{"id":37,"date":"2026-05-18T12:37:24","date_gmt":"2026-05-18T12:37:24","guid":{"rendered":"https:\/\/convly.ai\/top-10-machine-learning-algorithms\/"},"modified":"2026-06-10T05:06:16","modified_gmt":"2026-06-10T05:06:16","slug":"top-10-machine-learning-algorithms","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/","title":{"rendered":"\u0623\u0641\u0636\u0644 10 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u064a\u062c\u0628 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0628\u062a\u062f\u0626 \u0645\u0639\u0631\u0641\u062a\u0647\u0627"},"content":{"rendered":"<p>\u064a\u062d\u062a\u0648\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0639\u0644\u0649 \u0645\u0626\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0644\u0643\u0646 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0645\u0631\u0633 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0635\u063a\u064a\u0631\u0629 \u0628\u0634\u0643\u0644 \u0645\u062f\u0647\u0634. \u0625\u0630\u0627 \u062a\u0639\u0644\u0645\u062a \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0639\u0634\u0631 \u062c\u064a\u062f\u064b\u0627\u060c \u0641\u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u063a\u0627\u0644\u0628\u064a\u0629 \u0627\u0644\u0639\u0638\u0645\u0649 \u0645\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629. \u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0643\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0633\u064a\u0637\u0629 \u2014 \u0645\u0627 \u0627\u0644\u0630\u064a \u062a\u0641\u0639\u0644\u0647\u060c \u0648\u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0648\u0631\u0627\u0621\u0647\u0627\u060c \u0648\u0645\u062a\u0649 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u2014 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0645\u0639\u0642\u062f\u0629.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0626\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a<\/strong> \u2014 \u062d\u0648\u0627\u0644\u064a \u0639\u0634\u0631\u0629 \u0645\u0646\u0647\u0627 \u062a\u063a\u0637\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/li>\n<li><strong>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0623\u0645\u0648\u0631 \u0627\u0644\u0628\u0633\u064a\u0637\u0629:<\/strong> \u064a\u064f\u0639\u062f\u064f\u0651 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0623\u0633\u0627\u0633\u064b\u0627 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u060c \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0635\u0639\u0628 \u0627\u0644\u062a\u0641\u0648\u0642 \u0639\u0644\u064a\u0647\u0645\u0627.<\/li>\n<li><strong>\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u062c\u0631\u0629<\/strong> (\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c) \u0647\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/li>\n<li><strong>\u0637\u0627\u0628\u0642 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0629<\/strong> \u2014 \u0644\u0627 \u064a\u0648\u062c\u062f \u062e\u064a\u0627\u0631 \u0648\u0627\u062d\u062f \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a52d0f3d1ac3\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a52d0f3d1ac3\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#1_Linear_regression\" >1. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#2_Logistic_regression\" >2. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#3_Decision_trees\" >3. \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#4_Random_forest\" >4. \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#5_Gradient_boosting\" >5. \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#6_Support_vector_machines_SVM\" >6. \u0622\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629 (SVM)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#7_K-nearest_neighbors_KNN\" >7. \u0637\u0631\u064a\u0642\u0629 \u0623\u0642\u0631\u0628 K \u062c\u064a\u0631\u0627\u0646 (KNN)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#8_K-means_clustering\" >8. \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0637\u0631\u064a\u0642\u0629 K-means<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#9_Naive_Bayes\" >9. \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u064a\u0632 \u0627\u0644\u0628\u0633\u064a\u0637<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#10_Neural_networks\" >10. \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#Which_algorithm_should_you_use\" >\u0645\u0627 \u0647\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0646\u0628\u063a\u064a \u0639\u0644\u064a\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#How_to_actually_choose_a_quick_evaluation_workflow\" >\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0641\u0639\u0644\u064a\u064b\u0651\u0627: \u0645\u0633\u0627\u0631 \u0639\u0645\u0644 \u0633\u0631\u064a\u0639 \u0644\u0644\u062a\u0642\u064a\u064a\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_Linear_regression\"><\/span>1. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u062a\u0646\u0628\u0623 \u0628\u0631\u0642\u0645 \u0645\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0642\u0627\u0645\u0629 \u0639\u0644\u0627\u0642\u0629 \u062e\u0637\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0627\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062e\u0637 \u0627\u0644\u0630\u064a \u064a\u062a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u062a\u0648\u0642\u0639 \u0633\u0639\u0631 \u0627\u0644\u0645\u0646\u0632\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0633\u0627\u062d\u062a\u0647\u060c \u0623\u0648 \u062a\u0648\u0642\u0639 \u062d\u062c\u0645 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a \u2014 \u0641\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u064a\u0631\u0633\u0645 \u062e\u0637 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0648\u064a\u0633\u062a\u062e\u0644\u0635 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0645\u0646\u0647.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u062a\u0648\u0642\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u062e\u0637\u064a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0625\u0646\u0647\u0627 \u0637\u0631\u064a\u0642\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0633\u0631\u064a\u0639\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u062a\u0641\u0633\u064a\u0631 \u2014 \u0648\u062a\u064f\u0639\u062f \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u062d\u0627\u0648\u0644\u0629 \u0623\u0648\u0644\u0649 \u0645\u0639\u0642\u0648\u0644\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_Logistic_regression\"><\/span>2. \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u062a\u0646\u0628\u0623 \u0628\u0641\u0626\u0629 \u0645\u0627 \u2014 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u00ab\u0646\u0639\u0645\u00bb \u0623\u0648 \u00ab\u0644\u0627\u00bb \u2014 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0633\u0645\u0647\u0627\u060c \u0641\u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0635\u0646\u064a\u0641. \u0641\u0647\u064a \u062a\u0642\u0648\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u062a\u064f\u062e\u0631\u062c \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 0 \u06481: \u0647\u0644 \u0633\u064a\u062a\u0631\u0643 \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629\u061f \u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0628\u0631\u064a\u062f \u0645\u0632\u0639\u062c\u061f<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a. \u0648\u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0641\u0647\u0648 \u0628\u0633\u064a\u0637 \u0648\u0633\u0631\u064a\u0639 \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u0648\u064a\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064b\u0627 \u0642\u0648\u064a\u064b\u0651\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Decision_trees\"><\/span>3. \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u062a\u0642\u062f\u0645 \u062a\u0646\u0628\u0624\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0631\u062d \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062c\u0627\u0628 \u0628\u0640\u00ab\u0646\u0639\u0645\u00bb \u0623\u0648 \u00ab\u0644\u0627\u00bb.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0641\u0647\u064a \u062a\u064f\u0646\u0634\u0626 \u0645\u062e\u0637\u0637\u064b\u0627 \u0627\u0646\u0633\u064a\u0627\u0628\u064a\u064b\u0627. \u201c\u0647\u0644 \u0627\u0644\u062f\u062e\u0644 \u0623\u0639\u0644\u0649 \u0645\u0646 X\u061f \u2192 \u0647\u0644 \u0627\u0644\u0639\u0645\u0631 \u0623\u0642\u0644 \u0645\u0646 Y\u061f \u2192 \u2026\u201d \u0648\u064a\u0642\u0648\u0645 \u0643\u0644 \u0641\u0631\u0639 \u0628\u062a\u0636\u064a\u064a\u0642 \u0646\u0637\u0627\u0642 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u062d\u062a\u0649 \u064a\u062a\u0645 \u0627\u0644\u062a\u0648\u0635\u0644 \u0625\u0644\u0649 \u0642\u0631\u0627\u0631.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u0625\u0646\u0633\u0627\u0646 \u0642\u0631\u0627\u0621\u062a\u0647 \u0648\u0641\u0647\u0645\u0647. \u0646\u0642\u0637\u0629 \u0627\u0644\u0636\u0639\u0641: \u0627\u0644\u0634\u062c\u0631\u0629 \u0627\u0644\u0645\u0641\u0631\u062f\u0629 \u062a\u062a\u0639\u0631\u0636 \u0628\u0633\u0647\u0648\u0644\u0629 \u0644\u0638\u0627\u0647\u0631\u0629 \u00ab\u0627\u0644\u062a\u0643\u064a\u0641 \u0627\u0644\u0645\u0641\u0631\u0637\u00bb \u2014 \u0648\u0647\u0648 \u0645\u0627 \u062a\u0639\u0627\u0644\u062c\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u062a\u0627\u0646 \u0627\u0644\u062a\u0627\u0644\u064a\u062a\u0627\u0646.