{"id":15061,"date":"2024-01-08T06:18:13","date_gmt":"2024-01-08T02:48:13","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/"},"modified":"2024-01-08T06:18:13","modified_gmt":"2024-01-08T02:48:13","slug":"scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/","title":{"rendered":"Scikit-Learn&#8217;s train_test_split() &#8211; \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u062a\u0633\u062a \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc"},"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\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/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\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d9%86%d8%b5%d8%a8_scikit-learn\" >\u0646\u0635\u0628 Scikit-Learn<\/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\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d9%87%d8%a7%db%8c_%d8%a2%d9%85%d9%88%d8%b2%d8%b4%db%8c_%d9%88_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4%db%8c\" >\u0627\u0647\u0645\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d8%af%d8%b1_%d9%85%d9%88%d8%b1%d8%af_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d9%87%d8%a7%db%8c_%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1_%d8%b3%d9%86%d8%ac%db%8c_%da%86%d8%b7%d9%88%d8%b1%d8%9f\" >\u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0686\u0637\u0648\u0631\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d9%85%d8%a7%da%98%d9%88%d9%84_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_scikit-learn\" >\u0645\u0627\u0698\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Scikit-Learn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%db%8c%da%a9_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d8%a8%d8%a7_train_test_split\" >\u062a\u0642\u0633\u06cc\u0645 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 train_test_split()<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d8%aa%d9%86%d8%b8%db%8c%d9%85_%da%a9%d8%b1%d8%af%d9%86_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%d9%87_%d9%82%d8%b7%d8%a7%d8%b1_%d9%88_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%d9%87_%d8%aa%d8%b3%d8%aa_%d8%a7%d8%b3%d8%aa%d8%af%d9%84%d8%a7%d9%84_%d9%87%d8%a7\" >\u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0646 \u0627\u0646\u062f\u0627\u0632\u0647_ \u0642\u0637\u0627\u0631 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647_\u062a\u0633\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1%d8%b3%d9%86%d8%ac%db%8c_%d8%a8%d8%a7_train_test_split\" >\u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0628\u0627 train_test_split()<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%b7%d8%a8%d9%82%d9%87_%d8%a8%d9%86%d8%af%db%8c_%d8%b4%d8%af%d9%87\" >\u062a\u0642\u0633\u06cc\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/scikit-learns-train_test_split-%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87-%d9%87%d8%a7%db%8c-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%8c-%d8%aa%d8%b3%d8%aa-%d9%88-%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1-%d8%b3\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/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\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong><em>Scikit-Learn<\/em><\/strong>  \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a.  \u0628\u0647\u06cc\u0646\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a &#8211; \u0648 API \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u06cc \u0622\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>Scikit-Learn \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u067e\u0631 \u0632\u062d\u0645\u062a \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06cc\u06a9 \u0631\u0648\u0634 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u06cc\u0646 <strong><em>\u0622\u0645\u0648\u0632\u0634<\/em><\/strong>  \u0648 <strong><em>\u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0646<\/em><\/strong>  \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u06cc\u0632 \u0627\u0632 \u0627\u06cc\u0646 \u0642\u0627\u0639\u062f\u0647 \u0645\u0633\u062a\u062b\u0646\u06cc \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0642\u0627\u0639\u062f\u0647 \u06a9\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 80\/20 \u0627\u0633\u062a &#8211; \u062c\u0627\u06cc\u06cc \u06a9\u0647 80\u066a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc <em>\u0622\u0645\u0648\u0632\u0634<\/em> \u06cc\u06a9 \u0645\u062f\u0644\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 20\u066a \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u062a\u0642\u0633\u06cc\u0645 80\/20 \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c \u0627\u0633\u062a \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06a9\u062b\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0639\u0628\u0648\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 &#8211; \u0645\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0646\u062f\u0627\u062e\u062a <code>split_train_test()<\/code> \u0631\u0648\u0634 \u062f\u0631 Scikit-Learn\u060c \u0648 \u0631\u0648\u0634 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0646 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f. process.