>\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u6b20\u9665\u306e\u3042\u308b\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3084\u65b9\u6cd5\u8ad6\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u3044\u304f\u3064\u304b\u306e\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u306f\u6280\u8853\u7684\u306a\u8aa4\u308a\u306b\u3088\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u4ed6\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u5468\u56f2\u306e\u6587\u8108\u306b\u3064\u3044\u3066\u5341\u5206\u306a\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u306a\u3044\u305f\u3081\u3067\u3042\u308b\u3002 \u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u306e\u30ab\u30bf\u30ed\u30b0\u5316\u306b\u52a0\u3048\u3066\u3001\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001MLOps\u306e\u6210\u719f\u306b\u5411\u3051\u305f\u4eca\u5f8c\u306e\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2107.00079v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2107.00079v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/translated\/2107.00079.pdf.html\">\u53c2\u8003\u8a33\uff08\u5168\u6587\uff09<\/a>\u00a0\u00a0(Wed, 30 Jun 2021 20:00:52 GMT)<ul><li>\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u304c9\u3064\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3002\u5b9f\u7528\u4e0a\u91cd\u8981\u30fb\u5b9f\u52d9\u3067\u898b\u304b\u3051\u308b\u3082\u306e\u3082\u591a\u3044\u306a\u30fc\u3068\u601d\u3046\u3068\u3068\u3082\u306b\u3001\u30a2\u30ab\u30c7\u30df\u30c3\u30af\u306a\u7814\u7a76\u3067\u898b\u3089\u308c\u308b\u30d1\u30bf\u30fc\u30f3\u3082\u3042\u308b\u3002<\/li><li>\u8a2d\u8a08\u306b\u95a2\u308f\u308b\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3<ul><li>Data Leakage: \u4e0d\u9069\u5207\u30c7\u30fc\u30bf\u306e\u4f7f\u7528\u3001\u4e0d\u9069\u5207\u306a\u30c7\u30fc\u30bf\u62e1\u5f35<\/li><li>Tuning-under-the-Carpet: \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4e0d\u9069\u5207\u306a\u7ba1\u7406<\/li><\/ul><\/li><li>\u6027\u80fd\u8a55\u4fa1\u306b\u95a2\u308f\u308b\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3<ul><li>PEST\uff08Perceived Empirical SuperioriTy\uff09: \u5b9f\u8a3c\u7684\u306a\u691c\u8a3c\u304c\u4e0d\u5341\u5206<\/li><li>Bad Credit Assignment: \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u306e\u7406\u7531\u304c\u4e0d\u660e\u78ba<\/li><li>Grade-Your-own-Exam: \u30e2\u30c7\u30eb\u958b\u767a\u4e2d\u306e\u6700\u7d42\u30c6\u30b9\u30c8\u7528\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9<\/li><\/ul><\/li><li>\u30c7\u30d7\u30ed\u30a4\u30fb\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306b\u95a2\u308f\u308b\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3<ul><li>Act Now, Reflect Never: \u30e2\u30c7\u30eb\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u305b\u305a\u305d\u306e\u307e\u307e\u4f7f\u3044\u7d9a\u3051\u308b<\/li><li>Set &amp; Forget: \u74b0\u5883\u5909\u5316\uff08concept drift\u306e\u3088\u3046\u306a\u3082\u306e\uff09\u3078\u306e\u5bfe\u5fdc\u3092\u3057\u306a\u3044<\/li><li>Communicate with Ambivalence: \u30e2\u30c7\u30eb\u306e\u4e0d\u78ba\u5b9f\u6027\uff08uncertainty\uff09\u3092\u628a\u63e1\u30fb\u5171\u6709\u3057\u306a\u3044<\/li><li>Data Crisis as a Service: \u30c7\u30fc\u30bf\u62bd\u51fa\u3084\u51e6\u7406\u306e\u624b\u9806\u3092\u8a18\u9332\u30fb\u7ba1\u7406\u3057\u306a\u3044<\/li><\/ul><\/li><\/ul><\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Using AntiPatterns to avoid MLOps Mistakes\u00a0[14.7]\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u6b20\u9665\u306e\u3042\u308b\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3084\u65b9\u6cd5\u8ad6\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u3044\u304f\u3064\u304b\u306e\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u306f\u6280\u8853\u7684\u306a\u8aa4\u308a\u306b\u3088\u308b\u3082\u306e\u3067\u3042\u308a &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=348\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u6a5f\u68b0\u5b66\u7fd2\u30fbMLOps\u306b\u95a2\u3059\u308b\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[252,460],"class_list":["post-348","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mlops","tag-460"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=348"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/348\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}