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_Random_forest\"><\/span>4. \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f \u0623\u0642\u0648\u0649 \u0648\u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0634\u062c\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0645\u0626\u0627\u062a \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u2014 \u0643\u0644 \u0645\u0646\u0647\u0627 \u062a\u062e\u062a\u0644\u0641 \u0642\u0644\u064a\u0644\u0627\u064b \u0639\u0646 \u0627\u0644\u0623\u062e\u0631\u0649 \u2014 \u0648\u062f\u0639\u0647\u0627 \u00ab\u062a\u0635\u0648\u062a\u00bb. \u0641\u0627\u0644\u062c\u0645\u0627\u0639\u0629 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0623\u064a \u0634\u062c\u0631\u0629 \u0628\u0645\u0641\u0631\u062f\u0647\u0627.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629. \u0641\u0647\u064a \u062f\u0642\u064a\u0642\u0629 \u0648\u0645\u062a\u064a\u0646\u0629 \u0648\u0645\u0631\u0646\u0629 \u2014 \u0648\u062a\u064f\u0639\u062f \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0644\u0644\u062c\u0648\u0621 \u0625\u0644\u064a\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_Gradient_boosting\"><\/span>5. \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0627\u0644\u062a\u0633\u0644\u0633\u0644\u060c \u062d\u064a\u062b \u064a\u0635\u062d\u062d \u0643\u0644 \u0634\u062c\u0631\u0629 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u062c\u0631\u0629 \u0627\u0644\u062a\u064a \u0633\u0628\u0642\u062a\u0647\u0627.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 (\u0643\u0645\u0627 \u062a\u0641\u0639\u0644 \u00ab\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u00bb)\u060c \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0648\u0627\u062d\u062f\u0629 \u062a\u0644\u0648 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0628\u062d\u064a\u062b \u062a\u0631\u0643\u0632 \u0643\u0644 \u0634\u062c\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0632\u0627\u0644 \u0642\u0627\u0626\u0645\u0629. \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629\/\u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u0623\u0639\u0644\u0649 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062f\u0642\u0629. \u0648\u062a\u0641\u0648\u0632 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 (\u0645\u062b\u0644 XGBoost \u0648LightGBM) \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0647\u064a \u062a\u062a\u0637\u0644\u0628 \u0636\u0628\u0637\u064b\u0627 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c \u00ab\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u00bb.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_Support_vector_machines_SVM\"><\/span>6. \u0622\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629 (SVM)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u0642\u0648\u0645 \u0628\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u062f\u064a\u062f \u0623\u0641\u0636\u0644 \u062e\u0637 \u0641\u0627\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0641\u0647\u064a \u062a\u0631\u0633\u0645 \u0627\u0644\u062e\u0637 \u2014 \u0623\u0648\u060c \u0641\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0623\u0639\u0644\u0649\u060c \u0627\u0644\u0633\u0637\u062d \u2014 \u0627\u0644\u0630\u064a \u064a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0628\u0623\u0643\u0628\u0631 \u0647\u0627\u0645\u0634 \u0645\u0645\u0643\u0646 \u0628\u064a\u0646\u0647\u0645\u0627.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0633\u0645\u0627\u062a. \u0648\u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629\u060c \u0648\u0625\u0646 \u0643\u0627\u0646\u062a \u0623\u0642\u0644 \u0634\u064a\u0648\u0639\u064b\u0627 \u0643\u062e\u064a\u0627\u0631 \u0623\u0648\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u062d\u064a\u062b \u062a\u0647\u064a\u0645\u0646 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"7_K-nearest_neighbors_KNN\"><\/span>7. \u0637\u0631\u064a\u0642\u0629 \u0623\u0642\u0631\u0628 K \u062c\u064a\u0631\u0627\u0646 (KNN)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u0642\u0648\u0645 \u0628\u062a\u0635\u0646\u064a\u0641 \u0639\u0646\u0635\u0631 \u062c\u062f\u064a\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0634\u0627\u0628\u0647\u0627\u064b \u0645\u0639\u0647.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u201c\u0623\u0646\u062a \u062a\u0634\u0628\u0647 \u062c\u064a\u0631\u0627\u0646\u0643\u201d. \u0644\u062a\u0635\u0646\u064a\u0641 \u0646\u0642\u0637\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u0627\u0628\u062d\u062b \u0639\u0646 <em>k<\/em> \u0623\u0642\u0631\u0628 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0648\u062a\u0623\u062e\u0630 \u0627\u0644\u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0628\u064a\u0646\u0647\u0627. \u0644\u0627 \u062a\u0648\u062c\u062f \u0645\u0631\u062d\u0644\u0629 \u062a\u062f\u0631\u064a\u0628 \u062d\u0642\u064a\u0642\u064a\u0629 \u2014 \u0641\u0627\u0644\u0646\u0638\u0627\u0645 \u064a\u0643\u062a\u0641\u064a \u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0641\u0642\u0637.