{"id":6748,"date":"2025-06-12T18:28:37","date_gmt":"2025-06-12T09:28:37","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6748"},"modified":"2025-06-12T18:28:37","modified_gmt":"2025-06-12T09:28:37","slug":"databricks_pyspark","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/databricks_pyspark\/","title":{"rendered":"\u3010Databricks\u3011PySpark\u3068MLflow\u3092\u6d3b\u7528\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u30ac\u30a4\u30c9"},"content":{"rendered":"\n<p>\u8fd1\u5e74\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u304a\u3044\u3066\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3084\u7ba1\u7406\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3060\u3051\u3067\u306a\u304f\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7ba1\u7406\u306a\u3069\u306e\u591a\u304f\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306fDatabricks\u3092\u6d3b\u7528\u3057\u3001PySpark\u3068MLflow\u3092\u4f7f\u3063\u305f\u52b9\u7387\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u69cb\u7bc9\u3068\u7ba1\u7406\u306e\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u8fd1\u5e74\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u304a\u3044\u3066\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3084\u7ba1\u7406\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3060\u3051\u3067\u306a\u304f\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7ba1\u7406\u306a\u3069\u306e\u591a\u304f\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306fDatabricks\u3092\u6d3b\u7528\u3057\u3001PySpark\u3068MLflow\u3092\u4f7f\u3063\u305f\u52b9\u7387\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u69cb\u7bc9\u3068\u7ba1\u7406\u306e\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-180252.jpg\" alt=\"\" width=\"1213\" height=\"392\" class=\"aligncenter wp-image-6750 size-full\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-180252.jpg 1213w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-180252-300x97.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-180252-1024x331.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-180252-768x248.jpg 768w\" sizes=\"(max-width: 1213px) 100vw, 1213px\" \/><\/p>\n\n<h2>Databricks\u3068\u306f<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-181815.png\" alt=\"\" width=\"724\" height=\"172\" class=\"aligncenter wp-image-6758 size-full\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-181815.png 724w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-181815-300x71.png 300w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/p>\r\n<p>Databricks\u306f\u30c7\u30fc\u30bf\u5206\u6790\u3068AI\u904b\u7528\u3092\u7d71\u5408\u3057\u3001\u69cb\u7bc9\u30fb\u30c7\u30d7\u30ed\u30a4\u30fb\u5171\u6709\u30fb\u4fdd\u5b88\u307e\u3067\u884c\u3048\u308b\u7dcf\u5408\u7684\u306a\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u7279\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u6027\u304b\u3089\u591a\u304f\u306e\u4f01\u696d\u306b\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u7d71\u5408\u3055\u308c\u305f\u5206\u6790\u74b0\u5883<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u304b\u3089\u5206\u6790\u30fb\u53ef\u8996\u5316\u30fb\u5171\u6709\u307e\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u884c\u3048\u308b\u3002<\/li>\r\n\t<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u67d4\u8edf\u306a\u74b0\u5883<\/strong>\uff1a\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u305f\u3081\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u53ef\u80fd\u3002<\/li>\r\n\t<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong>\uff1a\u4f01\u696d\u30ec\u30d9\u30eb\u306e\u53b3\u683c\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u3092\u6e80\u305f\u3059\u3002<\/li>\r\n\t<li><strong>\u30c1\u30fc\u30e0\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\uff1a\u30b3\u30fc\u30c9\u3084\u5206\u6790\u7d50\u679c\u3092\u5bb9\u6613\u306b\u5171\u6709\u3067\u304d\u3001\u5354\u696d\u3092\u4fc3\u9032\u3002<\/li>\r\n<\/ul>\r\n<p>databricks\u4e0a\u306b\u306f\u3053\u308c\u3089\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u69d8\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306fDatabricks\u4e0a\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308b\u300cPySpark\u300d\u3068\u300cMLflow\u300d\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 6cd5c057-24f3-4ed3-8b64-72777e9cb3e0 --><\/p>\n\n<h2>PySpark\u306e\u57fa\u790e\u77e5\u8b58<\/h2>\n<p>PySpark\u306f\u3001Databricks\u3067\u4f7f\u7528\u3055\u308c\u308bPython\u306eAPI\u3067\u3042\u308a\u3001Apache Spark\u306e\u5f37\u529b\u306a\u51e6\u7406\u80fd\u529b\u3092Python\u74b0\u5883\u3067\u624b\u8efd\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<b>PySpark\u306e\u7279\u5fb4\u3068\u30e1\u30ea\u30c3\u30c8<\/b>\r\n<p>PySpark\u306f\u6df1\u5c64\u5b66\u7fd2\u306a\u3069\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u91cd\u3044\u5834\u5408\u306b\u7279\u306b\u6709\u7528\u3067\u3059\u3002\u3053\u3053\u3067\u306fPySpark\u306e\uff12\u3064\u306e\u7279\u5fb4\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<p>\u4e00\u3064\u76ee\u306e\u7279\u5fb4\u306f\u51e6\u7406\u304c\u9ad8\u901f\u304b\u3064\u3001\u5927\u898f\u6a21\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30b3\u30b9\u30c8\u304c\u91cd\u3044\u8a08\u7b97\u3092\u6bd4\u8f03\u7684\u5bb9\u6613\u306b\u7d42\u308f\u3089\u305b\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002PySpark\u3067\u306f\u30e1\u30e2\u30ea\u4e0a\u3067\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3057\u3066\u51e6\u7406\u3092\u884c\u3046\u305f\u3081\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u5206\u6563\u51e6\u7406\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4e26\u5217\u306b\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u304c\u51fa\u6765\u3001\u9ad8\u901f\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u3055\u3089\u306bCPU\u306e\u6700\u9069\u5316\u3084\u30e1\u30e2\u30ea\u306e\u7ba1\u7406\u3092\u5236\u5fa1\u3057\u306a\u304c\u3089\u51e6\u7406\u3092\u9032\u3081\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6027\u8cea\u306b\u3088\u308a\u9ad8\u901f\u304b\u3064\u5927\u898f\u6a21\u306a\u51e6\u7406\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 96b9697a-e499-4ab6-bedc-27257eae2348 --><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-52.jpg\" alt=\"\" width=\"1229\" height=\"597\" class=\"aligncenter wp-image-6759 size-full\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-52.jpg 1229w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-52-300x146.