{"id":14421,"date":"2024-01-05T03:54:07","date_gmt":"2024-01-05T00:24:07","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b0%d8%ae%db%8c%d8%b1%d9%87-%d9%88-%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d9%85%d8%af%d9%84-%d9%87%d8%a7%db%8c-xgboost\/"},"modified":"2024-01-05T03:54:07","modified_gmt":"2024-01-05T00:24:07","slug":"%d8%b1%d9%88%d8%b4-%d8%b0%d8%ae%db%8c%d8%b1%d9%87-%d9%88-%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d9%85%d8%af%d9%84-%d9%87%d8%a7%db%8c-xgboost","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b0%d8%ae%db%8c%d8%b1%d9%87-%d9%88-%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d9%85%d8%af%d9%84-%d9%87%d8%a7%db%8c-xgboost\/","title":{"rendered":"\u0631\u0648\u0634 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc XGBoost"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b0%d8%ae%db%8c%d8%b1%d9%87-%d9%88-%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d9%85%d8%af%d9%84-%d9%87%d8%a7%db%8c-xgboost\/#modelsave_model_%d9%88_modelload_model\" >model.save_model() \u0648 model.load_model()<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b0%d8%ae%db%8c%d8%b1%d9%87-%d9%88-%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d9%85%d8%af%d9%84-%d9%87%d8%a7%db%8c-xgboost\/#joblib\" >Joblib<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%b0%d8%ae%db%8c%d8%b1%d9%87-%d9%88-%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c-%d9%85%d8%af%d9%84-%d9%87%d8%a7%db%8c-xgboost\/#%d8%aa%d8%b1%d8%b4%db%8c\" >\u062a\u0631\u0634\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 2<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<p>\u0645\u062f\u0644 \u0647\u0627 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0648 \u0627\u0631\u0627\u0626\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0622\u0646\u0647\u0627 \u0628\u0647 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u062d\u06cc\u0637 \u0622\u0645\u0648\u0632\u0634\u06cc \u062e\u0648\u062f &#8211; \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0645\u062f\u0644 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<blockquote>\n<p>XGBoost \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0639\u0627\u0644\u06cc\u060c \u0645\u0646\u0639\u0637\u0641 \u0648 \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0633\u0631\u06cc\u0639 \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u067e\u0631\u0686\u0645\u062f\u0627\u0631 \u0622\u0646 <code>XGBRegressor<\/code> \u0648 <code>XGBClassifier<\/code> \u0645\u0639\u062c\u0632\u0647 \u06a9\u0646\u062f<\/p>\n<\/blockquote>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u067e\u0633\u0631\u0641\u062a\u06af\u0631 \u0633\u0627\u062f\u0647 \u062a\u0631\u0628\u06cc\u062a \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u0628\u0627\u0628 \u0628\u0627\u0632\u06cc:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> xgboost <span class=\"hljs-keyword\">as<\/span> xgb\n\n<span class=\"hljs-keyword\">from<\/span> sklearn <span class=\"hljs-keyword\">import<\/span> datasets\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n<span class=\"hljs-keyword\">from<\/span> sklearn.preprocessing <span class=\"hljs-keyword\">import<\/span> MinMaxScaler\n\nX, y = datasets.load_diabetes(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_train, X_test, y_train, y_test = train_test_split(X, y)\n\nscaler = MinMaxScaler()\nX_train_scaled = scaler.fit_transform(X_train)\nX_test_scaled = scaler.transform(X_test)\n\n\nxbg_reg = xgb.XGBRegressor().fit(X_train_scaled, y_train)\n<\/code><\/pre>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645:<\/p>\n<h2 id=\"modelsave_modelandmodelload_model\"><span class=\"ez-toc-section\" id=\"modelsave_model_%d9%88_modelload_model\"><\/span>model.save_model() \u0648 model.load_model()<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0631\u0633\u0645\u06cc \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>save_model()<\/code> \u0648 <code>load_model()<\/code> \u062a\u0648\u0627\u0628\u0639 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> <code>dump_model()<\/code>  \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u0634\u0647 \u0628\u0631\u0627\u06cc dump \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0648 \u062a\u062c\u0633\u0645\u060c \u0646\u0647 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u06cc\u06a9 \u062d\u0627\u0644\u062a \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0647\u0631 \u062f\u0648 \u0631\u0648\u0634 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0631\u0648\u06cc \u0622 <code>Booster<\/code> \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u062b\u0627\u0644:<\/p>\n<pre><code class=\"hljs\">\nxbg_reg.save_model(<span class=\"hljs-string\">\"model.json\"<\/span>)\n\nxbg_reg.save_model(<span class=\"hljs-string\">\"model.txt\"<\/span>)\n\n\nxbg_reg = xgb.Booster()\n\nxbg_reg.load_model(<span class=\"hljs-string\">\"model.json\"<\/span>)\npreds = xbg_reg.predict(xgb.DMatrix(X_test_scaled))\n<span class=\"hljs-built_in\">print<\/span>(preds(:<span class=\"hljs-number\">10<\/span>)) \n\nxbg_reg.load_model(<span class=\"hljs-string\">\"model.txt\"<\/span>)\npreds = xbg_reg.predict(xgb.DMatrix(X_test_scaled))\n<span