{"id":30692,"date":"2026-05-07T12:24:11","date_gmt":"2026-05-07T08:24:11","guid":{"rendered":"https:\/\/blog.drjobpro.com\/ai-hub-day11-typeb-ar\/"},"modified":"2026-05-08T23:18:59","modified_gmt":"2026-05-08T19:18:59","slug":"ai-hub-day11-typeb-ar","status":"publish","type":"post","link":"https:\/\/blog.drjobpro.com\/ar\/ai-hub-day11-typeb-ar\/","title":{"rendered":"\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0648\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629"},"content":{"rendered":"<h1>\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0648\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629<\/h1>\n<p>\u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 4 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026<\/p>\n<hr \/>\n<p>\u0633\u0648\u0642 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 \u064a\u0634\u0647\u062f \u0646\u0645\u0648\u064b\u0627 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u060c \u062d\u064a\u062b \u0627\u0631\u062a\u0641\u0639 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0645\u062a\u062e\u0635\u0635\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0628\u0646\u0633\u0628\u0629 \u062a\u062c\u0627\u0648\u0632\u062a 74% \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0627\u0645\u064a\u0646 \u0627\u0644\u0623\u062e\u064a\u0631\u064a\u0646 \u0648\u0641\u0642\u064b\u0627 \u0644\u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub. \u0644\u0643\u0646 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0642\u0627\u0628\u0644\u0629 \u0639\u0645\u0644 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u064a\u0633 \u0633\u0648\u0649 \u0646\u0635\u0641 \u0627\u0644\u0645\u0639\u0631\u0643\u0629\u060c \u0641\u0627\u0644\u062a\u062d\u062f\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u064a\u0643\u0645\u0646 \u0641\u064a \u0627\u062c\u062a\u064a\u0627\u0632 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0648\u0628\u064a\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062e\u062a\u0628\u0631 \u0642\u062f\u0631\u062a\u0643 \u0639\u0644\u0649 \u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0648Scikit-learn. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0645\u0647\u0646\u062f\u0633 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0628\u062d\u062b \u0639\u0646 \u0641\u0631\u0635\u062a\u0647 \u0627\u0644\u0623\u0648\u0644\u0649 \u0623\u0648 \u0645\u062a\u062e\u0635\u0635\u064b\u0627 \u064a\u0633\u0639\u0649 \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0645\u0646\u0635\u0628 \u0623\u0639\u0644\u0649\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u064a\u0642\u062f\u0645 \u0644\u0643 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0648\u0627\u0636\u062d\u0629 \u0644\u0641\u0647\u0645 \u0623\u0646\u0645\u0627\u0637 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629\u060c \u0648\u0623\u0647\u0645 \u0627\u0644\u0646\u0635\u0627\u0626\u062d \u0644\u0628\u0646\u0627\u0621 \u0645\u0644\u0641 \u0645\u0647\u0646\u064a \u0645\u062a\u0643\u0627\u0645\u0644 \u064a\u062c\u0639\u0644\u0643 \u0627\u0644\u0645\u0631\u0634\u062d \u0627\u0644\u0623\u0648\u0644 \u0641\u064a <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">\u0633\u0648\u0642 \u0645\u0648\u0627\u0647\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629.<\/p>\n<hr \/>\n<h2>\u0623\u0628\u0631\u0632 \u0645\u0627 \u0633\u062a\u062a\u0639\u0644\u0645\u0647<\/h2>\n<ul>\n<li><strong>\u0623\u0646\u0648\u0627\u0639 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u062e\u0645\u0633\u0629<\/strong> \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0645\u0631\u0634\u062d\u064a \u0648\u0638\u0627\u0626\u0641 AI \u0648ML \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0644 \u0646\u0648\u0639<\/li>\n<li><strong>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0625\u062c\u0627\u0628\u0629 \u0645\u062c\u0631\u0651\u0628\u0629<\/strong> \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0625\u0637\u0627\u0631 STAR \u0627\u0644\u0645\u064f\u0639\u062f\u064e\u0651\u0644 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0629<\/li>\n<li><strong>\u0623\u0643\u062b\u0631 20 \u0633\u0624\u0627\u0644\u064b\u0627 \u062a\u0643\u0631\u0627\u0631\u064b\u0627<\/strong> \u0641\u064a \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0625\u062c\u0627\u0628\u0627\u062a \u0639\u0645\u0644\u064a\u0629<\/li>\n<li><strong>\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 AI \u0627\u062d\u062a\u0631\u0627\u0641\u064a<\/strong> \u064a\u064f\u0639\u0632\u0632 \u0641\u0631\u0635\u0643 \u0642\u0628\u0644 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0648\u0623\u062b\u0646\u0627\u0621\u0647\u0627<\/li>\n<li><strong>\u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0631\u0648\u0627\u062a\u0628<\/strong> \u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/li>\n<li><strong>\u0623\u062e\u0637\u0627\u0621 \u0642\u0627\u062a\u0644\u0629<\/strong> \u064a\u0642\u0639 \u0641\u064a\u0647\u0627 80% \u0645\u0646 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0648\u0643\u064a\u0641 \u062a\u062a\u062c\u0646\u0628\u0647\u0627 \u062a\u0645\u0627\u0645\u064b\u0627<\/li>\n<\/ul>\n<hr \/>\n<h2>\u0644\u0645\u0627\u0630\u0627 \u062a\u062e\u062a\u0644\u0641 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0646 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061f<\/h2>\n<h3>\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a<\/h3>\n<p>\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0645\u0639\u0631\u0641\u062a\u0643 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629. \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u062a\u0642\u064a\u0651\u0645 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0639\u0628\u0631 \u0623\u0631\u0628\u0639 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u062f\u0627\u062e\u0644\u0629: \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0646\u0638\u0631\u064a \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a\u060c \u0648\u0645\u0647\u0627\u0631\u0627\u062a \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u060c \u0648\u0623\u062e\u064a\u0631\u064b\u0627 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0634\u0631\u062d \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0642\u0631\u0627\u0631 \u063a\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u062a\u062d\u0636\u064a\u0631 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0634\u0627\u0645\u0644\u064b\u0627 \u0648\u0645\u062a\u0648\u0627\u0632\u0646\u064b\u0627.<\/p>\n<h3>\u062a\u0632\u0627\u064a\u062f \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629<\/h3>\n<p>\u0623\u0638\u0647\u0631\u062a \u0628\u064a\u0627\u0646\u0627\u062a <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">DrJobPro AI Hub<\/a> \u0623\u0646 68% \u0645\u0646 \u0645\u0633\u0624\u0648\u0644\u064a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0639\u062a\u0628\u0631\u0648\u0646 \u0627\u0644\u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 \u0627\u0644\u0639\u0645\u0644\u064a \u0623\u0647\u0645 \u0645\u0646 \u0627\u0644\u0634\u0647\u0627\u062f\u0629 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0639\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646. \u0644\u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0628\u0646\u0627\u0621 AI portfolio \u0645\u062a\u064a\u0646 \u0623\u0635\u0628\u062d \u0634\u0631\u0637\u064b\u0627 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647.<\/p>\n<hr \/>\n<h2>\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062e\u0645\u0633\u0629 \u0644\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<h3>1. \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645\u064a\u0629<\/h3>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u062a\u062e\u062a\u0628\u0631 \u0639\u0645\u0642 \u0641\u0647\u0645\u0643 \u0644\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a. \u0623\u0645\u062b\u0644\u0629 \u0634\u0627\u0626\u0639\u0629:<\/p>\n<ul>\n<li><strong>\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632\u061f<\/strong><\/li>\n<li><strong>\u0627\u0634\u0631\u062d \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0648\u0627\u0644\u062a\u0628\u0627\u064a\u0646 (Bias-Variance Tradeoff) \u0648\u062a\u0623\u062b\u064a\u0631\u0647 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/strong><\/li>\n<li><strong>\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 Gradient Descent \u0648\u0645\u0627 \u0623\u0646\u0648\u0627\u0639\u0647 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u061f<\/strong><\/li>\n<li><strong>\u0645\u0627 \u0647\u0648 Overfitting \u0648\u0643\u064a\u0641 \u062a\u0643\u062a\u0634\u0641\u0647 \u0648\u062a\u0639\u0627\u0644\u062c\u0647\u061f<\/strong><\/li>\n<\/ul>\n<p><strong>\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629:<\/strong> \u0627\u0628\u062f\u0623 \u0628\u062a\u0639\u0631\u064a\u0641 \u0645\u062e\u062a\u0635\u0631 \u0648\u062f\u0642\u064a\u0642\u060c \u062b\u0645 \u0623\u0639\u0637\u0650 \u0645\u062b\u0627\u0644\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u0646 \u0645\u0634\u0631\u0648\u0639 \u0646\u0641\u0651\u0630\u062a\u0647 \u0641\u0639\u0644\u064b\u0627\u060c \u0648\u0623\u062e\u064a\u0631\u064b\u0627 \u0627\u0631\u0628\u0637 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0628\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u062a\u0637\u0628\u064a\u0642\u064a \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644. \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u064a\u064f\u0638\u0647\u0631 \u0623\u0646\u0643 \u0644\u0627 \u062a\u062d\u0641\u0638 \u0641\u0642\u0637 \u0628\u0644 \u062a\u0641\u0647\u0645 \u0648\u062a\u0637\u0628\u0651\u0642.<\/p>\n<h3>2. \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0628\u0627\u0634\u0631<\/h3>\n<p>\u062a\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u064f\u0637\u0644\u0628 \u0645\u0646\u0643 \u0643\u062a\u0627\u0628\u0629 \u0643\u0648\u062f \u0645\u0628\u0627\u0634\u0631 \u0623\u0648 \u0639\u0644\u0649 \u0633\u0628\u0648\u0631\u0629 \u0628\u064a\u0636\u0627\u0621. \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li>\u062a\u0646\u0641\u064a\u0630 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631<\/li>\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas \u0648NumPy<\/li>\n<li>\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u062a\u062c\u0645\u064a\u0639<\/li>\n<li>\u062a\u062d\u0633\u064a\u0646 \u0643\u0648\u062f \u0642\u0627\u0626\u0645 \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/li>\n<\/ul>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u0645\u062d\u0648\u0631\u064a\u0629:<\/strong> \u062a\u062d\u062f\u0651\u062b \u0628\u0635\u0648\u062a \u0639\u0627\u0644\u064d \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0643\u062a\u0627\u0628\u0629. \u0627\u0644\u0645\u0642\u0627\u0628\u0650\u0644 \u064a\u0631\u064a\u062f \u0623\u0646 \u064a\u0641\u0647\u0645 \u0637\u0631\u064a\u0642\u0629 \u062a\u0641\u0643\u064a\u0631\u0643 \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/p>\n<h3>3. \u0623\u0633\u0626\u0644\u0629 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 (System Design)<\/h3>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 \u0644\u0644\u0645\u0646\u0627\u0635\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0648\u0627\u0644\u0639\u0644\u064a\u0627 \u0648\u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li>\u0643\u064a\u0641 \u062a\u0635\u0645\u0645 \u0646\u0638\u0627\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0644\u0645\u0646\u0635\u0629 \u062a\u062c\u0627\u0631\u0629 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u061f<\/li>\n<li>\u0635\u0645\u0651\u0645 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0628\u064a\u0627\u0646\u0627\u062a (Data Pipeline) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0644\u064a\u0648\u0646 \u0635\u0648\u0631\u0629 \u064a\u0648\u0645\u064a\u064b\u0627.<\/li>\n<li>\u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u0646\u0638\u0627\u0645 \u0643\u0634\u0641 \u0627\u062d\u062a\u064a\u0627\u0644 \u064a\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u061f<\/li>\n<\/ul>\n<p><strong>\u0625\u0637\u0627\u0631 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a:<\/strong> \u062d\u062f\u0651\u062f \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0623\u0648\u0644\u064b\u0627\u060c \u062b\u0645 \u0627\u0631\u0633\u0645 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0648\u0627\u0634\u0631\u062d \u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a\u0643 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a (Trade-offs)\u060c \u0648\u0623\u062e\u064a\u0631\u064b\u0627 \u0646\u0627\u0642\u0634 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/p>\n<h3>4. \u0623\u0633\u0626\u0644\u0629 \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 (Case Study)<\/h3>\n<p>\u064a\u064f\u0642\u062f\u064e\u0651\u0645 \u0644\u0643 \u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0639\u0645\u0644\u064a \u062d\u0642\u064a\u0642\u064a \u0648\u064a\u064f\u0637\u0644\u0628 \u0645\u0646\u0643 \u062a\u0642\u062f\u064a\u0645 \u062d\u0644 \u0645\u062a\u0643\u0627\u0645\u0644:<\/p>\n<ul>\n<li>\u0644\u062f\u064a\u0643 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0628\u0634\u062f\u0629\u060c \u0643\u064a\u0641 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627\u061f<\/li>\n<li>\u0627\u0644\u0639\u0645\u064a\u0644 \u064a\u0634\u062a\u0643\u064a \u0623\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0646\u062e\u0641\u0636\u062a \u0628\u0639\u062f \u0634\u0647\u0631\u064a\u0646 \u0645\u0646 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0627 \u062e\u0637\u0629 \u0627\u0644\u062a\u0634\u062e\u064a\u0635\u061f<\/li>\n<li>\u0643\u064a\u0641 \u062a\u062e\u062a\u0627\u0631 \u0628\u064a\u0646 \u0646\u0645\u0648\u0630\u062c \u0623\u0628\u0633\u0637 \u0628\u062f\u0642\u0629 92% \u0648\u0646\u0645\u0648\u0630\u062c \u0645\u0639\u0642\u062f \u0628\u062f\u0642\u0629 95%\u061f<\/li>\n<\/ul>\n<h3>5. \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0629 \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u064a\u0629<\/h3>\n<p>\u0644\u0627 \u062a\u0633\u062a\u062e\u0641 \u0628\u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0644\u0623\u0646\u0647\u0627 \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u064a\u0635\u0644 \u0628\u064a\u0646 \u0645\u0631\u0634\u062d\u064e\u064a\u0646 \u0645\u062a\u0633\u0627\u0648\u064a\u064e\u064a\u0646 \u062a\u0642\u0646\u064a\u064b\u0627:<\/p>\n<ul>\n<li>\u0623\u062e\u0628\u0631\u0646\u0627 \u0639\u0646 \u0645\u0634\u0631\u0648\u0639 AI \u0641\u0634\u0644 \u0648\u0643\u064a\u0641 \u062a\u0639\u0627\u0645\u0644\u062a \u0645\u0639 \u0627\u0644\u0645\u0648\u0642\u0641.<\/li>\n<li>\u0643\u064a\u0641 \u062a\u0634\u0631\u062d \u0646\u062a\u0627\u0626\u062c \u0646\u0645\u0648\u0630\u062c \u0645\u0639\u0642\u062f \u0644\u0645\u062f\u064a\u0631 \u062a\u0646\u0641\u064a\u0630\u064a \u063a\u064a\u0631 \u062a\u0642\u0646\u064a\u061f<\/li>\n<li>\u0643\u064a\u0641 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0636\u063a\u0637 \u0627\u0644\u0645\u0648\u0627\u0639\u064a\u062f \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 ML\u061f<\/li>\n<\/ul>\n<hr \/>\n<h2>\u0623\u0643\u062b\u0631 10 \u0623\u0633\u0626\u0644\u0629 \u062a\u0643\u0631\u0627\u0631\u064b\u0627 \u0641\u064a \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0645\u0647\u0646\u062f\u0633\u064a ML ,  \u0645\u0639 \u0645\u0641\u0627\u062a\u064a\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629<\/h2>\n<h3>\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0623\u0648\u0644: \u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 L1 \u0648L2 Regularization\u061f<\/h3>\n<p><strong>\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629:<\/strong> \u0627\u0634\u0631\u062d \u0623\u0646 L1 (Lasso) \u064a\u062f\u0641\u0639 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0646\u062d\u0648 \u0627\u0644\u0635\u0641\u0631 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0645\u0627 \u064a\u064f\u0646\u062a\u062c \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0628\u0633\u0627\u0637\u0629 \u0648\u064a\u0639\u0645\u0644 \u0643\u0622\u0644\u064a\u0629 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 L2 (Ridge) \u064a\u064f\u0648\u0632\u0651\u0639 \u0627\u0644\u0639\u0642\u0648\u0628\u0629 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0648\u064a\u064f\u0635\u063a\u0651\u0631\u0647\u0627 \u062f\u0648\u0646 \u0625\u0644\u063a\u0627\u0626\u0647\u0627. \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062b\u0627\u0644\u064b\u0627: \u0641\u064a \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0646\u0635\u0648\u0635 \u0639\u0631\u0628\u064a\u0629\u060c \u0627\u0633\u062a\u062e\u062f\u0645\u062a L1 \u0644\u062a\u0642\u0644\u064a\u0644 \u0622\u0644\u0627\u0641 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0645\u0626\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629.