{"id":477525,"date":"2023-08-09T09:16:12","date_gmt":"2023-08-09T09:16:12","guid":{"rendered":""},"modified":"2023-09-05T11:14:52","modified_gmt":"2023-09-05T11:14:52","slug":"hyperparameter-tuning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/hyperparameter-tuning\/","title":{"rendered":"\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629"},"content":{"rendered":"<h2>\u0645\u0642\u062f\u0645\u0629<\/h2>\n<p>\u064a\u0639\u062f \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u062c\u0627\u0646\u0628\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0630\u064a \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629. \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0647\u064a \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u062a\u0645 \u062a\u0639\u0644\u0645\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0644\u0643\u0646 \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0642\u0628\u0644 \u0628\u062f\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u062a\u0624\u062b\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0642\u0627\u0631\u0628. \u064a\u0639\u062f \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0645\u0647\u0645\u0629 \u0635\u0639\u0628\u0629 \u062a\u062a\u0637\u0644\u0628 \u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u0648\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u062f\u0642\u064a\u0642\u0629.<\/p>\n<h2>\u0623\u0635\u0644 \u0636\u0628\u0637 Hyperparameter<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u0645\u0641\u0647\u0648\u0645 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0625\u0644\u0649 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u064a\u0645\u0643\u0646 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0641\u064a \u0623\u0639\u0645\u0627\u0644 \u0631\u0648\u0645\u064a\u0644\u0647\u0627\u0631\u062a \u0648\u0647\u064a\u0646\u062a\u0648\u0646 \u0648\u0648\u064a\u0644\u064a\u0627\u0645\u0632 \u0641\u064a \u0639\u0627\u0645 1986. \u0641\u064a \u0648\u0631\u0642\u062a\u0647\u0645 \u0627\u0644\u0628\u062d\u062b\u064a\u0629\u060c &quot;\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a&quot;\u060c \u0642\u062f\u0645\u0648\u0627 \u0645\u0641\u0647\u0648\u0645 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062d\u0631\u062c\u0629 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0636\u0628\u0637 Hyperparameter<\/h2>\n<p>\u064a\u0639\u062f \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0645\u0644\u064a\u0629 \u062a\u0643\u0631\u0627\u0631\u064a\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621 \u0644\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u062a\u0636\u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0644\u0644\u062a\u0646\u0642\u0644 \u0639\u0628\u0631 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b.<\/p>\n<p>\u064a\u062a\u0645 \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0645\u062b\u0644 \u0627\u0644\u062f\u0642\u0629 \u0623\u0648 \u0627\u0644\u062f\u0642\u0629 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0623\u0648 \u062f\u0631\u062c\u0629 F1 \u0623\u0648 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0631\u0628\u0639\u060c \u0645\u0646 \u0628\u064a\u0646 \u0623\u0645\u0648\u0631 \u0623\u062e\u0631\u0649. \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0647\u0648 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u062c \u0623\u0641\u0636\u0644 \u0642\u064a\u0645\u0629 \u0644\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0627\u0631.<\/p>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/strong>: \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0636\u0628\u0637\u0647\u0627 \u0648\u062a\u062d\u062f\u064a\u062f \u0646\u0637\u0627\u0642\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u062d\u062c\u0645 \u0627\u0644\u062f\u0641\u0639\u0629 \u0648\u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0633\u0631\u0628 \u0648\u0642\u0648\u0629 \u0627\u0644\u062a\u0646\u0638\u064a\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0631\u064a\u0641 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b<\/strong>: \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b. \u062a\u062d\u062f\u062f \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0646\u0637\u0627\u0642 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0623\u062e\u0630\u0647\u0627 \u0643\u0644 \u0645\u0639\u0644\u0645\u0629 \u062a\u0634\u0639\u0628\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646<\/strong>: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u064a\u0646\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>: \u0641\u064a \u0643\u0644 \u062a\u0643\u0631\u0627\u0631 \u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u0648\u064a\u062a\u0645 \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0626\u0647 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0635\u062d\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0625\u0646\u0647\u0627\u0621<\/strong>: \u062a\u0633\u062a\u0645\u0631 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u062d\u062a\u0649 \u064a\u062a\u0645 \u0627\u0633\u062a\u064a\u0641\u0627\u0621 \u0645\u0639\u064a\u0627\u0631 \u0625\u0646\u0647\u0627\u0621 \u0645\u0639\u064a\u0646\u060c \u0645\u062b\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a \u0623\u0648 \u062a\u0642\u0627\u0631\u0628 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/h2>\n<p>\u064a\u0648\u0641\u0631 \u0636\u0628\u0637 Hyperparameter \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647 \u0636\u0631\u0648\u0631\u064a\u064b\u0627 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u062a\u0637\u0648\u0631 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u064a\u0645\u0643\u0646 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0643\u0641\u0627\u0621\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f<\/strong>: \u064a\u062a\u064a\u062d \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0639\u0627\u0644 \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0641\u0631\u0637 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u062d\u062a\u0649 \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0645\u064a\u0645<\/strong>: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062a\u0645 \u0636\u0628\u0637\u0647 \u062c\u064a\u062f\u064b\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0645\u064a\u0645\u060c \u0645\u0645\u0627 \u062c\u0639\u0644\u0647 \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0642\u0646\u064a\u0629<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/td>\n<td>\u0628\u062d\u062b \u0634\u0627\u0645\u0644 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0645\u062c\u0645\u0648\u0639\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u062d\u062b \u0639\u0634\u0648\u0627\u0626\u064a<\/td>\n<td>\u0642\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0639\u064a\u0646\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0645\u0646 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0645\u0646 Grid Search.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0623\u0645\u062b\u0644 \u0628\u0627\u064a\u0632\u064a<\/td>\n<td>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0644\u0646\u0645\u0630\u062c\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0628\u062d\u062b \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0648\u0627\u0639\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u064a\u0646\u064a\u0629<\/td>\n<td>\u064a\u062d\u0627\u0643\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0621 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0645\u062f\u0649 \u0623\u062c\u064a\u0627\u0644 \u0645\u062a\u0639\u062f\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0637\u0648\u0631\u064a\u0629<\/td>\n<td>\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u0643\u0627\u0646 \u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0637\u0648\u0631.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629: \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<p>\u064a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0641\u0647\u0645 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a<\/strong>: \u0642\u062f \u064a\u0643\u0648\u0646 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0645\u0643\u0644\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0648\u0627\u0644\u062a\u0648\u0627\u0632\u064a \u0641\u064a \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0636\u0628\u0637\u0647\u0627 \u0628\u0634\u0643\u0644 \u0633\u064a\u0626 \u0625\u0644\u0649 \u0627\u0644\u062a\u062c\u0627\u0648\u0632\u060c \u062d\u064a\u062b \u064a\u0624\u062f\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u062f\u0627\u0621\u064b \u062c\u064a\u062f\u064b\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0644\u0643\u0646 \u0628\u0634\u0643\u0644 \u0633\u064a\u0626 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644 \u0625\u0644\u0649 \u062a\u062e\u0641\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0631\u064a\u0641 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0628\u062d\u062b<\/strong>: \u064a\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0645\u0633\u0627\u062d\u0629 \u0628\u062d\u062b \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0643\u0644 \u0645\u0639\u0644\u0645\u0629 \u062a\u0634\u0639\u0628\u064a\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0646\u0637\u0627\u0642\u0627\u062a \u0645\u0639\u0642\u0648\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<\/strong>: \u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u0628\u0639\u0636 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a \u0644\u062a\u062a\u0642\u0627\u0631\u0628. \u0648\u0641\u064a \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0645\u0628\u0643\u0631 \u0623\u0648 \u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a<\/h2>\n<p>\u0647\u0646\u0627\u060c \u0646\u0642\u0648\u0645 \u0628\u0645\u0642\u0627\u0631\u0646\u0629 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0645\u0639 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/td>\n<td>\u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a<\/td>\n<td>\u0639\u0645\u0644\u064a\u0629 \u062a\u0639\u0644\u0645 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/td>\n<td>\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0645\u062f\u0631\u0628 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646\u0641\u0635\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/td>\n<td>\u0639\u0645\u0644\u064a\u0629 \u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0645\u0633\u0628\u0642\u064b\u0627 \u0641\u064a \u0645\u0647\u0645\u0629 \u0630\u0627\u062a \u0635\u0644\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0648\u0630\u062c \u062c\u062f\u064a\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h2>\n<p>\u064a\u062d\u0645\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0648\u0627\u0639\u062f\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0636\u0628\u0637 \u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/strong>: \u0633\u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a (AutoML) \u0625\u0644\u0649 \u0623\u0633\u0627\u0644\u064a\u0628 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u062a\u062f\u062e\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0636\u0628\u0637<\/strong>: \u064a\u0645\u0643\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u062a\u0643\u064a\u064a\u0641 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0636\u0628\u0637 \u062e\u0627\u0635 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/strong>: \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u0642\u062f \u064a\u062a\u0645 \u062a\u062e\u0635\u064a\u0635 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0623\u062c\u0647\u0632\u0629 \u0645\u0639\u064a\u0646\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0648\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 OneProxy\u060c \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0645\u0645\u0627\u0631\u0633\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/p>\n<ul>\n<li>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u0633\u0631\u0639 \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/li>\n<li>\u062c\u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0634\u0643\u0644 \u0645\u062c\u0647\u0648\u0644 \u0645\u0646 \u0623\u062c\u0644 \u062a\u0639\u0645\u064a\u0645 \u0623\u0641\u0636\u0644.