<\/p>\n<h2 id=\"installingscikitlearn\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%b5%d8%a8_scikit-learn\"><\/span>\u0646\u0635\u0628 Scikit-Learn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0641\u0631\u0636 \u0627\u06cc\u0646\u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0646\u0635\u0628 \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u062f &#8211; Scikit-Learn \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0635\u0628 \u06a9\u0631\u062f <code>pip<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install scikit-learn<\/span>\n<\/code><\/pre>\n<p>\u067e\u0633 \u0627\u0632 \u0646\u0635\u0628\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f import \u062e\u0648\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> sklearn\n<\/code><\/pre>\n<p>\u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0645\u0648\u0627\u0631\u062f\u060c \u0645\u0631\u062f\u0645 \u0627\u0632 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u0644 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u062c\u062a\u0646\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0648\u0633\u06cc\u0639 \u0627\u0633\u062a \u0648 import \u06a9\u0644\u0627\u0633 \u0647\u0627 \u06cc\u0627 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0646\u062f \u06a9\u0631\u062f.<\/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> \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0631\u062f\u0645 \u062f\u0627\u0631\u0627\u06cc \u0648\u0636\u0639\u06cc\u062a \u0633\u0646\u06af\u06cc\u0646\u06cc \u0647\u0633\u062a\u0646\u062f import \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Scikit-Learn \u0644\u06cc\u0633\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<h2 id=\"importanceoftrainingandtestingsets\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d9%87%d8%a7%db%8c_%d8%a2%d9%85%d9%88%d8%b2%d8%b4%db%8c_%d9%88_%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4%db%8c\"><\/span>\u0627\u0647\u0645\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062a\u062f\u0627\u0648\u0644\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u06cc\u0647 \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 (\u067e\u0627\u06cc\u0647) \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0637\u0631\u062d \u06a9\u0644\u06cc \u067e\u06cc\u0631\u0648\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0627\u06a9\u062a\u0633\u0627\u0628 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/li>\n<\/ul>\n<p>Scikit-Learn \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f (<em>\u0639\u0646\u0628\u06cc\u0647\u060c \u062f\u06cc\u0627\u0628\u062a\u060c \u0627\u0646\u06af\u0634\u062a\u0627\u0646 &#8230;<\/em>)\u060c \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631\u0627\u06cc \u0645\u062d\u06a9 \u0632\u062f\u0646\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.<\/p>\n<ul>\n<li>\u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc<\/li>\n<li>\u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0648 \u062a\u0639\u0631\u06cc\u0641 \u0645\u0639\u0645\u0627\u0631\u06cc<\/li>\n<li>\u062a\u062f\u0648\u06cc\u0646 \u0645\u062f\u0644<\/li>\n<li>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/li>\n<li>\u0628\u0631\u0631\u0633\u06cc \u0646\u062a\u0627\u06cc\u062c<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 <strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/strong> \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u062f\u0644\u06cc \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0646\u0645\u06cc \u062f\u0647\u06cc\u0645 \u0631\u0648\u06cc \u0631\u0627 <em>\u062a\u0645\u0627\u0645\u06cc\u062a<\/em> \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627  \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631 \u0645\u0648\u0644\u062f\u060c \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0634\u0627\u0645\u0644 \u062d\u062f\u0648\u062f 80 \u062f\u0631\u0635\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0646\u0627\u0645 \u0622\u0646 \u067e\u06cc\u062f\u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0646\u06cc\u0632 \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f <em>\u0628\u0631\u0627\u0632\u0634 \u0645\u062f\u0644<\/em>.<\/p>\n<p>\u0627\u06af\u0631\u0686\u0647 \u0627\u0633\u062a\u062b\u0646\u0627\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0642\u0627\u0639\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 <em>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN)<\/em> \u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f &#8211; \u0686\u0637\u0648\u0631\u061f <em>\u062a\u0633\u062a<\/em> \u0646\u062a\u0627\u06cc\u062c\u061f  \u0622\u0646\u0647\u0627 \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0630\u0647\u0646\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f <em>\u062c\u062f\u06cc\u062f<\/em> \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627 \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0628\u0648\u062f  \u06a9\u0647 \u062f\u0631 <em>\u0627\u06a9\u062b\u0631<\/em> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f\u060c \u062d\u062f\u0627\u0642\u0644 