{"id":136294,"date":"2024-07-10T13:19:05","date_gmt":"2024-07-10T11:19:05","guid":{"rendered":"https:\/\/jfrog.com\/blog\/jfrog-to-acquire-qwak-to-streamline-ai-models\/"},"modified":"2024-09-15T11:42:30","modified_gmt":"2024-09-15T09:42:30","slug":"jfrog-to-acquire-qwak-to-streamline-ai-models","status":"publish","type":"post","link":"https:\/\/jfrog.com\/ja\/blog\/jfrog-to-acquire-qwak-to-streamline-ai-models\/","title":{"rendered":"JFrog &amp; Qwak:\u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u306b\u672c\u756a\u74b0\u5883\u3078 &#8211; DevOps\u30b9\u30bf\u30a4\u30eb"},"content":{"rendered":"<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-134553\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/06\/25140706\/JFrog-_Qwak-863x300-1.png\" alt=\"JFrog Qwak\" width=\"863\" height=\"300\" \/><\/p>\n<p>\u308f\u304f\u308f\u304f\u3059\u308b\u3088\u3046\u306a\u30cb\u30e5\u30fc\u30b9\u3092\u5171\u6709\u3067\u304d\u308b\u3053\u3068\u3092\u975e\u5e38\u306b\u559c\u3070\u3057\u304f\u601d\u3044\u307e\u3059\u3002Qwak\u304cJFrog\u30d5\u30a1\u30df\u30ea\u30fc\u306b\u52a0\u308f\u308a\u307e\u3059!\u7d044\u5e74\u524d\u3001Qwak\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2 (ML) \u30a8\u30f3\u30b8\u30cb\u30a2\u304cML\u30d9\u30fc\u30b9\u306e\u88fd\u54c1\u3067\u771f\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u767a\u63ee\u3057\u3001\u6709\u610f\u7fa9\u306a\u30d3\u30b8\u30cd\u30b9\u6210\u679c\u3092\u9054\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3068\u3044\u3046\u30d3\u30b8\u30e7\u30f3\u3092\u63b2\u3052\u3066\u8a2d\u7acb\u3055\u308c\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306e\u4f7f\u547d\u306f\u3001\u5e38\u306bML\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c7\u30ea\u30d0\u30ea\u30fc\u3092\u52a0\u901f\u3057\u3001\u62e1\u5f35\u3057\u3001\u4fdd\u8b77\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u3002<\/p>\n<p>JFrog\u3068\u306e\u3053\u306e\u65b0\u3057\u3044\u7ae0\u306fQwak\u306e\u65c5\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u3067\u3042\u308a\u3001\u4e00\u7dd2\u306b\u524d\u9032\u3067\u304d\u308b\u3053\u3068\u3092\u3053\u308c\u4ee5\u4e0a\u306a\u3044\u307b\u3069\u697d\u3057\u307f\u306b\u3057\u3066\u3044\u307e\u3059\u3002ML\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306f\u8907\u96d1\u3067\u6642\u9593\u306e\u304b\u304b\u308b\u4f5c\u696d\u3067\u3042\u308a\u3001\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u305d\u306e\u6982\u5ff5\u3092\u5b9f\u7a3c\u50cd\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u306b\u82e6\u52b4\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u3057\u3066\u3084\u305d\u308c\u3089\u3092\u81ea\u5206\u305f\u3061\u3067\u672c\u756a\u74b0\u5883\u306b\u79fb\u884c\u3059\u308b\u3053\u3068\u306f\u3055\u3089\u306b\u96e3\u3057\u3044\u3067\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3059\u308b\u306b\u306f\u3001<a href=\"https:\/\/jfrog.com\/ja\/mlops\">MLOps\u3068DevSecOps\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/a>\u9593\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>ML\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306f<\/h2>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306f\u3001\u8907\u96d1\u3067\u591a\u9762\u7684\u306a\u30bf\u30b9\u30af\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u69cb\u6210\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u591a\u6570\u306e\u300c\u5b9f\u9a13\u300d\u306e\u5b9f\u884c\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6bb5\u968e\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u6e80\u8db3\u306e\u3044\u304f\u30e2\u30c7\u30eb\u304c\u5f97\u3089\u308c\u305f\u3089\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u904b\u7528\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3067\u304d\u308b\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u6210\u679c\u7269\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001\u6280\u8853\u7684\u306a\u5c02\u9580\u77e5\u8b58\u3060\u3051\u3067\u306a\u304f\u3001\u554f\u984c\u9818\u57df\u306e\u6df1\u3044\u7406\u89e3\u3001\u614e\u91cd\u306a\u8a08\u753b\u3001\u304a\u3088\u3073\u30e9\u30a4\u30d6\u74b0\u5883\u3067\u306e\u30e2\u30c7\u30eb\u306e\u4fe1\u983c\u6027\u3068\u52b9\u7387\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u53b3\u683c\u306a\u30c6\u30b9\u30c8\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30bf\u30b9\u30af\u306f\u3001\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI(GenAI)\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u542b\u3080\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u51fa\u73fe\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u8907\u96d1\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306eML\u30e2\u30c7\u30eb\u3067\u306f\u3001\u901a\u5e38\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u91cd\u70b9\u304c\u7f6e\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u5bfe\u7167\u7684\u306b\u3001LLM\u306f\u3001GenAI\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3068\u540c\u69d8\u306b\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3066\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u4f1a\u8a71\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306a\u3069\u306e\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059(\u3053\u308c\u306f\u3001ChatGPT\u306a\u3069\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u6025\u901f\u306a\u53f0\u982d\u3001\u304a\u3088\u3073\u7121\u6570\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u300c\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u300d\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u898b\u3089\u308c\u307e\u3059)\u3002GenAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u904b\u7528\u306e\u898f\u6a21\u3068\u76f8\u4e92\u4f5c\u7528\u306e\u52d5\u7684\u306a\u6027\u8cea\u306b\u3088\u308a\u3001\u958b\u767a\u304a\u3088\u3073\u5c55\u958b\u30d7\u30ed\u30bb\u30b9\u306b\u5bfe\u3059\u308b\u8981\u6c42\u304c\u5927\u5e45\u306b\u5897\u52a0\u3057\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u7279\u5225\u306a\u30c4\u30fc\u30eb\u3068\u6226\u7565\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-134543\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/06\/25135712\/1_MLOps-LLMOps-FeatureStore.png\" alt=\"MLOps LLMOps FeatureStore\" width=\"922\" height=\"380\" \/><\/p>\n<p>Qwak\u306a\u3069\u306eML\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306e3\u3064\u306e\u91cd\u8981\u306a\u9818\u57df\u306b\u5bfe\u51e6\u3057\u3001\u7d44\u7e54\u304c\u6a5f\u68b0\u5b66\u7fd2\u3068AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u969b\u306e\u8907\u96d1\u3055\u3092\u514b\u670d\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>MLOps<\/strong>:\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u306e\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3002\u5b9f\u9a13\u7ba1\u7406\u304b\u3089\u672c\u756a\u74b0\u5883\u3078\u306e\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3001\u3053\u306e\u9818\u57df\u306fML\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u30ab\u30d0\u30fc\u3057\u3001\u52b9\u7387\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n<li><strong>LLMOps<\/strong>:\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7279\u6709\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306e\u5c02\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3002\u3053\u308c\u306b\u306f\u3001\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u8fc5\u901f\u306a\u7ba1\u7406\u3001\u8907\u96d1\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u51e6\u7406\u3001\u9ad8\u5ea6\u306a\u76e3\u8996\u6280\u8853\u306e\u5b9f\u88c5\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u7279\u5fb4\u91cf\u30b9\u30c8\u30a2<\/strong>:\u7279\u5fb4\u91cf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u7279\u5fb4\u91cf\u30b5\u30fc\u30d3\u30f3\u30b0\u3001\u30d9\u30af\u30c8\u30eb\u306e\u4f5c\u6210\u3068\u683c\u7d0d\u6a5f\u80fd\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30cb\u30fc\u30ba\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5805\u7262\u306a\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30f3\u3002\u3053\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u30c7\u30d7\u30ed\u30a4\u306b\u9069\u5207\u306a\u30c7\u30fc\u30bf\u3092\u3059\u3050\u306b\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n<h2>JFrog\u3068Qwak\u306e\u7d71\u5408\u306e\u610f\u7fa9<\/h2>\n<p>MLOps\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u3088\u3063\u3066\u3001\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u5c0e\u5165\u3059\u308b\u969b\u306b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u696d\u52d9\u306e\u591a\u304f\u306e\u5074\u9762\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u30b5\u30a4\u30ed\u3067\u306f\u5bfe\u51e6\u3067\u304d\u306a\u3044\u9818\u57df\u304c\u591a\u6570\u3042\u308a\u307e\u3059\u3002\u6700\u521d\u306e\u7d71\u5408 <a href=\"https:\/\/youtu.be\/WZVXQhFgFZ8\"><\/a>\u306b\u7d9a\u304d\u3001\u3088\u308a\u5b8c\u5168\u306b\u7d71\u5408\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u5411\u3051\u3066\u5354\u529b\u3059\u308b\u4e2d\u3067\u3001JFrog\u3068Qwak\u306f\u4e92\u3044\u306b\u88dc\u5b8c\u3057\u5408\u3044\u3001\u500b\u4eba\u3084\u4f01\u696d\u304cAI\u306e\u4fa1\u5024\u3092\u3088\u308a\u901f\u304f\u3001\u3088\u308a\u4fe1\u983c\u3057\u3066\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6b21\u306e3\u3064\u306e\u4e3b\u8981\u306a\u9818\u57df\u306b\u8981\u7d04\u3055\u308c\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u958b\u767a\u306e\u9ad8\u901f\u5316<\/strong>:Qwak\u306e\u30de\u30cd\u30fc\u30b8\u30c9ML\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068JFrog\u306eDevSecOps\u30c4\u30fc\u30eb\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u30c1\u30fc\u30e0\u306f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5408\u7406\u5316\u3057\u3001\u30e2\u30c7\u30eb\u3092\u30b3\u30f3\u30bb\u30d7\u30c8\u304b\u3089\u672c\u756a\u74b0\u5883\u306b\u6295\u5165\u3059\u308b\u307e\u3067\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5f37\u5316<\/strong>:JFrog\u306e\u5305\u62ec\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30a4\u30fc\u30c8\u306f\u3001\u958b\u767a\u304b\u3089\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3001\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u3042\u3089\u3086\u308b\u6bb5\u968e\u3067ML\u30e2\u30c7\u30eb\u306e\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306f\u3001\u5f93\u6765\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068ML\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u8106\u5f31\u6027\u3092\u7279\u5b9a\u3057\u3001\u30ea\u30b9\u30af\u3092\u65e9\u671f\u306b\u8efd\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u6539\u5584<\/strong>:\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u958b\u767a\u8005\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30fc\u30e0\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002\u5171\u901a\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30c1\u30fc\u30e0\u306f\u3088\u308a\u52b9\u679c\u7684\u306b\u9023\u643a\u3067\u304d\u3001\u3088\u308a\u9ad8\u54c1\u8cea\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30ea\u30ea\u30fc\u30b9\u3092\u5b9f\u73fe\u3057\u3001\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u3084\u90e8\u9580\u5168\u4f53\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n<hr \/>\n<p style=\"text-align: center\"><strong>\u30d2\u30f3\u30c8:JFrog\u3068Qwak\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u3059\u3050\u306b\u4f7f\u3044\u59cb\u3081\u308b\u306b\u306f\u3001<a href=\"https:\/\/jfrog.com\/ja\/integration\/qwak\/\">\u6b21\u306e\u624b\u9806<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/strong><\/p>\n<hr \/>\n<p>ML\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30c1\u30fc\u30e0\u3068DevSecOps\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30c1\u30fc\u30e0\u306e\u4e21\u65b9\u306f\u3001\u304a\u4e92\u3044\u3092\u523a\u6fc0\u3057\u3001\u30b7\u30f3\u30d7\u30eb\u3055\u3092\u4fc3\u9032\u3057\u3001\u30b9\u30d4\u30fc\u30c9\u3092\u9ad8\u3081\u308b\u5927\u304d\u3044\u6280\u8853\u7684\u30e1\u30ea\u30c3\u30c8\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n<ul>\n<li><strong>\u7d71\u5408\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong>:ML\u30e2\u30c7\u30eb\u7ba1\u7406\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u305f\u3081\u306e\u5358\u4e00\u306e\u307e\u3068\u307e\u308a\u306e\u3042\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3088\u308a\u3001\u30b9\u30c6\u30fc\u30b8\u9593\u306e\u79fb\u884c\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u3001\u6469\u64e6\u3084\u30a8\u30e9\u30fc\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>ML\u30a2\u30bb\u30c3\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/strong>:Qwak\u3068JFrog\u306f\u3069\u3061\u3089\u3082\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u30a2\u30bb\u30c3\u30c8\u3068\u95a2\u9023\u3059\u308b\u4f9d\u5b58\u95a2\u4fc2\u306b\u5bfe\u3057\u3066\u5805\u7262\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u554f\u984c\u304c\u767a\u898b\u3055\u308c\u305f\u5834\u5408\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u3068\u3057\u3066\u3001\u30c1\u30fc\u30e0\u304c\u5909\u66f4\u3092\u8ffd\u8de1\u3057\u305f\u308a\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u7ba1\u7406\u3057\u305f\u308a\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3068\u76e3\u67fb\u53ef\u80fd\u6027:<\/strong>\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u53ef\u8996\u5316\u3055\u308c\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u7d44\u7e54\u306e\u4fe1\u983c\u304c\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070\u3001Qwak\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067Flan-T5\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3057\u3066\u3044\u308b\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001Hugging