{"id":475945,"date":"2023-08-09T07:24:43","date_gmt":"2023-08-09T07:24:43","guid":{"rendered":""},"modified":"2023-09-05T11:11:40","modified_gmt":"2023-09-05T11:11:40","slug":"autoencoders","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/autoencoders\/","title":{"rendered":"\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631"},"content":{"rendered":"<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0636\u0631\u0648\u0631\u06cc \u0648 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0622\u0646\u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f \u062f\u0631 \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u062d\u062a\u06cc \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0644\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u062f\u0647\u0647 1980 \u0628\u0627 \u062a\u0648\u0633\u0639\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u067e\u0641\u06cc\u0644\u062f\u060c \u06a9\u0647 \u067e\u06cc\u0634\u0631\u0648\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062f\u0631\u0646 \u0628\u0648\u062f\u060c \u0633\u0631\u0686\u0634\u0645\u0647 \u06af\u0631\u0641\u062a. \u0627\u0648\u0644\u06cc\u0646 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0627\u06cc\u062f\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u0645\u0637\u0631\u062d \u06a9\u0631\u062f \u062a\u0648\u0633\u0637 \u0631\u0648\u0645\u0644\u0647\u0627\u0631\u062a \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u0634 \u062f\u0631 \u0633\u0627\u0644 1986 \u0648 \u062f\u0631 \u0631\u0648\u0632\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0648\u062f. \u0627\u0635\u0637\u0644\u0627\u062d \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0639\u062f\u0627\u064b \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u060c \u0632\u06cc\u0631\u0627 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u0634\u0631\u0648\u0639 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u062e\u0648\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062e\u0648\u062f \u06a9\u0631\u062f\u0646\u062f. \u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u062c\u062f\u06cc\u062f \u062d\u06cc\u0627\u062a \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0647\u200c\u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc\u060c \u06a9\u0627\u0647\u0634 \u0646\u0648\u06cc\u0632\u060c \u0648 \u062d\u062a\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE) \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0627\u0634\u062a\u0647\u200c\u0627\u0646\u062f.<\/p>\n<h2>\u06a9\u0627\u0648\u0634 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u0648\u0639\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0641\u0634\u0631\u062f\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0648\u0631\u0648\u062f\u06cc \u0627\u0635\u0644\u06cc \u0631\u0627 \u062a\u0627 \u062d\u062f \u0627\u0645\u06a9\u0627\u0646 \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0634\u0627\u0645\u0644 \u062f\u0648 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a: \u06cc\u06a9 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u06a9\u062f \u0641\u0634\u0631\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0631\u0645\u0632\u06af\u0634\u0627 \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0627\u0635\u0644\u06cc \u0631\u0627 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0647\u062f\u0641 \u06cc\u06a9 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u062a\u0641\u0627\u0648\u062a (\u06cc\u0627 \u062e\u0637\u0627) \u0628\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc \u0627\u0635\u0644\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u0632\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0636\u0631\u0648\u0631\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u06a9\u062f \u0641\u0634\u0631\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0645\u0648\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u063a\u0644\u0628 \u0627\u0628\u0639\u0627\u062f \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/h2>\n<p>\u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0632 \u0633\u0647 \u0628\u062e\u0634 \u0627\u0635\u0644\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631:<\/strong> \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0641\u0634\u0631\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0641\u0634\u0631\u062f\u0647 \u062f\u0631 \u0627\u0628\u0639\u0627\u062f \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062a\u0635\u0648\u06cc\u0631 \u0641\u0634\u0631\u062f\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u062e\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0646\u06af\u0646\u0627:<\/strong> \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0628\u06cc\u0646 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0648 \u0631\u0645\u0632\u06af\u0634\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0646\u0645\u0627\u06cc\u0634 \u0641\u0634\u0631\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0628\u0639\u062f \u0645\u0645\u06a9\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0634\u0627:<\/strong> \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0634\u0628\u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0634\u06a9\u0644 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0622\u0646 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0628\u0627 \u0636\u0631\u0631 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0627\u0635\u0644\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0627\u06af\u0631 \u0628\u0639\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0632 \u0628\u0639\u062f \u0648\u0631\u0648\u062f\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0646\u0648\u0631\u0648\u0646 