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u062a\u0627 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0642\u0636\u0627\u0648\u062a \u06a9\u0646\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f\u060c \u06cc\u06a9 <em>\u062a\u0633\u062a<\/em> \u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0627\u0645\u0644\u0627 \u0632\u0627\u0626\u062f \u0627\u0633\u062a<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u06cc\u0634\u062a\u0631 \u06cc\u0627 \u06a9\u0645\u062a\u0631 \u0627\u0632 20\u066a \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u0648 \u0627\u06af\u0631 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <em>\u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644<\/em>\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a \u06a9\u0645\u06cc \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u062a\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc &#8220;\u0628\u0631\u062f\u0627\u0634\u062a\u0646&#8221; \u0646\u0634\u0648\u06cc\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0634\u0645\u0627 1.000.000 \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u06cc\u062f\u060c \u062a\u0646\u0647\u0627 5\u066a \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0647 50.000 \u0646\u0645\u0648\u0646\u0647 \u0645\u06cc \u0631\u0633\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a. <em>\u0628\u06cc\u0634 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc<\/em> \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u062f\u0644\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0634\u0648\u062f \u0631\u0648\u06cc.<\/p>\n<p>\u0627\u06cc\u0646 <strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a<\/strong> \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 \u0648 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<blockquote>\n<p>\u0645\u062f\u0644 \u0646\u0628\u0627\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0628\u0627 \u0647\u0645 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f.  \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627\u06cc\u062f \u0647\u0646\u06af\u0627\u0645 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u06cc\u0646\u0637\u0648\u0631 \u0646\u06cc\u0633\u062a <strong>\u0648\u0627\u0642\u0639\u0627<\/strong> \u062a\u0633\u062a \u0645\u062f\u0644<\/p>\n<\/blockquote>\n<h2 id=\"whataboutvalidationsets\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_%d9%85%d9%88%d8%b1%d8%af_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d9%87%d8%a7%db%8c_%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1_%d8%b3%d9%86%d8%ac%db%8c_%da%86%d8%b7%d9%88%d8%b1%d8%9f\"><\/span>\u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0686\u0637\u0648\u0631\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u06cc\u06a9 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0631\u0627\u06cc\u062c \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0648 \u0622\u06a9\u0627\u062f\u0645\u06cc\u06a9 \u0647\u0633\u062a\u0646\u062f.  \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062e\u0627\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f <em>\u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634<\/em> \u0628\u0631\u0627\u06cc \u062a\u0627\u06cc\u06cc\u062f \u062f\u0642\u062a \u0645\u062f\u0644 <em>\u062a\u0642\u0631\u06cc\u0628\u0627<\/em>.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u06a9\u0627\u0645\u0644\u0627\u064b \u0642\u0637\u0639 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0628\u0631\u0633\u062f &#8211; \u0627\u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <em>\u062f\u0631 \u062d\u06cc\u0646<\/em> \u0622\u0645\u0648\u0632\u0634.<\/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> \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u062f <em>\u0628\u0631\u0627\u06cc<\/em> \u0622\u0645\u0648\u0632\u0634\u060c \u0648 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u0646\u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u062f\u0627\u062f\u0647.  \u0627\u06cc\u0646 \u0641\u0642\u0637 \u062f\u0648\u0631\u0627\u0646 \u0641\u0639\u0644\u06cc \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0631\u0627\u0647 &#8211; \u0622\u0646 <em>\u063a\u06cc\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645<\/em> \u0642\u0637\u0627\u0631\u0647\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0628\u0631 \u0628\u0627\u0648\u0631\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0622\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0645\u0634\u0627\u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0647 \u0627\u06af\u0631 \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u0648\u062f\u0646 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u0628\u0634\u0646\u0648\u06cc\u062f &#8211; \u062d\u062a\u06cc \u0627\u06af\u0631 \u062f\u0644\u06cc\u0644 \u0622\u0646 \u0631\u0627 \u0646\u062f\u0627\u0646\u06cc\u062f\u060c \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc <em>\u062a\u0642\u0631\u06cc\u0628\u06cc<\/em> \u062f\u0642\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc\u060c \u062d\u062a\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.