<\/p>\n<h3>\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062b\u0627\u0646\u064a: \u0643\u064a\u0641 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u061f<\/h3>\n<p><strong>\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629:<\/strong> \u0644\u0627 \u062a\u0642\u0644 \u0641\u0642\u0637 &#8220;\u0623\u062d\u0630\u0641 \u0627\u0644\u0635\u0641\u0648\u0641.&#8221; \u0627\u0634\u0631\u062d \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0648\u0639 \u0627\u0644\u0641\u0642\u062f (\u0639\u0634\u0648\u0627\u0626\u064a \u0623\u0645 \u0645\u0646\u0647\u062c\u064a) \u0648\u062d\u062c\u0645\u0647 \u0648\u0646\u0648\u0639 \u0627\u0644\u0645\u062a\u063a\u064a\u0631. \u0627\u0630\u0643\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0628\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0623\u0648 \u0627\u0644\u0648\u0633\u064a\u0637\u060c \u0648KNN Imputation\u060c \u0648Multiple Imputation\u060c \u0648\u0623\u0648\u0636\u062d \u0645\u062a\u0649 \u062a\u0633\u062a\u062e\u062f\u0645 \u0643\u0644 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<h3>\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062b\u0627\u0644\u062b: \u0627\u0634\u0631\u062d \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a Transformer<\/h3>\n<p><strong>\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629:<\/strong> \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u062d\u0644\u0651\u062a\u0647\u0627 (\u0645\u062d\u062f\u0648\u062f\u064a\u0627\u062a RNN \u0641\u064a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629)\u060c \u062b\u0645 \u0627\u0634\u0631\u062d \u0622\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0630\u0627\u062a\u064a (Self-Attention)\u060c \u0648\u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0645\u0648\u0636\u0639\u064a\u060c \u0648\u0628\u0646\u064a\u0629 Encoder-Decoder. \u0627\u0631\u0628\u0637 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0628\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/p>\n<h3>\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0631\u0627\u0628\u0639: \u0643\u064a\u0641 \u062a\u0642\u064a\u0651\u0645 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u061f<\/h3>\n<p><strong>\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629:<\/strong> \u062a\u062c\u0627\u0648\u0632 \u0645\u062c\u0631\u062f \u0630\u0643\u0631 Accuracy. \u0646\u0627\u0642\u0634 Precision \u0648Recall \u0648F1-Score \u0648AUC-ROC \u0648\u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0643\u0644 \u0645\u0642\u064a\u0627\u0633 \u0623\u0646\u0633\u0628. \u0645\u062b\u0644\u064b\u0627: \u0641\u064a \u0646\u0638\u0627\u0645 \u0643\u0634\u0641 \u0627\u062d\u062a\u064a\u0627\u0644 \u0645\u0635\u0631\u0641\u064a\u060c Recall \u0623\u0647\u0645 \u0645\u0646 Precision \u0644\u0623\u0646 \u062a\u0641\u0648\u064a\u062a \u062d\u0627\u0644\u0629 \u0627\u062d\u062a\u064a\u0627\u0644 \u0623\u062e\u0637\u0631 \u0645\u0646 \u0625\u0646\u0630\u0627\u0631 \u0643\u0627\u0630\u0628.<\/p>\n<h3>\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062e\u0627\u0645\u0633: \u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Batch \u0648Stochastic \u0648Mini-batch Gradient Descent\u061f<\/h3>\n<p><strong>\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629:<\/strong> \u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0645\u0646 \u062d\u064a\u062b \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0648\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0627\u0634\u0631\u062d \u0644\u0645\u0627\u0630\u0627 Mini-batch \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0645\u0639 \u0630\u0643\u0631 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u062f\u0641\u0639\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629.