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u062e\u0627\u0635 (\u062a\u0639\u062f\u0627\u062f \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u060c \u062a\u0639\u062f\u0627\u062f \u0646\u0648\u0631\u0648\u0646\u200c\u0647\u0627 \u062f\u0631 \u0647\u0631 \u0644\u0627\u06cc\u0647 \u0648 \u063a\u06cc\u0631\u0647) \u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Autoencoder<\/h2>\n<ul>\n<li>\n<p><strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635:<\/strong> \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f \u06a9\u0647 \u0645\u062e\u062a\u0635 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u0646\u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0627\u062e\u062a:<\/strong> \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc &quot;\u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647&quot; \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0627\u0632 \u062f\u0633\u062a \u0645\u06cc\u200c\u0631\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0638\u0627\u0631\u062a \u0646\u0634\u062f\u0647:<\/strong> \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0647\u0633\u062a\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0648\u0627\u0636\u062d \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f:<\/strong> \u0622\u0646\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f PCA \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/h2>\n<p>\u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u06cc \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0631\u0627\u06cc\u062c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648\u0627\u0646\u06cc\u0644:<\/strong> \u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u067e\u06cc\u0634\u062e\u0648\u0631 \u0648 \u063a\u06cc\u0631 \u0639\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06cc\u0647 \u067e\u0631\u0633\u067e\u062a\u0631\u0648\u0646 \u0686\u0646\u062f \u0644\u0627\u06cc\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0686\u0646\u062f \u0644\u0627\u06cc\u0647:<\/strong> \u0627\u06af\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0628\u0631\u0627\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f\u060c \u06cc\u06a9 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644:<\/strong> \u0627\u06cc\u0646 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0647 \u062c\u0627\u06cc \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0627\u0632 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647:<\/strong> \u0627\u06cc\u0646 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0642\u0648\u06cc \u062a\u0631\u060c \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u0628\u0631 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u062a\u062d\u0645\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631:<\/strong> \u0627\u06cc\u0646 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u062e\u0631\u0627\u0628 \u0622\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0646\u0648\u06cc\u0632 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE):<\/strong> VAE \u0647\u0627 \u0646\u0648\u0639\u06cc \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0644\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ol>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631<\/th>\n<th>\u0645\u0634\u062e\u0635\u0627\u062a<\/th>\n<th>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0639\u0645\u0648\u0644\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0648\u0627\u0646\u06cc\u0644<\/td>\n<td>\u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644\u060c \u0634\u0628\u06cc\u0647 \u067e\u0631\u0633\u067e\u062a\u0631\u0648\u0646 \u0686\u0646\u062f\u0644\u0627\u06cc\u0647<\/td>\n<td>\u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0627\u0633\u0627\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0686\u0646\u062f \u0644\u0627\u06cc\u0647<\/td>\n<td>\u0686\u0646\u062f\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc<\/td>\n<td>\u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644<\/td>\n<td>\u0627\u0632 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631\u060c \u06a9\u0627\u0647\u0634 \u0646\u0648\u06cc\u0632 \u062a\u0635\u0648\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/td>\n<td>\u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0631\u0627 \u0628\u0631 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u062a\u062d\u0645\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0632 \u0632\u062f\u0627\u06cc\u06cc<\/td>\n<td>\u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u062e\u0631\u0627\u0628 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a<\/td>\n<td>\u06a9\u0627\u0647\u0634 \u0633\u0631 \u0648 \u0635\u062f\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062a\u063a\u06cc\u0631<\/td>\n<td>\u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0646\u0647\u0641\u062a\u0647 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0644\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631: \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u062a\u0631\u0627\u06a9\u0645 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627:<\/strong> \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0646\u06af \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631:<\/strong> \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0633\u06cc\u0627\u0647 \u0648 \u0633\u0641\u06cc\u062f \u0628\u0647 \u0631\u0646\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc:<\/strong> \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc &quot;\u0639\u0627\u062f\u06cc&quot;\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0647\u0627 \u0628\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062e\u0637\u0627\u06cc \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631:<\/strong> \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f\u060c \u0641\u0631\u0622\u06cc\u0646\u062f\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f:<\/strong> \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0622\u0645\u0627\u0631\u06cc \u0645\u0634\u0627\u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062d\u0633\u0627\u0633 \u0628\u0627\u0634\u0646\u062f. \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u0628 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p>\u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 (\u06cc\u0639\u0646\u06cc \u062a\u0639\u062f\u0627\u062f \u0644\u0627\u06cc\u0647\u200c\u0647\u0627 \u0648 \u062a\u0639\u062f\u0627\u062f \u06af\u0631\u0647\u200c\u0647\u0627 \u062f\u0631 \u0647\u0631 \u0644\u0627\u06cc\u0647) \u0628\u0633\u06cc\u0627\u0631 \u062e\u0627\u0635 \u0645\u0633\u0626\u0644\u0647 \u0627\u0633\u062a \u0648 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0646\u0645\u0627\u06cc\u0634 \u0641\u0634\u0631\u062f\u0647 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0646\u06cc\u0633\u062a\u060c \u0628\u0631\u062e\u0644\u0627\u0641 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f PCA.<\/p>\n<\/li>\n<li>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634 \u062d\u0633\u0627\u0633 \u0628\u0627\u0634\u0646\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0638\u0631\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0631\u062f\u060c \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u06a9\u0646\u06cc\u06a9<\/th>\n<th>\u0646\u0638\u0627\u0631\u062a \u0646\u0634\u062f\u0647<\/th>\n<th>\u063a\u06cc\u0631 \u062e\u0637\u06cc<\/th>\n<th>\u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc<\/th>\n<th>\u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0645\u0648\u0644\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0628\u0644\u0647 (\u0627\u0646\u06a9\u0648\u062f\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647)<\/td>\n<td>\u0628\u0644\u0647 (VAEs)<\/td>\n<\/tr>\n<tr>\n<td>PCA<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>t-SNE<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>K-\u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0635\u0644\u0627\u062d \u0648 \u0628\u0647\u0628\u0648\u062f \u0647\u0633\u062a\u0646\u062f. \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u0642\u0634 \u0645\u0647\u0645 \u062a\u0631\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0648 \u0646\u06cc\u0645\u0647 \u0646\u0638\u0627\u0631\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0648 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0631\u0632\u0647\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (RL) \u0627\u0633\u062a. \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc RL \u0631\u0627 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u06a9\u0646\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0627\u062f\u063a\u0627\u0645 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GANs)\u060c \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h2>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc<\/h2>\n<p>\u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u0639\u0645\u062f\u062a\u0627\u064b \u0645\u062a\u0646\u06cc \u0627\u0633\u062a. \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0648\u0627\u0633\u0637\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u0646\u0627\u0628\u0639 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0647\u0633\u062a\u0646\u062f \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc\u060c \u06a9\u0646\u062a\u0631\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0646\u062f\u0647\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0633\u0631\u0648\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0634\u062f \u06a9\u0647 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0647\u0627 \u062f\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 VPN \u06cc\u0627 \u062f\u06cc\u06af\u0631 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u06cc\u0645\u0646 \u0627\u0633\u062a\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc \u06cc\u0627 \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc \u062f\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f \u0648 \u0628\u0647 \u0627\u0645\u0646\u06cc\u062a \u0634\u0628\u06a9\u0647 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0627\u0648\u0634 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 Autoencoder\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>\n<p><a href=\"https:\/\/www.deeplearningbook.org\/contents\/autoencoders.html\" target=\"_new\" rel=\"noopener nofollow\">\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a> \u2013 \u06a9\u062a\u0627\u0628 \u062f\u0631\u0633\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0646\u0648\u0634\u062a\u0647 \u06af\u0648\u062f\u0641\u0644\u0648\u060c \u0628\u0646\u062c\u06cc\u0648 \u0648 \u06a9\u0648\u0631\u0648\u06cc\u0644.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/blog.keras.io\/building-autoencoders-in-keras.html\" target=\"_new\" rel=\"noopener nofollow\">\u0633\u0627\u062e\u062a \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u06a9\u0631\u0627\u0633<\/a> \u2013 \u0622\u0645\u0648\u0632\u0634 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0631 Keras.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/wiseodd.github.io\/techblog\/2016\/12\/10\/variational-autoencoder\/\" target=\"_new\" rel=\"noopener nofollow\">\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631: \u0634\u0647\u0648\u062f \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<\/a> - \u062a\u0648\u0636\u06cc\u062d \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Autoencoder \u0647\u0627\u06cc \u0645\u062a\u063a\u06cc\u0631.