<\/p>\n<p>\u0622\u0646\u0647\u0627 \u0628\u0647 \u062a\u0642\u0631\u06cc\u0628 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648\u0627\u0642\u0639\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u062f \u067e\u0633 \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0622\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc\u060c \u0628\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0636\u0627\u0641\u0647 \u0628\u0631\u0627\u0632\u0634 \u062a\u0648\u0647\u0645\u06cc \u0645\u0648\u0627\u062c\u0647 \u0646\u0634\u0648\u06cc\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <em>\u0628\u062f\u0648\u0646<\/em> \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 \u0647\u0627\u06cc Deep Learning \u0645\u0627\u0646\u0646\u062f Keras \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f a <code>val_accuracy<\/code> \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062a\u0645\u0631\u06cc\u0646\u0627\u062a \u0645\u0646\u0638\u0645 \u0634\u0645\u0627 <code>accuracy<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0634\u0627\u0646\u0647 \u062e\u0648\u0628\u06cc \u0627\u0632 \u062a\u0646\u0627\u0633\u0628 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f.  \u0627\u06af\u0631 \u0622\u0646\u0647\u0627 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f\u060c \u0645\u062f\u0644 \u0634\u0645\u0627 \u062f\u0631 \u0637\u0648\u0644 \u062a\u0645\u0631\u06cc\u0646 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u060c \u0648 \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0648\u0627\u06af\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0632\u0645\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u062a\u0644\u0641 \u06a9\u0646\u06cc\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc \u067e\u0627\u0633\u062e \u0645\u0627\u0646\u0646\u062f <code>EarlyStopping<\/code> \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0642\u0641 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0627\u06af\u0631 <code>val_accuracy<\/code> \u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u0628\u0647\u0628\u0648\u062f \u0646\u0645\u06cc \u06cc\u0627\u0628\u062f <code>n<\/code> \u062f\u0648\u0631\u0647 \u0647\u0627\u060c \u062d\u062a\u06cc \u0627\u06af\u0631 <code>accuracy<\/code> \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a.<\/p>\n<blockquote>\n<p>\u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<\/blockquote>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06a9\u0644\u0645\u0647 \u0641\u0642\u0637 \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <code>train_test_split()<\/code> \u0631\u0648\u0634 \u0631\u0648\u06cc \u0631\u0627 <em>\u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/em>\u060c \u06a9\u0647 \u0642\u0628\u0644\u0627 \u062a\u0648\u0633\u0637 \u06af\u0631\u0648\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0648\u062f <code>train_test_split()<\/code> \u0631\u0648\u0634 \u0648 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.  \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u0634\u0627\u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f &#8211; \u0647\u0631 \u062c\u0627\u06cc\u06cc \u0628\u06cc\u0646 10-20\u066a \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0633\u062e\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0642\u0631\u0627\u0631 \u062f\u0647\u062f.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u06cc\u06a9 \u0631\u0627 \u0646\u06cc\u0632 \u062d\u0630\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 <strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u0627\u0646 <code>train_test_split()<\/code> \u0631\u0648\u0634.<\/p>\n<\/blockquote>\n<h2 id=\"scikitlearnsdatasetsmodule\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%a7%da%98%d9%88%d9%84_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_scikit-learn\"><\/span>\u0645\u0627\u0698\u0648\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Scikit-Learn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0645\u06cc\u0632 \u0648 \u0645\u062d\u0628\u0648\u0628 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u062e\u0644\u06cc \u062f\u0631 Scikit-Learn \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 \u0637\u0648\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062d\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0631\u0648\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0633\u0627\u062f\u0647<\/p>\n<p>\u0627\u06af\u0631 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0645\u0646\u0627\u0628\u0639\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u0627\u0646\u062f\u0647 \u0627\u06cc\u062f &#8211; \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0631\u0627 \u062f\u06cc\u062f\u0647 \u0627\u06cc\u062f:<\/p>\n<ul>\n<li><strong><em>\u0639\u0646\u0628\u06cc\u0647<\/em><\/strong>  &#8211; \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 3 \u06a9\u0644\u0627\u0633 (\u06af\u0644)\u060c \u0628\u0627 50 \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633\u060c <em>\u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/em>.