<\/p>\n<hr \/>\n<h2>\u062c\u062f\u0648\u0644 \u0631\u0648\u0627\u062a\u0628 \u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 (2026)<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0648\u0638\u064a\u0641\u064a<\/th>\n<th>\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a (\u062f\u0631\u0647\u0645\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 (\u0631\u064a\u0627\u0644\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0645\u0635\u0631 (\u062c\u0646\u064a\u0647\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u0628\u0631\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0647\u0646\u062f\u0633 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0628\u062a\u062f\u0626<\/td>\n<td>180,000 \u2013 280,000<\/td>\n<td>160,000 \u2013 250,000<\/td>\n<td>350,000 \u2013 600,000<\/td>\n<td>0 \u2013 2 \u0633\u0646\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0647\u0646\u062f\u0633 ML \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>300,000 \u2013 480,000<\/td>\n<td>270,000 \u2013 420,000<\/td>\n<td>650,000 \u2013 1,100,000<\/td>\n<td>3 \u2013 5 \u0633\u0646\u0648\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0647\u0646\u062f\u0633 ML \u0623\u0648\u0644<\/td>\n<td>500,000 \u2013 750,000<\/td>\n<td>440,000 \u2013 650,000<\/td>\n<td>1,200,000 \u2013 2,000,000<\/td>\n<td>5 \u2013 8 \u0633\u0646\u0648\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648\u0644<\/td>\n<td>450,000 \u2013 680,000<\/td>\n<td>400,000 \u2013 600,000<\/td>\n<td>1,000,000 \u2013 1,800,000<\/td>\n<td>5 \u2013 8 \u0633\u0646\u0648\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u064a\u0631\/\u0642\u0627\u0626\u062f \u0641\u0631\u064a\u0642 AI<\/td>\n<td>700,000 \u2013 1,200,000<\/td>\n<td>620,000 \u2013 1,000,000<\/td>\n<td>2,000,000 \u2013 3,500,000<\/td>\n<td>8+ \u0633\u0646\u0648<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0623\u0648\u0644: \u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 L1 \u0648L2 Regularization\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629: \u0627\u0634\u0631\u062d \u0623\u0646 L1 (Lasso) \u064a\u062f\u0641\u0639 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0646\u062d\u0648 \u0627\u0644\u0635\u0641\u0631 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0645\u0627 \u064a\u064f\u0646\u062a\u062c \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0628\u0633\u0627\u0637\u0629 \u0648\u064a\u0639\u0645\u0644 \u0643\u0622\u0644\u064a\u0629 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 L2 (Ridge) \u064a\u064f\u0648\u0632\u0651\u0639 \u0627\u0644\u0639\u0642\u0648\u0628\u0629 \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0648\u064a\u064f\u0635\u063a\u0651\u0631\u0647\u0627 \u062f\u0648\u0646 \u0625\u0644\u063a\u0627\u0626\u0647\u0627. \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062b\u0627\u0644\u064b\u0627: \u0641\u064a \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0646\u0635\u0648\u0635 \u0639\u0631\u0628\u064a\u0629\u060c \u0627\u0633\u062a\u062e\u062f\u0645\u062a L1 \u0644\u062a\u0642\u0644\u064a\u0644 \u0622\u0644\u0627\u0641 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0645\u0626\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062b\u0627\u0646\u064a: \u0643\u064a\u0641 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629: \u0644\u0627 \u062a\u0642\u0644 \u0641\u0642\u0637 \\\"\u0623\u062d\u0630\u0641 \u0627\u0644\u0635\u0641\u0648\u0641.\\\" \u0627\u0634\u0631\u062d \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0648\u0639 \u0627\u0644\u0641\u0642\u062f (\u0639\u0634\u0648\u0627\u0626\u064a \u0623\u0645 \u0645\u0646\u0647\u062c\u064a) \u0648\u062d\u062c\u0645\u0647 \u0648\u0646\u0648\u0639 \u0627\u0644\u0645\u062a\u063a\u064a\u0631. \u0627\u0630\u0643\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0628\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0623\u0648 \u0627\u0644\u0648\u0633\u064a\u0637\u060c \u0648KNN Imputation\u060c \u0648Multiple Imputation\u060c \u0648\u0623\u0648\u0636\u062d \u0645\u062a\u0649 \u062a\u0633\u062a\u062e\u062f\u0645 \u0643\u0644 \u0648\u0627\u062d\u062f\u0629.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0631\u0627\u0628\u0639: \u0643\u064a\u0641 \u062a\u0642\u064a\u0651\u0645 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629: \u062a\u062c\u0627\u0648\u0632 \u0645\u062c\u0631\u062f \u0630\u0643\u0631 Accuracy. \u0646\u0627\u0642\u0634 Precision \u0648Recall \u0648F1-Score \u0648AUC-ROC \u0648\u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0643\u0644 \u0645\u0642\u064a\u0627\u0633 \u0623\u0646\u0633\u0628. \u0645\u062b\u0644\u064b\u0627: \u0641\u064a \u0646\u0638\u0627\u0645 \u0643\u0634\u0641 \u0627\u062d\u062a\u064a\u0627\u0644 \u0645\u0635\u0631\u0641\u064a\u060c Recall \u0623\u0647\u0645 \u0645\u0646 Precision \u0644\u0623\u0646 \u062a\u0641\u0648\u064a\u062a \u062d\u0627\u0644\u0629 \u0627\u062d\u062a\u064a\u0627\u0644 \u0623\u062e\u0637\u0631 \u0645\u0646 \u0625\u0646\u0630\u0627\u0631 \u0643\u0627\u0630\u0628.