Face\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002\u6a5f\u80fd\u304c\u7d71\u5408\u3055\u308c\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>JFrog\u306e\u4eee\u60f3Hugging Face\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u76f4\u63a5\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001JFrog\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u80fd\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>Qwak\u306e\u30d3\u30eb\u30c9 \u30b7\u30b9\u30c6\u30e0\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u7ba1\u7406\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3057\u305f\u3002<\/li>\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3001\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306aDocker\u30b3\u30f3\u30c6\u30ca\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u542b\u3080\u3059\u3079\u3066\u306e\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u306fJFrog\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p style=\"text-align: center\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-134544\" style=\"cursor: pointer\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/06\/25135903\/2_Fine-tuning-a-Flan-T5-model-in-the-Qwak-platform.png\" alt=\"Fine-tuning a Flan-T5 model in the Qwak platform\" width=\"1999\" height=\"1223\" data-lity=\"\" \/><\/p>\n<p style=\"text-align: center\"><em>Qwak\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306eFlan-T5\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574<\/em><\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-134546\" style=\"cursor: pointer\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/06\/25140010\/3_All-model-artifacts-saved-in-JFrog-Artifactory.png\" alt=\"All model artifacts saved in JFrog Artifactory\" width=\"1999\" height=\"1254\" data-lity=\"\" \/><\/p>\n<p style=\"text-align: center\"><em>JFrog Artifactory\u306b\u4fdd\u5b58\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8<\/em><\/p>\n<h2>MLOps\u304b\u3089MLSecOps\u3078\u306e\u79fb\u884c<\/h2>\n<p>\u4e0a\u8a18\u306e\u4f8b\u306e\u30d3\u30eb\u30c9\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3001Qwak\u306fArtifactory\u3092\u4ecb\u3057\u3066HuggingFace\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u5404\u30e2\u30c7\u30eb\u306f\u30ea\u30e2\u30fc\u30c8\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u3001JFrog Xray\u3068JFrog Advanced Security\u306b\u3088\u3063\u3066\u30b9\u30ad\u30e3\u30f3\u3055\u308c\u3001\u8106\u5f31\u6027\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u3082\u8abf\u3079\u307e\u3059\u3002\u3053\u306e\u5305\u62ec\u7684\u306a\u30b9\u30ad\u30e3\u30f3\u306b\u3088\u308a\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u304c\u9ad8\u3044\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002\u3055\u3089\u306b\u3001JFrog\u3067\u8a2d\u5b9a\u3055\u308c\u305f\u3059\u3079\u3066\u306eXray\u30dd\u30ea\u30b7\u30fc\u3068\u76e3\u8996\u304c\u5c0a\u91cd\u3055\u308c\u3001\u4e00\u8cab\u3057\u305f\u30dd\u30ea\u30b7\u30fc\u306e\u9069\u7528\u3068\u30af\u30ea\u30fc\u30f3\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4f53\u5236\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u7d71\u5408\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u5bfe\u7b56\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u5f93\u6765\u306eMLOps\u3092\u8d85\u3048\u3066\u307e\u3082\u306a\u304f\u62e1\u5f35\u3055\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4f9d\u5b58\u95a2\u4fc2\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790<\/strong>:JFrog