{"id":14655,"date":"2024-01-05T21:42:11","date_gmt":"2024-01-05T18:12:11","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a8%d8%a7-xgboost-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c-%d8%b1%d8%a7-%d8%a7%d8%b2-xgbregressor-%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa-%da%a9%d9%86%db%8c%d8%af\/"},"modified":"2024-01-05T21:42:11","modified_gmt":"2024-01-05T18:12:11","slug":"%d8%a8%d8%a7-xgboost-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c-%d8%b1%d8%a7-%d8%a7%d8%b2-xgbregressor-%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa-%da%a9%d9%86%db%8c%d8%af","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-xgboost-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c-%d8%b1%d8%a7-%d8%a7%d8%b2-xgbregressor-%d8%af%d8%b1%db%8c%d8%a7%d9%81%d8%aa-%da%a9%d9%86%db%8c%d8%af\/","title":{"rendered":"\u0628\u0627 XGBoost \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0627\u0632 XGBRegressor \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<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>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 &#8211; \u0634\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost \u06cc\u06a9 \u0631\u06af\u0631\u0633\u06cc\u0648\u0631 \u062f\u0631\u062e\u0634\u0627\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f!  \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0647\u0645 \u062a\u0631\u06cc\u0646 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u061f  \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u062f\u0631 \u062c\u0639\u0628\u0647 \u06af\u0634\u0627\u06cc\u06cc \u0633\u06cc\u0633\u062a\u0645 \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0634\u062f\u060c \u0628\u0631\u0631\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646\u0647\u0627 \u062f\u0631 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u06cc\u06a9 \u0645\u0627\u06a9 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u06cc\u0645 <code>XGBRegressor<\/code> \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\">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\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\n<span class=\"hljs-keyword\">from<\/span> sklearn.preprocessing <span class=\"hljs-keyword\">import<\/span> MinMaxScaler\n\nscaler = MinMaxScaler()\nX_train_scaled = scaler.fit_transform(X_train)\nX_test_scaled = scaler.transform(X_test)\n\n<span class=\"hljs-built_in\">print<\/span>(X_train_scaled.shape)\n<\/code><\/pre>\n<p> <code>shape<\/code> \u0627\u0632 <code>X_train<\/code> \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">(331, 10)\n<\/code><\/pre>\n<p><em>10 \u0648\u06cc\u0698\u06af\u06cc<\/em> \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0641\u0631\u0645\u0648\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">xbg_reg = xgb.XGBRegressor().fit(X_train_scaled, y_train)\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc!  \u0627\u06a9\u0646\u0648\u0646\u060c \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc\u060c \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u0627\u0635\u0644\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>get_booster()<\/code>\u060c \u0648 \u0645\u0641\u06cc\u062f <code>get_score()<\/code> \u0631\u0648\u0634 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0646\u0645\u0631\u0627\u062a \u0627\u0647\u0645\u06cc\u062a \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>\n<p>\u0637\u0628\u0642 \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0631\u06af\u0648\u0645\u0627\u0646\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f <em>\u06a9\u062f\u0627\u0645 \u0646\u0648\u0639<\/em> \u0627\u0632 \u0627\u0647\u0645\u06cc\u062a \u0627\u0645\u062a\u06cc\u0627\u0632\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<blockquote>\n<ul>\n<li><code>\u2018weight\u2019<\/code>  &#8211; \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a\u06cc \u06a9\u0647 \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062a\u0645\u0627\u0645 \u062f\u0631\u062e\u062a\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><code>\u2018gain\u2019<\/code>  &#8211; \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0647\u0631\u0647 \u062f\u0631 \u062a\u0645\u0627\u0645 \u062a\u0642\u0633\u06cc\u0645\u0627\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><code>\u2018cover\u2019<\/code>  &#8211; \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u067e\u0648\u0634\u0634 \u062f\u0631 \u062a\u0645\u0627\u0645 \u062a\u0642\u0633\u06cc\u0645\u0627\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><code>\u2018total_gain\u2019<\/code>  &#8211; \u0633\u0648\u062f \u06a9\u0644 \u062f\u0631 \u062a\u0645\u0627\u0645 \u062a\u0642\u0633\u06cc\u0645\u0627\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><code>\u2018total_cover\u2019<\/code>  &#8211; \u067e\u0648\u0634\u0634 \u06a9\u0644 \u062f\u0631 \u062a\u0645\u0627\u0645 \u062a\u0642\u0633\u06cc\u0645\u0627\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/blockquote>\n<p>\u06a9\u0647 \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f &#8211; \u0628\u0633\u062a\u0647 \u0628\u0647 \u0631\u0648\u06cc \u06a9\u062f\u0627\u0645 \u0646\u0648\u0639 \u0627\u0647\u0645\u06cc\u062a \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">xbg_reg.get_booster().get_score(importance_type=<span class=\"hljs-string\">'gain'<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0622\u0646\u0647\u0627 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">{'f0': 269.0863952636719,\n 'f1': 289.7273254394531,\n 'f2': 1493.409912109375,\n 'f3': 708.8233642578125,\n 'f4': 397.26751708984375,\n 'f5': 336.8326110839844,\n 'f6': 586.3340454101562,\n 'f7': 680.273193359375,\n 'f8': 3906.28857421875,\n 'f9': 531.477783203125}\n<\/code><\/pre>\n<p>\u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0647\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0647 \u067e\u0627\u0646\u062f\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f <code>DataFrame<\/code>s\u060c \u06a9\u0647 \u0628\u0647 \u0646\u0648\u0628\u0647 \u062e\u0648\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u062f\u063a\u0627\u0645 \u0632\u06cc\u0631\u0628\u0646\u0627\u06cc\u06cc \u0628\u0627 Matplotlib \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u062c\u0633\u0645 \u0647\u0633\u062a\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\nf_importance = xbg_reg.get_booster().get_score(importance_type=<span class=\"hljs-string\">'gain'<\/span>)\n\nimportance_df = pd.DataFrame.from_dict(data=f_importance, \n                                       orient=<span class=\"hljs-string\">'index'<\/span>)\n<\/code><\/pre>\n<p>\u0648 \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0637\u0631\u062d \u0622\u0646\u0647\u0627:<\/p>\n<pre><code class=\"hljs\">importance_df.plot.bar()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/get-feature-importance-from-xgbregressor-with-xgboost-1.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u0628\u06cc\u0627\u0648\u0631\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0631\u06af\u0631\u0633\u06cc\u0648\u0631 \u0631\u0627 \u0628\u0627 10 \u0648\u06cc\u0698\u06af\u06cc \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 &#8211; \u0627\u0647\u0645\u06cc\u062a \u0647\u0631 \u06a9\u062f\u0627\u0645 \u06a9\u0647 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<blockquote>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631\u0628\u0627\u0631\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f\u060c \u0645\u0627 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f <em>&#8220;\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u067e\u0627\u0646\u062f\u0627\u0647\u0627&#8221;<\/em>!<\/p>\n<\/blockquote>\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 21:42:04<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;14655&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;\u0628\u0627 XGBoost \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0627\u0632 XGBRegressor \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f&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; 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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>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 &#8211; \u0634\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XGBoost \u06cc\u06a9 \u0631\u06af\u0631\u0633\u06cc\u0648\u0631 \u062f\u0631\u062e\u0634\u0627\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f! \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0647\u0645 \u062a\u0631\u06cc\u0646 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u061f \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u062f\u0631 \u062c\u0639\u0628\u0647 \u06af\u0634\u0627\u06cc\u06cc \u0633\u06cc\u0633\u062a\u0645 \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0634\u062f\u060c \u0628\u0631\u0631\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646\u0647\u0627 \u062f\u0631 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u06cc\u06a9 \u0645\u0627\u06a9 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u06cc\u0645 XGBRegressor [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":14656,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-14655","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\/14655","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=14655"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/14655\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/14656"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=14655"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=14655"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=14655"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}