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-52-1024x497.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-52-768x373.jpg 768w\" sizes=\"(max-width: 1229px) 100vw, 1229px\" \/><\/p>\r\n<p>\u4e8c\u3064\u76ee\u306e\u7279\u5fb4\u306f\u591a\u69d8\u306a\u51e6\u7406\u65b9\u6cd5\u3092\u6301\u3064\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002Spark\u306f\u591a\u69d8\u306aAPI\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u69d8\u3005\u306a\u8a00\u8a9e\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u51e6\u7406\u306f\u3082\u3061\u308d\u3093\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306a\u3069\u3082\u51fa\u6765\u307e\u3059\u3002\u3055\u3089\u306b\u74b0\u5883\u4f9d\u5b58\u305b\u305a\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3001\u30b3\u30f3\u30c6\u30ca\u74b0\u5883\u306a\u3069\u69d8\u3005\u306a\u74b0\u5883\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306bSpark\u306f\u591a\u69d8\u306a\u51e6\u7406\u65b9\u6cd5\u3092\u6301\u3061\u3001\u4ed6\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-53.jpg\" alt=\"\" width=\"1207\" height=\"533\" class=\"aligncenter size-full wp-image-6760\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-53.jpg 1207w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-53-300x132.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-53-1024x452.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-53-768x339.jpg 768w\" sizes=\"(max-width: 1207px) 100vw, 1207px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u3053\u3053\u307e\u3067PySpark\u306e\u7d39\u4ecb\u3092\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u3067\u306f\uff12\u3064\u76ee\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308bMLflow\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n<h2>MLflow\u3068\u306f<\/h2>\n<p>MLflow\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u958b\u767a\u304b\u3089\u904b\u7528\u307e\u3067\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u958b\u767a\u3092\u884c\u3046\u3068\u304d\u306e\u7169\u96d1\u3055\u3084\u904b\u7528\u6642\u306e\u8ab2\u984c\u3092\u89e3\u6d88\u3057\u307e\u3059\u3002MLflow\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u5b9f\u9a13\u3001\u30e2\u30c7\u30eb\u3092\u8a18\u9332\u3057\u3001\u5916\u90e8\u74b0\u5883\u3067\u540c\u5b9f\u9a13\u3092\u884c\u3046\u305f\u3081\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f5c\u6210\u3057\u3001\u5171\u540c\u3067\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\u306a\u3069\u304c\u51fa\u6765\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306fMLflow\u306e\uff14\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3064\u3044\u3066\u8a73\u7d30\u3092\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-54.jpg\" alt=\"\" width=\"1234\" height=\"444\" class=\"aligncenter size-full wp-image-6761\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-54.jpg 1234w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-54-300x108.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-54-1024x368.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-54-768x276.jpg 768w\" sizes=\"(max-width: 1234px) 100vw, 1234px\" \/><\/p>\n\n<h2>MLflow\u306e4\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h2>\n<p><strong>\u30fbTracking\uff08\u5b9f\u9a13\u7ba1\u7406\uff09<\/strong>\uff1a<\/p>\r\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u3059\u3079\u3066\u8a18\u9332\u3002\u3053\u308c\u306b\u3088\u308a\u3044\u304b\u306a\u308b\u6642\u3067\u3082\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3084\u30e1\u30c8\u30ea\u30af\u30b9\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-56.jpg\" alt=\"\" width=\"1251\" height=\"663\" class=\"aligncenter size-full wp-image-6762\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-56.jpg 1251w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-56-300x159.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-56-1024x543.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-56-768x407.jpg 768w\" sizes=\"(max-width: 1251px) 100vw, 1251px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<ul>\r\n\t<li><strong>Projects\uff08\u518d\u73fe\u6027\uff09<\/strong>\uff1a<\/li>\r\n<\/ul>\r\n<p>\u30e2\u30c7\u30eb\u5b9f\u884c\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3057\u3001\u4ed6\u74b0\u5883\u3067\u306e\u5b9f\u9a13\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002databricks\u4e0a\u3067\u884c\u308f\u308c\u305f\u5b9f\u9a13\u3092\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3059\u308b\u3053\u3068\u3067\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3084\u4ed6\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306a\u3069\u305d\u306e\u4ed6\u306e\u74b0\u5883\u3067\u3082\u540c\u69d8\u306e\u5b9f\u9a13\u3092\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 1230e6f5-166e-47ae-932c-3c9cdedeff99 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-57.jpg\" alt=\"\" width=\"1097\" height=\"585\" class=\"aligncenter size-full wp-image-6763\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-57.jpg 1097w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-57-300x160.