{"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\/ir\/wiki\/hyperparameter-tuning\/","title":{"rendered":"\u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06cc\u06a9 \u062c\u0646\u0628\u0647 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f 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\u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/strong>: \u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644 \u0634\u0627\u0645\u0644 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u062f\u0627\u0645 \u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0648 \u062a\u0639\u0631\u06cc\u0641 \u0645\u062d\u062f\u0648\u062f\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a. \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647\u060c 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\u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc\u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u06cc\u0632\u06cc \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0698\u0646\u062a\u06cc\u06a9.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0646\u062c\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f<\/strong>: \u062f\u0631 \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u0645\u062f\u0644 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0636\u0648\u0627\u0628\u0637 \u062e\u0627\u062a\u0645\u0647<\/strong>: \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f \u06a9\u0647 \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u062e\u0627\u062a\u0645\u0647 \u0645\u0634\u062e\u0635\u060c \u0645\u0627\u0646\u0646\u062f \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631 \u06cc\u0627 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0645\u0639\u06cc\u0627\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/h2>\n<p>\u062a\u0646\u0638\u06cc\u0645 Hyperparameter \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0636\u0631\u0648\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644<\/strong>: \u0628\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062f\u0642\u062a \u0648 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0647\u0631\u0647 \u0648\u0631\u06cc \u0645\u0646\u0627\u0628\u0639<\/strong>: \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627 \u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u062f\u0644\u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0633\u0646\u062a\u06cc \u062a\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0645\u06cc\u0645 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u062a\u0639\u0645\u06cc\u0645 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/h2>\n<p>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u06a9\u0646\u06cc\u06a9<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647<\/td>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u062c\u0627\u0645\u0639 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628.<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc<\/td>\n<td>\u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0641\u0636\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0631\u06cc\u062f \u0628\u0627\u0634\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u06cc\u0632\u06cc<\/td>\n<td>\u0627\u0632 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u06cc\u0632\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0648 \u062a\u0645\u0631\u06a9\u0632 \u062c\u0633\u062a\u062c\u0648 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0698\u0646\u062a\u06cc\u06a9<\/td>\n<td>\u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u06a9\u0627\u0645\u0644 \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0633\u0644 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u062a\u06a9\u0627\u0645\u0644\u06cc<\/td>\n<td>\u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062c\u0645\u0639\u06cc\u062a \u0628\u0627 \u0627\u0644\u0647\u0627\u0645 \u0627\u0632 \u0646\u0638\u0631\u06cc\u0647 \u062a\u06a9\u0627\u0645\u0644.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631: \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0648\u062b\u0631 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0633\u062a\u0644\u0632\u0645 \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0648 \u062f\u0631\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong>: \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06af\u0631\u0627\u0646 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0648 \u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/strong>: \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0636\u0639\u06cc\u0641 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u0634\u0648\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0631\u062f \u0627\u0645\u0627 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\u0627\u0635\u0637\u0644\u0627\u062d<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/td>\n<td>\u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646.<\/td>\n<\/tr>\n<tr>\n<td>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/td>\n<td>\u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 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\u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/strong>: \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 (AutoML) \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631\u06cc \u0645\u0646\u062c\u0631 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u062f\u0627\u062e\u0644\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc<\/strong>: \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u06a9\u0627\u0631\u0622\u0645\u062f \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0628\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u062e\u0627\u0635<\/strong>: \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u062e\u0627\u0635 \u062a\u0646\u0638\u06cc\u0645 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 OneProxy\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc\u060c \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631.<\/li>\n<li>\u0628\u0647 \u0637\u0648\u0631 \u0646\u0627\u0634\u0646\u0627\u0633 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0633\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 IP \u06cc\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631.<\/li>\n<\/ul>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc\u060c \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/grid_search.html\" target=\"_new\" rel=\"noopener nofollow\">Scikit-Learn \u2013 \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/a><\/li>\n<li><a href=\"https:\/\/keras.io\/keras_tuner\/\" target=\"_new\" rel=\"noopener nofollow\">Keras Tuner \u2013 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0646\u0638\u06cc\u0645 Hyperparameter<\/a><\/li>\n<li><a href=\"https:\/\/hyperopt.github.io\/hyperopt\/\" target=\"_new\" rel=\"noopener nofollow\">Hyperopt \u2013 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647<\/a><\/li>\n<li><a href=\"https:\/\/automl.github.io\/auto-sklearn\/master\/\" target=\"_new\" rel=\"noopener nofollow\">Auto-Sklearn \u2013 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ir\/privacy\/\" target=\"_new\" rel=\"noopener\">\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/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\/ir\/wp-json\/wp\/v2\/wiki\/477525","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477525\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468585"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477525"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}