{"id":479499,"date":"2023-08-09T10:40:54","date_gmt":"2023-08-09T10:40:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:57","modified_gmt":"2023-09-05T11:18:57","slug":"variational-autoencoders","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/variational-autoencoders\/","title":{"rendered":"\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631"},"content":{"rendered":"<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAEs) \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u0646\u062f. \u0622\u0646\u0647\u0627 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a \u0647\u0633\u062a\u0646\u062f \u0648 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u062c\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u062c\u0644\u0628 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f. VAE \u0647\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u06a9\u0645 \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 Variational \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 Kingma \u0648 Welling \u062f\u0631 \u0633\u0627\u0644 2013 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0646\u062f. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f\u060c &quot;Auto-Encoding Variational Bayes&quot;\u060c \u0622\u0646\u0647\u0627 \u0645\u0641\u0647\u0648\u0645 VAEs \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0633\u0637 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0633\u0646\u062a\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062a\u063a\u06cc\u0631 \u0648 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0631\u062f \u0648 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0646\u0647\u0641\u062a\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631<\/h2>\n<h3>\u06af\u0633\u062a\u0631\u0634 \u0645\u0628\u062d\u062b \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631<\/h3>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0627 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0648 \u0633\u067e\u0633 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0622\u0646 \u0628\u0647 \u0641\u0636\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u067e\u0634\u062a VAE \u0647\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0633\u0627\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0648\u0644\u06cc\u062f \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc VAE \u0647\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0648\u0644\u06cc\u062f\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\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 \u0645\u062a\u063a\u06cc\u0631<\/h2>\n<h3>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 Variational<\/h3>\n<p>\u0645\u0639\u0645\u0627\u0631\u06cc \u06cc\u06a9 VAE \u0627\u0632 \u062f\u0648 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a: \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0648 \u0631\u0645\u0632\u06af\u0634\u0627.<\/p>\n<ol>\n<li>\n<p>\u0631\u0645\u0632\u06af\u0630\u0627\u0631: \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0648 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u06cc\u06a9 \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062a\u0631\u0641\u0646\u062f Reparameterization: \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631 \u0648 \u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f\u060c \u0627\u0632 \u062a\u0631\u0641\u0646\u062f reparameterization \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0647 \u062c\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646\u060c \u0645\u062f\u0644 \u0627\u0632 \u06cc\u06a9 \u062a\u0648\u0632\u06cc\u0639 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u06af\u0627\u0648\u0633\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0648 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u060c \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0648 \u062c\u0627\u0628\u062c\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0631\u0645\u0632\u06af\u0634\u0627: \u0631\u0645\u0632\u06af\u0634\u0627 \u0628\u0631\u062f\u0627\u0631 \u067e\u0646\u0647\u0627\u0646 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0627\u0632 \u0622\u0646 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062a\u0627\u0628\u0639 \u0647\u062f\u0641 VAE \u0634\u0627\u0645\u0644 \u062f\u0648 \u0639\u0628\u0627\u0631\u062a \u0627\u0635\u0644\u06cc \u0627\u0633\u062a: \u0636\u0631\u0631 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc\u060c \u06a9\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0648 \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc KL\u060c \u06a9\u0647 \u062a\u0648\u0632\u06cc\u0639 \u067e\u0646\u0647\u0627\u0646 \u0622\u0645\u0648\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u06af\u0627\u0648\u0633\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0634\u0648\u062f.