<\/li>\n<li><strong><em>\u062f\u06cc\u0627\u0628\u062a<\/em><\/strong>  &#8211; \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0628\u0627 \u0645\u062c\u0645\u0648\u0639 442 \u0646\u0645\u0648\u0646\u0647\u060c <em>\u0628\u0631\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/em>.<\/li>\n<li><strong><em>\u0627\u0631\u0642\u0627\u0645<\/em><\/strong>  &#8211; \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 10 \u06a9\u0644\u0627\u0633 (\u0631\u0642\u0645 \u062f\u0633\u062a \u0646\u0648\u06cc\u0633)\u060c \u0628\u0627 180 \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633\u060c <em>\u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/em>.<\/li>\n<li><strong><em>\u0634\u0631\u0627\u0628<\/em><\/strong>  &#8211; \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 3 \u06a9\u0644\u0627\u0633 (\u0634\u0631\u0627\u0628)\u060c \u0628\u0627 \u0645\u062c\u0645\u0648\u0639 178 \u0646\u0645\u0648\u0646\u0647\u060c <em>\u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/em>.<\/li>\n<\/ul>\n<p>\u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f <code>datasets<\/code> \u0645\u0627\u0698\u0648\u0644 \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u062e\u0648\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn <span class=\"hljs-keyword\">import<\/span> datasets\n\nX_iris, y_iris = datasets.load_iris(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_diabetes, y_diabetes = datasets.load_diabetes(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_digits, y_digits = datasets.load_digits(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_wine, y_wine = datasets.load_wine(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0639\u0648\u0636\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u062c\u0627\u06cc \u0622\u0646 \u062a\u0648\u0627\u0628\u0639 \u062e\u0627\u0635 \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_iris\n<span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_diabetes\n<span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_digits\n<span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_wine\n\nX_iris, y_iris = load_iris(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_diabetes, y_diabetes = load_diabetes(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_digits, y_digits = load_digits(return_X_y=<span class=\"hljs-literal\">True<\/span>)\nX_wine, y_wine = load_wine(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 a \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f <code>Bunch<\/code> \u0634\u06cc\u060c \u062d\u0627\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0647\u062f\u0627\u0641 (\u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627)\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06af\u0631 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>return_X_y<\/code> \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0647 <code>True<\/code>\u060c \u06cc\u06a9 \u062a\u0627\u067e\u06cc\u06a9 \u0627\u0632 <code>(data, targets)<\/code> \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u062f \u0631\u0648\u06cc \u0648 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0647\u062f\u0641\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\/\u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0634\u0645\u0627 \u0628\u0647 \u0622\u0646 \u0628\u0631\u0633\u062f.<\/p>\n<h2 id=\"splittingadatasetwithtrain_test_split\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%db%8c%da%a9_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d8%a8%d8%a7_train_test_split\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 <em>train_test_split()<\/em><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 <code>train_test_split()<\/code> \u0631\u0648\u0634 \u0633\u0627\u06a9\u0646 \u062f\u0631 <code>sklearn.model_selection<\/code> \u0645\u062f\u0648\u0644:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n<\/code><\/pre>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0631 \u062d\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 &#8211; \u0648 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0639\u0642\u0648\u0644 \u0627\u0633\u062a \u0648 \u062a\u0642\u0633\u06cc\u0645 75\/25 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u062f\u0631 \u0639\u0645\u0644\u060c <em>\u0647\u0645\u0647<\/em> \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 Scikit-Learn \u0646\u0633\u0628\u062a\u0627\u064b \u0645\u0639\u0642\u0648\u0644 \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f <em>\u0627\u06a9\u062b\u0631<\/em> \u0648\u0638\u0627\u06cc\u0641  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0634\u0627\u06cc\u0627\u0646 \u0630\u06a9\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u200c\u0647\u0627 \u0686\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u062f\u0631 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u06a9\u0627\u0631 \u0646\u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062f\u0648 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0635\u0644\u06cc \u0647\u0633\u062a\u0646\u062f <code>train_size<\/code> \u0648 <code>test_size<\/code>\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0622\u0646\u0647\u0627 \u0628\u06cc\u0646 <code>0<\/code> \u0648 <code>1<\/code> \u0648 \u0645\u062c\u0645\u0648\u0639 \u0622\u0646\u0647\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627\u0634\u062f <code>1<\/code>.  \u0645\u0642\u0627\u062f\u06cc\u0631 \u0622\u0646\u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062f\u0631\u0635\u062f \u0646\u0633\u0628\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0641\u0642\u0637 \u06cc\u06a9\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f <code>train_size<\/code>\u060c <code>test_size<\/code> \u0628\u0631\u0627\u0628\u0631 \u0627\u0633\u062a \u0628\u0627 <code>1 - train_size<\/code>\u060c \u0648 \u0628\u0627\u0644\u0639\u06a9\u0633.<\/p>\n<h3 id=\"settingthetrain_sizeandtest_sizearguments\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85_%da%a9%d8%b1%d8%af%d9%86_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%d9%87_%d9%82%d8%b7%d8%a7%d8%b1_%d9%88_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%d9%87_%d8%aa%d8%b3%d8%aa_%d8%a7%d8%b3%d8%aa%d8%af%d9%84%d8%a7%d9%84_%d9%87%d8%a7\"><\/span>\u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0646 <em>\u0627\u0646\u062f\u0627\u0632\u0647_ \u0642\u0637\u0627\u0631<\/em> \u0648 <em>\u0627\u0646\u062f\u0627\u0632\u0647_\u062a\u0633\u062a<\/em> \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0631\u0627 \u0628\u0627 4 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f &#8211; <code>X_train<\/code>\u060c <code>X_test<\/code>\u060c <code>y_train<\/code> \u0648 <code>y_test<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_iris\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n\nX, y = load_iris(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n\nX_train, X_test, y_train, y_test = train_test_split(X, y)\n\n<span class=\"hljs-built_in\">print<\/span>(X_train.shape)\n<span class=\"hljs-built_in\">print<\/span>(X_test.shape)\n<span class=\"hljs-built_in\">print<\/span>(y_train.shape)\n<span class=\"hljs-built_in\">print<\/span>(y_test.shape)\n<\/code><\/pre>\n<p>\u0628\u062f\u0648\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0645 <code>train_size<\/code> \u06cc\u0627 <code>test_size<\/code> \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u0648\u0627\u0631\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f <code>test_size<\/code> \u0628\u0647 <code>0.25<\/code>\u0648 \u0645\u06a9\u0645\u0644 (<code>0.75<\/code>) <code>train_size<\/code>:<\/p>\n<pre><code class=\"hljs\">(112, 4)\n(38, 4)\n(112,)\n(38,)\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0642\u0637\u0627\u0631 \u0648 \u062a\u0633\u062a 75\u066a\/25\u066a \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 112 \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 <code>X_train<\/code> \u0645\u062c\u0645\u0648\u0639\u0647\u060c \u0648 38 \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 <code>X_test<\/code> \u062a\u0646\u0638\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u062e\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632: 80%\/20% (\u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c)\u060c 67%\/33% \u0648 \u0628\u0647 \u0646\u062f\u0631\u062a 50%\/50%.<\/p>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646\u0647\u0627 \u0628\u0647 \u062a\u0639\u0631\u06cc\u0641 \u06cc\u06a9 \u06cc\u0627 \u0647\u0631 \u062f\u0648 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u0634\u0648\u062f <code>train_test_split()<\/code> \u0631\u0648\u0634:<\/p>\n<pre><code class=\"hljs\">X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=<span class=\"hljs-number\">0.8<\/span>)\nX_train, X_test, y_train, y_test = train_test_split(X, y, train_size=<span class=\"hljs-number\">0.8<\/span>, test_size=<span class=\"hljs-number\">0.2<\/span>)\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=<span class=\"hljs-number\">0.2<\/span>)\n<\/code><\/pre>\n<p>\u0647\u0631 \u0633\u0647 \u0627\u06cc\u0646 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0642\u0633\u06cc\u0645 \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">(120, 4)\n(30, 4)\n(120,)\n(30,)\n<\/code><\/pre>\n<h3 id=\"creatingavalidationsetwithtrain_test_split\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%a7%d8%b9%d8%aa%d8%a8%d8%a7%d8%b1%d8%b3%d9%86%d8%ac%db%8c_%d8%a8%d8%a7_train_test_split\"><\/span>\u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0628\u0627 <em>train_test_split()<\/em><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0648\u0627\u0642\u0639\u0627\u064b \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f \u0648 \u0632\u0646\u062f\u06af\u06cc \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0635\u0648\u0631\u062a \u0627\u0645\u06a9\u0627\u0646\u060c \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p>\u0647\u06cc\u0686 \u062a\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0628\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0622\u0646 \u0645\u0627\u0646\u0646\u062f \u0642\u0628\u0644 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u0634\u0648\u062f &#8211; \u0686\u0631\u0627 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u06a9\u0646\u06cc\u062f <code>train_test_split()<\/code> \u0631\u0648\u0634\u061f<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u062f\u0633\u062a\u0645\u0627\u0646 \u0628\u0631\u0633\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc\u060c \u06a9\u0647 10\u066a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_iris\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n\nX, y = load_iris(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, train_size=<span class=\"hljs-number\">0.8<\/span>)\n\nX_train, X_valid, y_train, y_valid = train_test_split(X_train, y_train, train_size=<span class=\"hljs-number\">0.9<\/span>)\n\n<span class=\"hljs-built_in\">print<\/span>(X_train.shape)\n<span class=\"hljs-built_in\">print<\/span>(X_test.shape)\n<span class=\"hljs-built_in\">print<\/span>(X_valid.shape)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u062a\u0642\u0633\u06cc\u0645 70\u066a -20\u066a -10\u066a \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u06cc \u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0642\u0633\u06cc\u0645 10\u066a \u0627\u0632 <em>\u0642\u0628\u0644\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a<\/em> <code>X_train<\/code>  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0627 \u06cc\u06a9 \u062a\u0642\u0633\u06cc\u0645 72-20-8\u066a \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0645\u06cc \u0631\u0633\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">(108, 4)\n(30, 4)\n(12, 4)\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0631 \u062f\u0648 <em>\u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc<\/em> \u0628\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u06cc\u0646\u060c \u06cc\u06a9 \u0639\u062f\u062f \u0645\u062a\u0641\u0627\u0648\u062a \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c <em>\u06cc\u0627<\/em> \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0642\u0628\u0644 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u06a9 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u062c\u0627\u0639 \u0628\u0647 \u0622\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u062f <em>\u0627\u0635\u0644\u06cc<\/em> \u0627\u0646\u062f\u0627\u0632\u0647\u060c \u0628\u0647 \u062c\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u0632 \u0642\u0628\u0644 \u06a9\u0648\u062a\u0627\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc &#8211; \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <code>test_size<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644 \u0631\u0648\u06cc \u062f\u0648\u0645\u06cc\u0646 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 \u0628\u0647:<\/p>\n<p>$$<br \/>test_s = \u0627\u0639\u062a\u0628\u0627\u0631_r\/(train_r+test_r)<br \/>$$<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u06cc\u0627\u0628\u062a \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f (\u0628\u0647 \u062f\u0644\u06cc\u0644 \u06af\u0631\u062f \u06a9\u0631\u062f\u0646\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0627\u063a\u0644\u0628 \u062d\u062a\u06cc \u0628\u0627 \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646\u060c \u062a\u0642\u0633\u06cc\u0645 \u0647\u0627\u06cc \u06a9\u0645\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f):<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_diabetes\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n\nX, y = load_diabetes(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n\n<span class=\"hljs-built_in\">print<\/span>(X.shape)\n<\/code><\/pre>\n<pre><code class=\"hljs\">(442, 10)\n<\/code><\/pre>\n<p>\u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0645\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u0642\u0633\u06cc\u0645 80\u066a\/10\u066a\/10\u066a \u0647\u0633\u062a\u06cc\u0645 &#8211; \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 <code>352<\/code>\u060c <code>45<\/code> \u0648 <code>45<\/code> \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0645\u0648\u0627\u0631\u062f  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0633\u0647\u0645\u06cc\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645 \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <code>train_test_split()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_diabetes\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n\ntrain_ratio = <span class=\"hljs-number\">0.80<\/span>\ntest_ratio = <span class=\"hljs-number\">0.10<\/span>\nvalidation_ratio = <span class=\"hljs-number\">0.10<\/span>\n\nX, y = load_diabetes(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_ratio)\n\nX_train, X_valid, y_train, y_valid = train_test_split(X_train, y_train, test_size=validation_ratio\/(train_ratio+test_ratio))\n\n<span class=\"hljs-built_in\">print<\/span>(X_train.shape)\n<span class=\"hljs-built_in\">print<\/span>(X_test.shape)\n<span class=\"hljs-built_in\">print<\/span>(X_valid.shape)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u062f\u0631:<\/p>\n<pre><code class=\"hljs\">(352, 10)\n(45, 10)\n(45, 10)\n<\/code><\/pre>\n<p>\u0639\u0627\u0644\u06cc!  