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a. \u0637\u0631\u064a\u0642\u0629 \u0628\u062f\u064a\u0647\u064a\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645\u060c \u0644\u0643\u0646\u0647\u0627 \u0628\u0637\u064a\u0626\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"8_K-means_clustering\"><\/span>8. \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0637\u0631\u064a\u0642\u0629 K-means<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u0642\u0648\u0645 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a <em>k<\/em> \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u2014 \u0628\u062f\u0648\u0646 \u0623\u064a \u062a\u0633\u0645\u064a\u0627\u062a.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0647\u0630\u0627 \u0647\u0648 <a href=\"\/ar\/supervised-vs-unsupervised-vs-reinforcement-learning\/\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u063a\u064a\u0631 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641<\/a>. \u0645\u0627 \u0639\u0644\u064a\u0643 \u0633\u0648\u0649 \u062a\u062d\u062f\u064a\u062f \u0639\u062f\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627\u060c \u0648\u0633\u064a\u0642\u0648\u0645 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0628\u0641\u0631\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0630\u0644\u0643 \u0627\u0644\u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u2014 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0625\u0644\u0649 \u0634\u0631\u0627\u0626\u062d\u060c \u0648\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0648\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"9_Naive_Bayes\"><\/span>9. \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u064a\u0632 \u0627\u0644\u0628\u0633\u064a\u0637<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u0635\u0646\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0648\u0646\u0638\u0631\u064a\u0629 \u0628\u0627\u064a\u0632.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u0641\u0647\u064a \u062a\u062d\u0633\u0628 \u0627\u062d\u062a\u0645\u0627\u0644 \u0643\u0644 \u0641\u0626\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0645\u0627\u062a \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a\u060c \u0639\u0644\u0649 \u0627\u0641\u062a\u0631\u0627\u0636 (\u0628\u0628\u0633\u0627\u0637\u0629\u060c \u0644\u0643\u0646 \u0628\u0634\u0643\u0644 \u0645\u0641\u064a\u062f) \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0633\u0645\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u0629 \u0639\u0646 \u0628\u0639\u0636\u0647\u0627. \u0648\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636 \u0627\u0644\u0645\u0628\u0633\u0637\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0644\u0644\u063a\u0627\u064a\u0629.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635 \u0639\u0644\u0649 \u0648\u062c\u0647 \u0627\u0644\u062e\u0635\u0648\u0635 \u2014 \u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u063a\u0648\u0628 \u0641\u064a\u0647\u0627\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u0641\u0631\u0632 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a. \u0625\u0646\u0647 \u0633\u0631\u064a\u0639 \u0648\u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u064a\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064b\u0627 \u0642\u0648\u064a\u064b\u0651\u0627 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0644\u063a\u0648\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"10_Neural_networks\"><\/span>10. \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0648\u0638\u064a\u0641\u062a\u0647:<\/strong> \u064a\u062a\u0639\u0644\u0645 \u0623\u0646\u0645\u0627\u0637\u064b\u0627 \u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0628\u0642\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u062a\u0631\u0627\u0628\u0637\u0629.<\/p>\n<p><strong>\u0627\u0644\u0641\u0643\u0631\u0629:<\/strong> \u062a\u0645\u062a \u062a\u063a\u0637\u064a\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0641\u0635\u0644 \u0641\u064a <a href=\"\/ar\/neural-networks-explained\/\">\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a> \u2014 \u0637\u0628\u0642\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0633\u0645\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627. \u0648\u062a\u064f\u0639\u062f \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0623\u0633\u0627\u0633\u064b\u0627 \u0644\u0640 <a href=\"\/ar\/deep-learning-vs-machine-learning\/\">\u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/a>.<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u2014 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0644\u063a\u0629. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0648\u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0641\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647 \u0623\u0633\u0631\u0639 \u0648\u062a\u0642\u062f\u0645 \u0646\u0641\u0633 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Which_algorithm_should_you_use\"><\/span>\u0645\u0627 \u0647\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0646\u0628\u063a\u064a \u0639\u0644\u064a\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0645\u0634\u0643\u0644\u062a\u0643<\/th>\n<th>\u0627\u0628\u062f\u0623 \u0628\u0640<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u0648\u0642\u0639 \u0631\u0642\u0645 \u0645\u0627<\/td>\n<td>\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u062b\u0645 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0635\u0646\u064a\u0641 \u00ab\u0646\u0639\u0645\/\u0644\u0627\u00bb<\/td>\n<td>\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u062b\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646\u0638\u0645\u0629\/\u062c\u062f\u0648\u0644\u064a\u0629\u060c \u0628\u0623\u0642\u0635\u0649 \u062f\u0642\u0629<\/td>\n<td>\u062a\u0642\u0646\u064a\u0629 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0623\u0648 \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0646\u0641\u0629<\/td>\n<td>\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0637\u0631\u064a\u0642\u0629 K-means<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635<\/td>\n<td>\u0637\u0631\u064a\u0642\u0629 \u0628\u0627\u064a\u0632 \u0627\u0644\u0628\u0633\u064a\u0637\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0635\u0648\u0631\u060c \u0627\u0644\u0635\u0648\u062a\u060c \u0627\u0644\u0644\u063a\u0629<\/td>\n<td>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0646\u062a \u062a\u0631\u064a\u062f \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0641\u0633\u064a\u0631<\/td>\n<td>\u0634\u062c\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\/\u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0639\u0627\u062f\u0629 \u0627\u0644\u0645\u062d\u062a\u0631\u0641: <strong>\u0627\u0628\u062f\u0623 \u0628\u0628\u0633\u0627\u0637\u0629<\/strong>. \u062c\u0631\u0628 \u0623\u0648\u0644\u0627\u064b \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0623\u0648 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0644\u0648\u0636\u0639 \u062e\u0637 \u0623\u0633\u0627\u0633\u060c \u062b\u0645 \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u00ab\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u00bb \u0623\u0648 \u00ab\u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c\u064a\u00bb \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062f\u0642\u0629. \u0627\u0633\u062a\u0639\u0646 \u0628\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u062d\u0642\u064b\u0651\u0627 \u0648\u063a\u064a\u0631 \u0645\u0646\u0638\u0645\u0629. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0641\u0648\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u0633\u064a\u0637 \u0627\u0644\u0630\u064a \u062a\u0641\u0647\u0645\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f \u0627\u0644\u0630\u064a \u0644\u0627 \u062a\u0641\u0647\u0645\u0647.<\/p>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_actually_choose_a_quick_evaluation_workflow\"><\/span>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0641\u0639\u0644\u064a\u064b\u0651\u0627: \u0645\u0633\u0627\u0631 \u0639\u0645\u0644 \u0633\u0631\u064a\u0639 \u0644\u0644\u062a\u0642\u064a\u064a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0646 \u0645\u0639\u0631\u0641\u0629 \u0648\u0638\u064a\u0641\u0629 \u0643\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0627 \u0647\u064a \u0625\u0644\u0627 \u0646\u0635\u0641 \u0627\u0644\u0645\u0647\u0645\u0629. \u0641\u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0646\u0627\u062f\u0631\u064b\u0627 \u0645\u0627 \u062a\u062e\u062a\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u201c\u0627\u0644\u0635\u062d\u064a\u062d\u0629\u201d \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642 \u0648\u062d\u062f\u0647 \u2014 \u0628\u0644 \u062a\u062e\u062a\u0627\u0631 \u062e\u064a\u0627\u0631\u064a\u0646 \u0623\u0648 \u062b\u0644\u0627\u062b\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629 \u0648\u062a\u062a\u0631\u0643 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0646 \u062a\u0642\u0631\u0631. \u0648\u0625\u0644\u064a\u0643 \u0645\u0633\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0630\u064a \u064a\u062a\u0628\u0639\u0647 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646\u060c \u0648\u0647\u0648 \u0644\u0627 \u064a\u0633\u062a\u063a\u0631\u0642 \u0633\u0648\u0649 \u062f\u0642\u0627\u0626\u0642 \u0645\u0639\u062f\u0648\u062f\u0629 \u0628\u0645\u062c\u0631\u062f \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<p><strong>1. \u0627\u0628\u062f\u0623 \u0628\u0641\u0631\u0636\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062e\u0627\u0637\u0626\u0629.