{"id":7750,"date":"2026-03-23T11:51:17","date_gmt":"2026-03-23T02:51:17","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7750"},"modified":"2026-03-23T11:51:17","modified_gmt":"2026-03-23T02:51:17","slug":"catboost-setup-dataiku","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/catboost-setup-dataiku\/","title":{"rendered":"Catboost\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u5b9f\u88c5\u624b\u9806\uff08Dataiku\uff09"},"content":{"rendered":"\n<p>Catboost\u3068\u306f\u6587\u5b57\u30c7\u30fc\u30bf\uff08\u5e97\u8217\u540d\u3084\u5929\u6c17\u306a\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\uff09\u306e\u6271\u3044\u306b\u7279\u5316\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u30bf\u30fc\u30b2\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u7279\u6709\u306e\u300c\u904e\u5b66\u7fd2\u300d\u3092\u5b8c\u74a7\u306b\u9632\u304e\u3001\u524d\u51e6\u7406\u306e\u624b\u9593\u3092\u304b\u3051\u305a\u306b\u3044\u304d\u306a\u308a\u9ad8\u3044\u7cbe\u5ea6\u304c\u51fa\u305b\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Dataiku\u4e0a\u3067\u300cCatBoost\u300d\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u624b\u9806\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059 \u3002<\/p>\n\n\n<h2>Python\u74b0\u5883\uff08Code Env\uff09\u306e\u4f5c\u6210\u3068\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p>\u30fbDataiku\u30d5\u30ed\u30fc\u753b\u9762\u53f3\u4e0a\u306e\u4e5d\u3064\u306e\u70b9\u3005\u3092\u62bc\u3059<\/p>\r\n<p>\u203b\u5199\u771f\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u7533\u3057\u8a33\u306a\u3044\u3067\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-7-300x35.png\" alt=\"\" width=\"94\" height=\"11\" class=\"alignnone  wp-image-7760\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-7-300x35.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-7.png 694w\" sizes=\"(max-width: 94px) 100vw, 94px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u300c\u30a2\u30c9\u30df\u30cb\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u300d\u3092\u9078\u629e<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-8.png\" alt=\"\" width=\"64\" height=\"16\" class=\"alignnone  wp-image-7761\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u300cNEW PYTHON ENV\u300d\u3092\u30af\u30ea\u30c3\u30af<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-9.png\" alt=\"\" width=\"61\" height=\"17\" class=\"alignnone  wp-image-7751\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u300cName\u300d\u306f\u81ea\u5206\u304c\u5206\u304b\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u5165\u529b\u3057\u3001\u307b\u304b\u306e\u8a2d\u5b9a\u306f\u4e0b\u5199\u771f\u53c2\u8003<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-10-300x223.png\" alt=\"\" width=\"107\" height=\"80\" class=\"alignnone  wp-image-7752\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-10-300x223.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-10.png 458w\" sizes=\"(max-width: 107px) 100vw, 107px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u4f5c\u6210\u3057\u305f\u74b0\u5883\u306e\u5de6\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u300cPackages to install\u300d\u3092\u958b\u304f<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-11-300x300.png\" alt=\"\" width=\"118\" height=\"118\" class=\"alignnone  wp-image-7753\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-11-300x300.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-11-150x150.png 150w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-11-120x120.png 120w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-11.png 325w\" sizes=\"(max-width: 118px) 100vw, 118px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u300cRequested packages (Pip)\u300d\u306e\u5165\u529b\u6b04\u306b\u3001\u4ee5\u4e0b\u306e\u5fc5\u9808\u30d1\u30c3\u30b1\u30fc\u30b8\u30ea\u30b9\u30c8\u3092\u3059\u3079\u3066\u30b3\u30d4\u30fc\u3057\u3066\u8cbc\u308a\u4ed8\u3051\u308b\u3002(\u203bCatBoost\u3060\u3051\u3067\u306a\u304f\u3001Dataiku\u304c\u88cf\u5074\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u52d5\u304b\u3059\u305f\u3081\u306e\u6a19\u6e96\u30d1\u30fc\u30c4\u3082\u5fc5\u9808)<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>catboost\r\nscikit-learn\r\nxgboost\r\nlightgbm\r\nstatsmodels\r\nJinja2\r\nflask\r\ncloudpickle\r\nscikit-optimize<\/code><\/pre>\r\n<\/div>\r\n<p>\u30fb\u300c\u4fdd\u5b58\u3057\u3066\u66f4\u65b0\u300d\u3092\u30af\u30ea\u30c3\u30af\u3001\u30ed\u30fc\u30c9\u753b\u9762\u304c\u6d88\u3048\u305f\u3089\u5b8c\u4e86<\/p>\n\n<h2>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u74b0\u5883\u3092\u7d10\u3065\u3051\u308b<\/h2>\n<p>\u30fb\u4f5c\u696d\u4e2d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d5\u30ed\u30fc\u753b\u9762\u306b\u623b\u308b<\/p>\r\n<p>\u30fb\u753b\u9762\u4e0a\u90e8\u30e1\u30cb\u30e5\u30fc\u7fa4\u306e\u4e00\u756a\u53f3\u5074\u306b\u3042\u308b \u300cSettings\u300d \u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-12-300x186.png\" alt=\"\" width=\"300\" height=\"186\" class=\"alignnone size-medium wp-image-7754\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-12-300x186.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-12.png 382w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u5de6\u5074\u306e\u30e1\u30cb\u30e5\u30fc\u304b\u3089 <span data-token-index=\"1\" class=\"notion-enable-hover\">\u300cCode env selection\u300d<\/span> \u3092\u9078\u3076\u3002<!-- notionvc: f7a5e1b1-e575-43a3-bcec-bf0354baffc0 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-13-163x300.png\" alt=\"\" width=\"163\" height=\"300\" class=\"alignnone size-medium wp-image-7755\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-13-163x300.png 163w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-13.png 312w\" sizes=\"(max-width: 163px) 100vw, 163px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fbMode\u3092\u300cSelect an environment\u300d\u306b\u5909\u66f4\u3057\u3001\u30ea\u30b9\u30c8\u304b\u3089\u5148\u307b\u3069\u4f5c\u3063\u305f \u300ccatboost_env2\u300d\uff08\u81ea\u5206\u3067\u4f5c\u6210\u3057\u305f\u540d\u524d\uff09\u3092\u9078\u629e\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-14-300x95.png\" alt=\"\" width=\"300\" height=\"95\" class=\"alignnone size-medium wp-image-7756\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-14-300x95.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-14-768x244.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-14.png 785w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\r\n<p>\u30fb\u300cSAVE\u300d\u3092\u62bc\u3057\u3066\u4fdd\u5b58<\/p>\n\n<h2>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\uff08\u30b3\u30f3\u30c6\u30ca\u30b5\u30a4\u30ba\uff09\u306e\u6700\u9069\u5316<\/h2>\n<p>\u5927\u304d\u3059\u304e\u308bCPU\u30e1\u30e2\u30ea\u3092\u8981\u6c42\u3057\u3066\u3001\u4f1a\u793e\u306e\u30b7\u30b9\u30c6\u30e0\u4e0a\u9650\u306b\u5f15\u3063\u304b\u304b\u308a\u3001<span data-token-index=\"1\" class=\"notion-enable-hover\">\u901a\u4fe1\u30a8\u30e9\u30fc\uff08SSL error\uff09\u306b\u306a\u308b\u306e\u3092\u9632\u3050<\/span>\u305f\u3081\u306e\u91cd\u8981\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002\uff08\u5fc5\u8981\u306a\u3089\u3070\u5b9f\u65bd\u3057\u3066\u304f\u3060\u3055\u3044\uff09<!-- notionvc: 71efbfd5-876e-4d73-83cd-dcb786310287 --><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u753b\u9762\uff08Algorithms\u3092\u9078\u3076\u753b\u9762\uff09\u306b\u623b\u308b\u3002\u5de6\u5074\u306e\u30e1\u30cb\u30e5\u30fc\u3092\u4e00\u756a\u4e0b\u307e\u3067\u30b9\u30af\u30ed\u30fc\u30eb\u3057\u3001<span data-token-index=\"1\" class=\"notion-enable-hover\">\u300cRuntime environment\uff08\u5b9f\u884c\u74b0\u5883\uff09\u300d<\/span> \u3092\u30af\u30ea\u30c3\u30af\u3002<!-- notionvc: cb8c7c0d-54c7-479c-bd1f-7c91d60d7ef3 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-15-125x300.png\" alt=\"\" width=\"125\" height=\"300\" class=\"alignnone size-medium wp-image-7757\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-15-125x300.png 125w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-15.png 272w\" sizes=\"(max-width: 125px) 100vw, 125px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u300cCode environment\u300d\u3092 catboost_env2\uff08\u81ea\u5206\u304c\u4f5c\u6210\u3057\u305f\u540d\u524d\uff09\u306b\u5909\u66f4\u3002\u4e0b\u306e\u9078\u629e\u306f\u3001\u6a19\u6e96\u7684\u306a\u30b5\u30a4\u30ba\uff08\u4f8b\uff1a<span data-token-index=\"1\" class=\"notion-enable-hover\">CPU-M-1-cpu-4Gb-Ram<\/span>\uff09\u306b\u5909\u66f4\u3059\u308b\u3002<!