class=\"hljs-built_in\">print<\/span>(preds(:<span class=\"hljs-number\">10<\/span>)) \n<\/code><\/pre>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0646\u0627\u0648\u0628 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u067e\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc NumPy \u0631\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u063a\u0630\u06cc\u0647 \u06a9\u0646\u06cc\u062f. <code>DMatrix()<\/code> \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627:<\/p>\n<pre><code class=\"hljs\">xbg_reg.save_model(<span class=\"hljs-string\">\"model.json\"<\/span>)\nxbg_reg.save_model(<span class=\"hljs-string\">\"model.txt\"<\/span>)\n\nxbg_reg = xgb.XGBRegressor()\n\nxbg_reg.load_model(<span class=\"hljs-string\">\"model.json\"<\/span>)\npreds = xbg_reg.predict(X_test_scaled)\n<span class=\"hljs-built_in\">print<\/span>(preds(:<span class=\"hljs-number\">10<\/span>)) \n\nxbg_reg.load_model(<span class=\"hljs-string\">\"model.txt\"<\/span>)\npreds = xbg_reg.predict(X_test_scaled)\n<span class=\"hljs-built_in\">print<\/span>(preds(:<span class=\"hljs-number\">10<\/span>)) \n<\/code><\/pre>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u0645\u0627\u0646\u0646\u062f <code>joblib<\/code> \u0648 <code>pickle<\/code> \u0627\u06af\u0631 \u0646\u0633\u062e\u0647 \u062c\u062f\u06cc\u062f XGBoost \u0633\u0639\u06cc \u06a9\u0646\u062f \u06cc\u06a9 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0642\u062f\u06cc\u0645\u06cc \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0642\u0628\u0644 \u0627\u0632 \u0646\u0633\u062e\u0647 \u062c\u062f\u06cc\u062f \u0633\u0631\u06cc\u0627\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0634\u0648\u062f.  \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u067e\u06cc\u0646 \u06a9\u0631\u062f\u0646 \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0628\u0631\u06af\u0634\u062a\u0646 \u0648 \u0633\u0631\u06cc\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u062c\u062f\u062f \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u0631\u0633\u0645\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647\u200c\u06a9\u0644\u06cc \u0627\u0632 \u0622\u0646 \u0627\u062c\u062a\u0646\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<h2 id=\"joblib\"><span class=\"ez-toc-section\" id=\"joblib\"><\/span>Joblib<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Joblib \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u060c \u0628\u0627 \u06cc\u06a9 API \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> joblib\n\njoblib.dump(xbg_reg, <span class=\"hljs-string\">\"xgb_reg.sav\"<\/span>)\nxgb_reg = joblib.load(<span class=\"hljs-string\">\"xgb_reg.sav\"<\/span>)\n\npreds = xgb_reg.predict(X_test_scaled)\n<span class=\"hljs-built_in\">print<\/span>(preds(:<span class=\"hljs-number\">10<\/span>)) \n<\/code><\/pre>\n<h2 id=\"pickle\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%b4%db%8c\"><\/span>\u062a\u0631\u0634\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Pickle \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0627 \u0641\u0627\u06cc\u0644 \u0647\u0627 \u06a9\u0645\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\npickle.dump(xbg_reg, <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"xgb_reg.sav\"<\/span>, <span class=\"hljs-string\">\"wb\"<\/span>))\nxgb_reg = pickle.load(<span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">\"xgb_reg.sav\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>))\n\npreds = xgb_reg.predict(X_test_scaled)\n<span class=\"hljs-built_in\">print<\/span>(preds(:<span class=\"hljs-number\">10<\/span>)) \n<\/code><\/pre>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-05 03:54:03<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;14421&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0631\u0648\u0634 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc XGBoost&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 2<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u062f\u0644 \u0647\u0627 \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0648 \u0627\u0631\u0627\u0626\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0622\u0646\u0647\u0627 \u0628\u0647 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u062d\u06cc\u0637 \u0622\u0645\u0648\u0632\u0634\u06cc \u062e\u0648\u062f &#8211; \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0645\u062f\u0644 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f. XGBoost \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0639\u0627\u0644\u06cc\u060c \u0645\u0646\u0639\u0637\u0641 \u0648 \u0641\u0648\u0642 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9162,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-14421","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/14421","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=14421"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/14421\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9162"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=14421"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=14421"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=14421"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}