<\/li>\n<li>\u0645\u0646\u0639 \u062d\u0638\u0631 IP \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u062f\u0644 \u0623\u062b\u0646\u0627\u0621 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629.<\/li>\n<\/ul>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0632\u064a\u062f \u062d\u0648\u0644 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u0631\u0627\u062c\u0639 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/grid_search.html\" target=\"_new\" rel=\"noopener nofollow\">Scikit-Learn \u2013 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/a><\/li>\n<li><a href=\"https:\/\/keras.io\/keras_tuner\/\" target=\"_new\" rel=\"noopener nofollow\">Keras Tuner \u2013 \u0645\u0643\u062a\u0628\u0629 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/a><\/li>\n<li><a href=\"https:\/\/hyperopt.github.io\/hyperopt\/\" target=\"_new\" rel=\"noopener nofollow\">Hyperopt \u2013 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629<\/a><\/li>\n<li><a href=\"https:\/\/automl.github.io\/auto-sklearn\/master\/\" target=\"_new\" rel=\"noopener nofollow\">Auto-Sklearn \u2013 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/privacy\/\" target=\"_new\" rel=\"noopener\">\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0648\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468585,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477525","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Hyperparameter tuning: Enhancing Performance through Optimization<\/mark>","faq_items":[{"question":"What is hyperparameter tuning?","answer":"<p>Hyperparameter tuning is a crucial process in machine learning that involves optimizing the configuration settings, known as hyperparameters, to improve model performance. These hyperparameters significantly influence how well the model learns and generalizes from the training data.<\/p>"},{"question":"How does hyperparameter tuning work?","answer":"<p>Hyperparameter tuning is an iterative process that starts with selecting the hyperparameters to tune. A search space is defined, which determines the possible ranges for each hyperparameter. Optimization algorithms then explore this search space to find the best combination of hyperparameters that yield the highest model performance, as evaluated on a validation set.<\/p>"},{"question":"What are the key features of hyperparameter tuning?","answer":"<p>Hyperparameter tuning offers several benefits, including enhanced model performance, resource efficiency, flexibility across various models, and improved generalization.<\/p>"},{"question":"What types of hyperparameter tuning exist?","answer":"<p>There are different types of hyperparameter tuning techniques, including:<\/p><ul><li>Grid Search: An exhaustive search over predefined hyperparameter values.<\/li><li>Random Search: Randomly samples hyperparameters from the search space.<\/li><li>Bayesian Optimization: Uses Bayesian inference to guide the search.<\/li><li>Genetic Algorithms: Mimics natural selection to evolve hyperparameter sets.<\/li><li>Evolutionary Strategies: Population-based optimization inspired by evolution.<\/li><\/ul>"},{"question":"How can hyperparameter tuning be used effectively?","answer":"<p>Hyperparameter tuning can be computationally complex and prone to overfitting. To use it effectively, consider:<\/p><ul><li>Employing distributed computing and parallelization for faster optimization.<\/li><li>Using cross-validation to avoid overfitting.<\/li><li>Defining an appropriate search space based on domain expertise and experimentation.<\/li><li>Employing early stopping or surrogate models to manage limited resources.<\/li><\/ul>"},{"question":"What are the future perspectives of hyperparameter tuning?","answer":"<p>The future of hyperparameter tuning is promising with automated techniques, reinforcement learning-based tuning, and hardware-specific optimization on the horizon.<\/p>"},{"question":"How are proxy servers associated with hyperparameter tuning?","answer":"<p>Proxy servers, such as those offered by OneProxy, can greatly benefit hyperparameter tuning. They provide access to distributed computing resources, enable anonymous data collection, and prevent IP blocking or rate limiting during data collection.<\/p>"},{"question":"Where can I find more resources on hyperparameter tuning?","answer":"<p>For more information on hyperparameter tuning, machine learning, and optimization, check out the following links:<\/p><ol><li>Scikit-learn - Hyperparameter Tuning: <a href=\"https:\/\/scikit-learn.org\/stable\/modules\/grid_search.html\" target=\"_new\">link<\/a><\/li><li>Keras Tuner - Hyperparameter Tuning Library: <a href=\"https:\/\/keras.io\/keras_tuner\/\" target=\"_new\">link<\/a><\/li><li>Hyperopt - Distributed Asynchronous Hyperparameter Optimization: <a href=\"https:\/\/hyperopt.github.io\/hyperopt\/\" target=\"_new\">link<\/a><\/li><li>Auto-Sklearn - Automated Machine Learning: <a href=\"https:\/\/automl.github.io\/auto-sklearn\/master\/\" target=\"_new\">link<\/a><\/li><li>Proxy Servers and Data Privacy: <a href=\"https:\/\/oneproxy.pro\/privacy\" target=\"_new\">link<\/a><\/li><\/ol>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477525","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477525\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468585"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477525"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}