<\/p>\n<\/li>\n<li>\n<p><a href=\"http:\/\/deeplearning.stanford.edu\/tutorial\/supervised\/FeatureExtractionUsingConvolution\/\" target=\"_new\" rel=\"noopener nofollow\">\u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647<\/a> \u2013 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/understanding-variational-autoencoders-vaes-f70510919f73\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE)<\/a> \u2013 \u0645\u0642\u0627\u0644\u0647 \u062c\u0627\u0645\u0639 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0632 Towards Data Science.<\/p>\n<\/li>\n<\/ol>","protected":false},"featured_media":467668,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475945","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Autoencoders: Unsupervised Learning and Data Compression<\/mark>","faq_items":[{"question":"What are Autoencoders?","answer":"<p>Autoencoders are a class of artificial neural networks used primarily for unsupervised learning tasks. They function by encoding input data into a compressed representation and then reconstructing the original input as accurately as possible from this representation. This process involves two primary components: an encoder and a decoder. Autoencoders are particularly useful for tasks such as dimensionality reduction, feature learning, and generative modeling.<\/p>"},{"question":"What is the history of Autoencoders?","answer":"<p>The concept of autoencoders originated in the 1980s with the development of the Hopfield Network. The term 'autoencoder' came into use as scientists started recognizing the unique self-encoding capabilities of these networks. Over the years, particularly with the advent of deep learning, autoencoders have found extensive use in areas like anomaly detection, noise reduction, and generative models.<\/p>"},{"question":"How does an Autoencoder work?","answer":"<p>An autoencoder works by encoding the input data into a compressed representation and then reconstructing the original input from this representation. This process involves two main components: an encoder, which transforms the input data into a compact code, and a decoder, which reconstructs the original input from the code. The objective of an autoencoder is to minimize the difference (or error) between the original input and the reconstructed output.<\/p>"},{"question":"What are the key features of Autoencoders?","answer":"<p>Autoencoders are data-specific, implying that they won't encode data for which they were not trained. They are also lossy, meaning that some information is always lost in the encoding process. Autoencoders are an unsupervised learning technique as they do not require explicit labels to learn the representation. Finally, they are often used for dimensionality reduction, where they can learn non-linear transformations of the data.<\/p>"},{"question":"What are the different types of Autoencoders?","answer":"<p>Several types of autoencoders exist, including Vanilla Autoencoder, Multilayer Autoencoder, Convolutional Autoencoder, Sparse Autoencoder, Denoising Autoencoder, and Variational Autoencoder (VAE). Each type of autoencoder has its unique characteristics and applications, ranging from basic dimensionality reduction to complex tasks like image recognition, feature selection, noise reduction, and generative modeling.<\/p>"},{"question":"How are Autoencoders used?","answer":"<p>Autoencoders have several applications, including data compression, image colorization, anomaly detection, denoising images, and generating new data. However, they can also pose challenges such as sensitivity to input data scale, difficulty determining the ideal architecture, the lack of interpretability of the compressed representation, and susceptibility to overfitting.<\/p>"},{"question":"How do Autoencoders compare with other techniques?","answer":"<p>Autoencoders are compared with other dimensionality reduction and unsupervised learning techniques based on several factors, including whether the technique is unsupervised, its ability to learn non-linear transformations, in-built feature selection capabilities, and whether it has generative capabilities. Compared to techniques like PCA, t-SNE, and K-means clustering, autoencoders often offer superior flexibility and performance, particularly in tasks involving non-linear transformations and generative modeling.<\/p>"},{"question":"What are the future perspectives on Autoencoders?","answer":"<p>Autoencoders are expected to play a significant role in future unsupervised and semi-supervised learning, anomaly detection, and generative modeling. Combining autoencoders with reinforcement learning or other generative models like Generative Adversarial Networks (GANs) is a promising avenue for creating more powerful generative models.<\/p>"},{"question":"How can Autoencoders be used with Proxy Servers?","answer":"<p>While autoencoders do not directly enhance the capabilities of a proxy server, they can be useful in systems where a proxy server is part of the network. Autoencoders can be used for data compression or for detecting anomalies in network traffic in such systems. Additionally, in the context of VPNs or other secure proxy servers, autoencoders could potentially be used to detect unusual or anomalous patterns in network traffic.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475945","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\/475945\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467668"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=475945"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}