-- notionvc: 8f5e343a-2d61-4b75-8223-65281b573ef0 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-16-300x191.png\" alt=\"\" width=\"300\" height=\"191\" class=\"alignnone size-medium wp-image-7758\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-16-300x191.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-16.png 551w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\r\n<p>\u30fb\u300cSAVE\u300d \u3092\u62bc\u3057\u3066\u4fdd\u5b58\u3002<\/p>\n\n<h2>\u30e2\u30c7\u30eb\u30b3\u30fc\u30c9\u306e\u8a18\u8ff0<\/h2>\n<p>\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u623b\u308a\u3001\u4e00\u89a7\u304b\u3089 \u300c\uff0bADD custom python model\u300d\u3092\u62bc\u3057\u3066\u3001 <span data-token-index=\"1\" class=\"notion-enable-hover\">\u300cCustom Python model\u300d<\/span> \u3092\u4f5c\u6210\u3059\u308b\u3002<!-- notionvc: a7e581ce-29b5-48fb-854f-d146df760aa6 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-17-259x300.png\" alt=\"\" width=\"259\" height=\"300\" class=\"alignnone size-medium wp-image-7759\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-17-259x300.png 259w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/image-17.png 384w\" sizes=\"(max-width: 259px) 100vw, 259px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u30fb\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>from catboost import CatBoostRegressor\r\n\r\n# CatBoost\u306e\u56de\u5e30\uff08\u6570\u5024\u4e88\u6e2c\uff09\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3057\u3001'clf'\u3068\u3044\u3046\u5909\u6570\u306b\u30bb\u30c3\u30c8\u3059\u308b\r\nclf = CatBoostRegressor(\r\niterations=100, # \u5b66\u7fd2\u306e\u7e70\u308a\u8fd4\u3057\u56de\u6570\r\nlearning_rate=0.1, # \u5b66\u7fd2\u306e\u30b9\u30d4\u30fc\u30c9\r\ndepth=6, # \u601d\u8003\u306e\u6df1\u3055\uff08\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u3069\u3053\u307e\u3067\u63a2\u3059\u304b\uff09\r\nloss_function='RMSE', # \u8aa4\u5dee\u306e\u6e2c\u308a\u65b9\uff08\u56de\u5e30\u30bf\u30b9\u30af\u306e\u6a19\u6e96\u6307\u6a19\uff09\r\nverbose=False # \u30ed\u30b0\u304c\u5927\u91cf\u306b\u51fa\u308b\u306e\u3092\u9632\u3050\u305f\u3081\u30aa\u30d5\r\n)<\/code><\/pre>\r\n<\/div>\r\n<p><strong>\u203b<span data-token-index=\"0\" class=\"notion-enable-hover\">\u4e0a\u8a18\u306f\u307e\u3060\u6539\u5584\u306e\u4f59\u5730\u304c\u3042\u308b\u30b3\u30fc\u30c9\u3067\u3059\u3002\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8003\u5bdf\u3057\u3001\u3088\u308a\u826f\u3044\u3082\u306e\u306b\u3059\u308c\u3070\u3055\u3089\u306b\u7cbe\u5ea6\u6539\u5584\u304c\u898b\u8fbc\u3081\u307e\u3059\u3002<\/span><\/strong><!-- notionvc: f1c0819b-49b1-48fc-ba8a-ef22a716ae05 --><\/p>\r\n<p>\u30fb\u300cTrain\u300d\u3092\u62bc\u3057\u3066\u5b9f\u884c<\/p>\n\n<h2>\u6700\u5f8c\u306b<\/h2>\n<p>\u4eca\u56de\u306f\u7c21\u5358\u306bDataiku\u4e0a\u3067catboost\u306e\u5b9f\u88c5\u624b\u9806\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<br \/>\r\n\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6b21\u7b2c\u3067\u306f\u3001\u73fe\u5728\u304a\u4f7f\u3044\u306e\u30e2\u30c7\u30eb\u304b\u3089\u3055\u3089\u306b\u4e88\u6e2c\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002Dataiku\u4e0a\u3067\u306e\u5b9f\u88c5\u30cf\u30fc\u30c9\u30eb\u3082\u6c7a\u3057\u3066\u9ad8\u304f\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u7686\u3055\u3093\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3082CatBoost\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Catboost\u3068\u306f\u6587\u5b57\u30c7\u30fc\u30bf\uff08\u5e97\u8217\u540d\u3084\u5929\u6c17\u306a\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u5909\u6570\uff09\u306e\u6271\u3044\u306b\u7279\u5316\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u30bf\u30fc\u30b2\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u7279\u6709\u306e\u300c\u904e\u5b66\u7fd2\u300d\u3092\u5b8c\u74a7\u306b\u9632\u304e\u3001\u524d\u51e6\u7406\u306e\u624b\u9593\u3092\u304b\u3051\u305a\u306b\u3044\u304d\u306a\u308a\u9ad8\u3044\u7cbe\u5ea6\u304c\u51fa\u305b\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Da 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