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-57-1024x546.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-57-768x410.jpg 768w\" sizes=\"(max-width: 1097px) 100vw, 1097px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<ul>\r\n\t<li><strong>Models\uff08\u30e2\u30c7\u30eb\u7ba1\u7406\uff09<\/strong>\uff1a<\/li>\r\n<\/ul>\r\n<p>\u69d8\u3005\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4e00\u5ea6\u300c\u30d5\u30ec\u30a4\u30d0\u30fc\u300d\u5f62\u5f0f\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3084\u30b3\u30f3\u30c6\u30ca\u74b0\u5883\u306a\u3069\u69d8\u3005\u306a\u74b0\u5883\u306b\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3092\u6301\u3061\u8fbc\u3080\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: a1df76e4-2af8-478c-ad49-0d615dfddd32 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-58.jpg\" alt=\"\" width=\"1104\" height=\"584\" class=\"aligncenter size-full wp-image-6764\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-58.jpg 1104w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-58-300x159.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-58-1024x542.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-58-768x406.jpg 768w\" sizes=\"(max-width: 1104px) 100vw, 1104px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<ul>\r\n\t<li><strong>Model Registry\uff08\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\uff09<\/strong>\uff1a<\/li>\r\n<\/ul>\r\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e00\u5143\u7ba1\u7406\u3084\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3059\u308b\u3088\u3046\u306a\u6a5f\u80fd\u3067\u3059\u3002\u3053\u3053\u3067github\u306e\u3088\u3046\u306b\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u3092\u884c\u3046\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: b11ba1b9-6c48-4371-ae09-eb0848c7bb7b --><\/p>\r\n<p>&nbsp;<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-59.jpg\" alt=\"\" width=\"1094\" height=\"579\" class=\"aligncenter size-full wp-image-6765\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-59.jpg 1094w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-59-300x159.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-59-1024x542.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/image-59-768x406.jpg 768w\" sizes=\"(max-width: 1094px) 100vw, 1094px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u4e00\u5143\u7ba1\u7406\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 777675dd-3c42-448b-85e4-e525313d6601 --><\/p>\n\n<h2>MLflow\u304c\u512a\u308c\u3066\u3044\u308b\u7406\u7531\u3068\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h2>\n<p>MLflow\u306e\u5f37\u307f\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u9a13\u3084\u904b\u7528\u3092\u7c21\u7d20\u5316\u30fb\u6a19\u6e96\u5316\u3057\u3001\u52b9\u7387\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3059\u3002\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u91d1\u878d\u696d\u754c<\/strong>\uff1a\u30ea\u30b9\u30af\u8a55\u4fa1\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u6d3b\u7528\u3002<\/li>\r\n\t<li><strong>\u88fd\u9020\u696d\u754c<\/strong>\uff1a\u88fd\u54c1\u54c1\u8cea\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u5c0e\u5165\u3002<\/li>\r\n\t<li><strong>\u5c0f\u58f2\u696d\u754c<\/strong>\uff1a\u58f2\u4e0a\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u983b\u7e41\u306b\u66f4\u65b0\u30fb\u691c\u8a3c\u3057\u3001\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\r\n<\/ul>\r\n<p>\u3053\u306e\u3088\u3046\u306b\u69d8\u3005\u306a\u696d\u754c\u3067\u6a5f\u68b0\u5b66\u7fd2\u304c\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u52b9\u7387\u5316\u3092MLflow\u306b\u3088\u308a\u884c\u3046\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\r\n<p><!-- 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--><\/p>\n\n<h2>\u7d42\u308f\u308a\u306b<\/h2>\n<p>Databricks\u3001PySpark\u3001\u305d\u3057\u3066MLflow\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u904b\u7528\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002\u305c\u3072\u672c\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3001\u52b9\u7387\u7684\u3067\u52b9\u679c\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u904b\u7528\u3092\u5b9f\u73fe\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u304a\u3044\u3066\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3084\u7ba1\u7406\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3060\u3051\u3067\u306a\u304f\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7ba1\u7406\u306a\u3069\u306e\u591a\u304f\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306fDatabricks\u3092\u6d3b\u7528\u3057\u3001 [&hellip;]<\/p>\n","protected":false},"author":44,"featured_media":6170,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[258,774,986,845,985,331],"class_list":["post-6748","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-bi","tag-databricks","tag-dhw","tag-mlflow","tag-pyspark","tag-python"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6748","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/44"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=6748"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6748\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/6170"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=6748"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=6748"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=6748"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}