<\/strong> \u0642\u0628\u0644 \u0627\u0644\u0644\u062c\u0648\u0621 \u0625\u0644\u0649 \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0637\u0648\u0631\u060c \u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u0623\u062f\u0627\u0621 \u0645\u062a\u063a\u064a\u0631 \u062a\u0646\u0628\u0624\u064a \u0628\u0633\u064a\u0637 \u2014 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u062f\u0627\u0626\u0645\u064b\u0627 \u0628\u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u060c \u0623\u0648 \u0627\u0644\u062a\u0646\u0628\u0624 \u062f\u0627\u0626\u0645\u064b\u0627 \u0628\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629. \u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645\u0643\u0646 \u0646\u0645\u0648\u0630\u062c\u0643 \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u0646 \u0627\u0644\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0630\u0644\u0643 \u0628\u0633\u0647\u0648\u0644\u0629\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0647\u0646\u0627\u0643 \u062e\u0637\u0623\u064b \u0641\u064a \u0627\u0644\u0633\u0645\u0627\u062a \u0623\u0648 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631\u0643 \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629. \u064a\u062d\u0648\u0644 \u062e\u0637 \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0633\u0624\u0627\u0644 \u201c\u0647\u0644 \u062f\u0642\u0629 82% \u062c\u064a\u062f\u0629\u061f\u201d \u0625\u0644\u0649 \u0633\u0624\u0627\u0644 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u064a\u0647.<\/p>\n<p><strong>2. \u062d\u0627\u0648\u0644 \u0623\u0646 \u062a\u0636\u0639 \u0642\u0627\u0626\u0645\u0629 \u0645\u062e\u062a\u0635\u0631\u0629\u060c \u0644\u0627 \u062a\u062f\u0631\u062c \u0643\u0644 \u0634\u064a\u0621.<\/strong> \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062c\u062f\u0627\u0648\u0644\u060c \u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629: \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0623\u0648 \u0627\u0644\u062e\u0637\u064a (\u0633\u0631\u064a\u0639\u060c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u0648\u064a\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064b\u0627 \u0642\u0648\u064a\u064b\u0651\u0627 \u0628\u062d\u062f \u0630\u0627\u062a\u0647)\u060c \u0648\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (\u0645\u062a\u064a\u0646\u0629\u060c \u0648\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u064a \u062a\u0639\u062f\u064a\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627)\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c\u064a (\u0627\u0644\u0630\u064a \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621\u064b \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629). \u0642\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0648\u0642\u0627\u0631\u0646 \u0628\u064a\u0646\u0647\u0627. \u0633\u062a\u062a\u0639\u0644\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0648\u0627\u062d\u062f\u0629 \u0635\u0627\u062f\u0642\u0629 \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u062a\u062a\u0639\u0644\u0645\u0647 \u0645\u0646 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0627\u0644\u0646\u0638\u0631\u064a\u0629.<\/p>\n<p><strong>3. \u0627\u062d\u0633\u0628 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644\u060c \u0648\u0644\u064a\u0633 \u062a\u0642\u0633\u064a\u0645\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627.<\/strong> \u0642\u062f \u064a\u0624\u062f\u064a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u062a\u064a\u0646 (\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u062e\u062a\u0628\u0627\u0631) \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0625\u0644\u0649 \u0625\u0638\u0647\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0635\u0648\u0631\u0629 \u0623\u0641\u0636\u0644 \u0623\u0648 \u0623\u0633\u0648\u0623 \u0645\u0646 \u062d\u0642\u064a\u0642\u062a\u0647\u060c \u0648\u0630\u0644\u0643 \u0628\u0645\u062d\u0636 \u0627\u0644\u0635\u062f\u0641\u0629. \u0623\u0645\u0627 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 K-fold \u2014 \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0641\u064a\u0647 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0645\u0639\u0638\u0645\u0647\u0627 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u0627\u0642\u064a\u060c \u062b\u0645 \u0627\u0644\u062a\u0646\u0627\u0648\u0628 \u0628\u064a\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u2014 \u0641\u064a\u0642\u062f\u0645 \u062a\u0642\u062f\u064a\u0631\u064b\u0627 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 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\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u061f<\/h3>\n<p>\u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0647\u064a\u0645\u0646 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Kaggle\u060c \u064a\u064f\u0639\u062f \u00ab\u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c\u064a\u00bb \u2014 \u0639\u0627\u062f\u0629\u064b \u0639\u0628\u0631 XGBoost \u0623\u0648 LightGBM \u0623\u0648 CatBoost \u2014 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0641\u0636\u0644 \u0628\u0634\u0643\u0644 \u0633\u0627\u062d\u0642\u060c \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0630\u0644\u0643 \u0643\u062c\u0632\u0621 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u062a\u062c\u0645\u064a\u0639\u064a. \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0646\u0635\u0648\u0635. \u0648\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0637 \u062b\u0627\u0628\u062a: \u064a\u064f\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0625\u062f\u0631\u0627\u0643 \u0623\u0648\u0644\u064a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0645\u0626\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u2014 \u0645\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u0647\u0648 \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0639\u0634\u0631. \u0641\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 (\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a) \u062a\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u0643\u060c \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0635\u0639\u0628 \u0627\u0644\u062a\u0641\u0648\u0642 \u0639\u0644\u064a\u0647\u0627. \u0623\u0645\u0627 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 (\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c) \u0641\u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629. \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0645\u0639 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0646\u0641\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0639\u0627\u0645\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0646\u0627\u064a\u0641 \u0628\u0627\u064a\u0632 \u0645\u0639 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/p>\n<p>\u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0644\u0627 \u062a\u0643\u0645\u0646 \u0641\u064a \u062d\u0641\u0638 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u2014 \u0628\u0644 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u0648\u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0644\u0623\u0645\u0648\u0631 \u0627\u0644\u0628\u0633\u064a\u0637\u0629. \u062a\u0639\u0644\u0645 \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0639\u0634\u0631\u060c \u0648\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 <a href=\"\/ar\/best-free-datasets-machine-learning\/\">\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629<\/a>, \u060c \u0648\u0628\u0630\u0644\u0643 \u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u063a\u0627\u0644\u0628\u064a\u0629 \u0627\u0644\u0639\u0638\u0645\u0649 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/overfitting-how-to-prevent-it\/\">\u0638\u0627\u0647\u0631\u0629 \u0627\u0644\u062a\u062e\u0635\u064f\u0651\u0635 \u0627\u0644\u0632\u0627\u0626\u062f \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a: \u0645\u0627 \u0647\u064a \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u062f\u062b \u0648\u0643\u064a\u0641 \u0646\u0645\u0646\u0639\u0647\u0627\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-free-datasets-machine-learning\/\">\u0623\u0641\u0636\u0644 \u0661\u0665 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a (\u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/\">\u0634\u0631\u062d \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 (\u062f\u0644\u064a\u0644 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/deep-learning-vs-machine-learning\/\">\u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a: \u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a (\u0662\u0660\u0662\u0666)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0639\u0634\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 - \u0645\u0634\u0631\u0648\u062d\u0629 \u0628\u0644\u063a\u0629 \u0648\u0627\u0636\u062d\u0629\u060c \u0645\u0639 \u0634\u0631\u062d \u0645\u0627 \u064a\u0641\u0639\u0644\u0647 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0648\u0645\u062a\u0649 \u062a\u0635\u0644 \u0625\u0644\u064a\u0647. \u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/p>","protected":false},"author":0,"featured_media":38,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[2],"tags":[474,472,30,471,473],"class_list":["post-37","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-data-science","tag-linear-regression","tag-machine-learning-algorithms","tag-ml-algorithms","tag-random-forest"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/37","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=37"}],"version-history":[{"count":3,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/37\/revisions"}],"predecessor-version":[{"id":1053,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/37\/revisions\/1053"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/38"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=37"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=37"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=37"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}