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0628\u0647 \u0633\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<h3 id=\"stratifiedsplit\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%b7%d8%a8%d9%82%d9%87_%d8%a8%d9%86%d8%af%db%8c_%d8%b4%d8%af%d9%87\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a\u060c \u062a\u0639\u062f\u0627\u062f \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0645\u062b\u0644\u0627\u064b\u060c \u06cc\u06a9 \u06a9\u0644\u0627\u0633 100 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u0631\u062f\u060c \u06a9\u0644\u0627\u0633 \u062f\u0648\u0645 50\u060c \u06a9\u0644\u0627\u0633 \u0633\u0648\u0645 30 \u0646\u0645\u0648\u0646\u0647\u060c \u0648 \u063a\u06cc\u0631\u0647. \u062a\u0642\u0633\u06cc\u0645 \u0628\u062f\u0648\u0646 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u0634\u06a9\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f (\u0627\u0644\u0628\u062a\u0647\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0631\u0646\u062c \u0646\u0645\u06cc\u200c\u0628\u0631\u0646\u062f).<\/p>\n<blockquote>\n<p>\u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627 \u0628\u0647 \u0646\u062d\u0648\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062a\u0646\u0627\u0633\u0628 \u0637\u0628\u0642\u0627\u062a \u062d\u0641\u0638 \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0647\u0633\u062a <strong>\u06cc\u06a9 \u062a\u0642\u0633\u06cc\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647<\/strong>.<\/p>\n<\/blockquote>\n<p>\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u0631\u0648\u0634 <code>train_test_split<\/code> \u06cc\u06a9 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0628\u0647 \u0646\u0627\u0645 \u062f\u0627\u0631\u062f <code>stratify<\/code> \u06a9\u0647 \u0622\u0631\u0627\u06cc\u0647 \u0627\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0627\u0633 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u0642\u0633\u06cc\u0645\u060c \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0645\u0627\u0646\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.datasets <span class=\"hljs-keyword\">import<\/span> load_iris\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n\nX, y = load_iris(return_X_y=<span class=\"hljs-literal\">True<\/span>)\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=<span class=\"hljs-number\">0.2<\/span>, stratify=y)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f\u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>y<\/code> \u0622\u0631\u0627\u06cc\u0647 NumPy \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0628\u06cc <code>stratify<\/code> \u0622\u0631\u0627\u06cc\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647  \u0627\u06cc\u0646 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u0628\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0645\u0628\u0627\u0631\u0632\u0647 \u06a9\u0646\u062f \u0648 \u0646\u0633\u0628\u062a \u0628\u0647 \u0628\u0631\u062e\u06cc \u06a9\u0645\u062a\u0631 \u062a\u0639\u0635\u0628\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0628\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Scikit-Learn \u0648 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645 <code>datasets<\/code> \u0645\u062f\u0648\u0644.  \u0634\u0645\u0627 \u0622\u0645\u0648\u062e\u062a\u0647\u200c\u0627\u06cc\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0686\u06cc\u0633\u062a\u060c \u06a9\u062c\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u0645\u0627.<\/p>\n<p>\u0645\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0648\u0634 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0627\u0646\u062f\u0627\u062e\u062a\u0647 \u0627\u06cc\u0645 <code>train_test_split()<\/code> \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc\u060c \u0628\u0627 \u062d\u0641\u0638 \u067e\u0648\u06cc\u0627 \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627.<\/p>\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 1403-01-08 06:18:03<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;15061&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;Scikit-Learn\\u0026#039;s train_test_split() - \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u062a\u0633\u062a \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc&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\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc Scikit-Learn \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a. \u0628\u0647\u06cc\u0646\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a &#8211; \u0648 API \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u06cc \u0622\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a. Scikit-Learn \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u067e\u0631 \u0632\u062d\u0645\u062a \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06cc\u06a9 \u0631\u0648\u0634 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620],"tags":[],"class_list":["post-15061","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\/15061","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=15061"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/15061\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9398"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=15061"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=15061"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=15061"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}