Xray\u306f\u4f9d\u5b58\u95a2\u4fc2\u306e\u8106\u5f31\u6027\u3092\u7d99\u7d9a\u7684\u306b\u30b9\u30ad\u30e3\u30f3\u3057\u3001\u6f5c\u5728\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u306b\u95a2\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u7d99\u7d9a\u7684\u306a\u7ba1\u7406\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/strong>:JFrog\u306e\u30c4\u30fc\u30eb\u306f\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30dd\u30ea\u30b7\u30fc\u3092\u9069\u7528\u3057\u3001\u3059\u3079\u3066\u306e\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3068\u30e2\u30c7\u30eb\u304c\u696d\u754c\u304a\u3088\u3073\u898f\u5236\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002JFrog\u3067\u8a2d\u5b9a\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30dd\u30ea\u30b7\u30fc\u3068\u76e3\u8996\u304c\u9075\u5b88\u3055\u308c\u3001\u4e00\u8cab\u3057\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4f53\u5236\u304c\u7dad\u6301\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>:\u975e\u6e96\u62e0\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u81ea\u52d5\u7684\u306b\u30d6\u30ed\u30c3\u30af\u3055\u308c\u3001\u5b89\u5168\u3067\u6e96\u62e0\u3057\u305f\u30e2\u30c7\u30eb\u306e\u307f\u304c\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u4e0a\u8a18\u306e\u4f8b\u306b\u623b\u308a\u3001\u30e2\u30c7\u30eb\u306e1\u3064\u306b\u60aa\u610f\u306e\u3042\u308b\u30b3\u30fc\u30c9\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u30b7\u30ca\u30ea\u30aa\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002JFrog\u306f\u81ea\u52d5\u7684\u306b\u30e2\u30c7\u30eb\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u307e\u3059\u3002\u8106\u5f31\u6027\u304c\u691c\u51fa\u3055\u308c\u305f\u5834\u5408\u3001\u8a73\u7d30\u3092\u8868\u793a\u3057\u3001\u65e2\u5b58\u306eJFrog\u30dd\u30ea\u30b7\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u91cd\u5927\u306a\u8106\u5f31\u6027\u304c\u3042\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u305f\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u30d6\u30ed\u30c3\u30af\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-134547\" style=\"cursor: pointer\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/06\/25140125\/4_Model-vulnerabilities-detected-by-JFrog-Xray.png\" alt=\"Model vulnerabilities detected by JFrog Xray\" width=\"1999\" height=\"1223\" data-lity=\"\" \/><\/p>\n<p style=\"text-align: center\"><em>JFrog Xray\u304c\u691c\u51fa\u3057\u305f\u30e2\u30c7\u30eb\u8106\u5f31\u6027<\/em><\/p>\n<h2>JFrog\u3068Qwak\u306e\u300c\u7d71\u5408\u306e\u30e1\u30ea\u30c3\u30c8\u300d\u306b\u3064\u3044\u3066<\/h2>\n<p>JFrog\u306e\u30d3\u30b8\u30e7\u30f3\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30ea\u30ea\u30fc\u30b9\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u7ba1\u7406\u304a\u3088\u3073\u4fdd\u8b77\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u304b\u3089\u30c7\u30d0\u30a4\u30b9\u307e\u3067\u306e\u4fe1\u983c\u3067\u304d\u308b\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3067\u3059\u3002ML\u30e2\u30c7\u30eb\u3068AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u307b\u3068\u3093\u3069\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u88fd\u54c1\u306b\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3068\u306a\u308b\u4e2d\u3001JFrog\u3068Qwak\u306fAI\/ML\u30d9\u30fc\u30b9\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30ea\u30ea\u30fc\u30b9\u3092\u5f37\u5316\u3057\u3001\u5e02\u5834\u306e\u9700\u8981\u3092\u5148\u53d6\u308a\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-134549\" style=\"cursor: pointer\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2024\/06\/25140204\/5-Platform-Diagram-Planned-JFrog-and-Qwak-Merger-Technical-Outcomes.png\" alt=\"Platform diagram: planned JFrog and Qwak merger technical outcomes\" width=\"1500\" height=\"667\" data-lity=\"\" \/><\/p>\n<p style=\"text-align: center\"><em>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u56f3:JFrog\u3068Qwak\u306e\u7d71\u5408\u3067\u898b\u8fbc\u307e\u308c\u308b\u6280\u8853\u7684\u306a\u6210\u679c<\/em><\/p>\n<p>\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u5c0e\u5165\u3059\u308b\u552f\u4e00\u306e\u52b9\u7387\u7684\u306a\u65b9\u6cd5\u306f\u3001ML\u30e2\u30c7\u30eb\u3001AI\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3001\u5f93\u6765\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u307e\u305f\u304c\u308b\u3001\u5358\u306a\u308b\u300c\u7d71\u5408\u300d\u3067\u306f\u306a\u304f\u3001\u5b8c\u5168\u306b\u7d71\u5408\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308b\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3059\u3002JFrog 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