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062e\u0627\u0645\u0633: \u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Batch \u0648Stochastic \u0648Mini-batch Gradient Descent\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629: \u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0645\u0646 \u062d\u064a\u062b \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0648\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0627\u0634\u0631\u062d \u0644\u0645\u0627\u0630\u0627 Mini-batch \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0645\u0639 \u0630\u0643\u0631 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u062f\u0641\u0639\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629.\"\n      }\n    }\n  ]\n}\n<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0648\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 4 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026 \u0633\u0648\u0642 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627&#8230;<\/p>\n","protected":false},"author":30,"featured_media":30691,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_linkdex":"","_yoast_wpseo_content_score":"","_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_meta-robots-nofollow":"","_uag_custom_page_level_css":"","wpm_page_lang":"ar","_post_lang":"","footnotes":""},"categories":[3494],"tags":[3242,3241,3412,3239,3410,625,3411],"class_list":["post-30692","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ar-ai-hub","tag-ai-career","tag-ai-community","tag-ai-engineer-interview","tag-ai-hub","tag-ai-interview-questions","tag-ai-jobs","tag-ml-interview-prep"],"blocksy_meta":[],"yoast_seo":{"focus_keyphrase":"ai interview questions","seo_title":"\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0648\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627","meta_description":"\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0648\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 4 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026 \u0633\u0648\u0642 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627","noindex":"","nofollow":"","schema_article_type":"","schema_page_type":""},"uagb_featured_image_src":{"full":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4.jpg",1200,675,false],"thumbnail":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4-150x150.jpg",150,150,true],"medium":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4-300x169.jpg",300,169,true],"medium_large":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4-768x432.jpg",768,432,true],"large":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4.jpg",1200,675,false],"2048x2048":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/drjobpro-ai-hub-4.jpg",1200,675,false]},"uagb_author_info":{"display_name":"Adam Brooks","author_link":"https:\/\/blog.drjobpro.com\/ar\/author\/seo-admin\/"},"uagb_comment_info":0,"uagb_excerpt":"\u0623\u0633\u0626\u0644\u0629 \u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0648\u0643\u064a\u0641 \u062a\u062c\u064a\u0628 \u0628\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 4 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026 \u0633\u0648\u0642 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627...","_links":{"self":[{"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/posts\/30692","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/users\/30"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/comments?post=30692"}],"version-history":[{"count":2,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/posts\/30692\/revisions"}],"predecessor-version":[{"id":30826,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/posts\/30692\/revisions\/30826"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/media\/30691"}],"wp:attachment":[{"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/media?parent=30692"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/categories?post=30692"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.drjobpro.com\/ar\/wp-json\/wp\/v2\/tags?post=30692"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}