<\/p>\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 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631<\/h2>\n<ul>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u0648\u0644\u062f<\/strong>: VAE \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647\u060c \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f\u060c \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0641\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0641\u0633\u06cc\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc<\/strong>VAE \u06cc\u06a9 \u062a\u0641\u0633\u06cc\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u06a9\u0647 \u062a\u062e\u0645\u06cc\u0646 \u0639\u062f\u0645 \u0642\u0637\u0639\u06cc\u062a \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u062a\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0645 \u0634\u062f\u0647 \u06cc\u0627 \u067e\u0631 \u0633\u0631 \u0648 \u0635\u062f\u0627 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc \u0633\u0627\u0632\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u0647\u0641\u062a\u0647 \u0641\u0634\u0631\u062f\u0647<\/strong>: VAE \u0647\u0627 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0646\u0647\u0641\u062a\u0647 \u0641\u0634\u0631\u062f\u0647 \u0648 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u0646\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0631\u0648\u0646 \u06cc\u0627\u0628\u06cc \u0635\u0627\u0641 \u0628\u06cc\u0646 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\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 \u0645\u062a\u063a\u06cc\u0631<\/h2>\n<p>VAE \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u062f \u0648 \u06af\u0633\u062a\u0631\u0634 \u062f\u0627\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062a\u062f\u0627\u0648\u0644 VAE \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0634\u0631\u0637\u06cc (CVAE)<\/strong>: \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u06cc\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0645\u06a9\u06cc\u060c \u0634\u0631\u0637\u06cc \u06a9\u0646\u0646\u062f. CVAE \u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0634\u0631\u0637\u06cc \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0645\u062a\u062e\u0627\u0635\u0645 (AVAE)<\/strong>: AVAE \u0647\u0627 VAE \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN) \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u0646\u062f \u062a\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0632 \u0647\u0645 \u06af\u0633\u0633\u062a\u0647<\/strong>: \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0647\u0627\u06cc \u062a\u0641\u06a9\u06cc\u06a9 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u0628\u0639\u062f \u0627\u0632 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc \u06cc\u0627 \u0648\u06cc\u0698\u06af\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0646\u06cc\u0645\u0647 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647<\/strong>: VAE \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u06cc\u0645\u0647 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062a\u0646\u0647\u0627 \u0628\u062e\u0634 \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06af\u0633\u062a\u0631\u0634 \u062f\u0627\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \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\u062a\u063a\u06cc\u0631\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h2>\n<p>VAE\u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0646\u0647\u0641\u062a\u0647 \u0641\u0634\u0631\u062f\u0647\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627\u06cc\u062c \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/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>: \u0627\u0632 VAE \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u062d\u0641\u0638 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631<\/strong>: VAE \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062c\u062f\u06cc\u062f\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc<\/strong>: \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0647 VAE \u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0647\u0627 \u06cc\u0627 \u0646\u0642\u0627\u0637 \u067e\u0631\u062a \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VAE:<\/p>\n<ul>\n<li>\n<p><strong>\u062d\u0627\u0644\u062a \u062c\u0645\u0639 \u06a9\u0631\u062f\u0646<\/strong>: \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f\u060c VAE \u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u062d\u0627\u0644\u062a\u060c \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062a\u0627\u0631 \u06cc\u0627 \u063a\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f. \u0645\u062d\u0642\u0642\u0627\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0622\u0646\u06cc\u0644 \u0634\u062f\u0647 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646<\/strong>: \u062a\u0641\u0633\u06cc\u0631 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 VAE \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0628\u0627\u0634\u062f. VAE \u0647\u0627\u06cc \u062c\u062f\u0627 \u0634\u062f\u0647 \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062a\u062c\u0633\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647\u062a\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th><strong>\u0645\u0634\u062e\u0635\u0647<\/strong><\/th>\n<th><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE)<\/strong><\/th>\n<th><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/strong><\/th>\n<th><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN)<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0645\u062f\u0644 \u0645\u0648\u0644\u062f<\/strong><\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0641\u0636\u0627\u06cc \u0646\u0647\u0641\u062a\u0647<\/strong><\/td>\n<td>\u0645\u0633\u062a\u0645\u0631 \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc<\/td>\n<td>\u0645\u062f\u0627\u0648\u0645<\/td>\n<td>\u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u062f\u0641\u06cc<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0647\u062f\u0641 \u0622\u0645\u0648\u0632\u0634\u06cc<\/strong><\/td>\n<td>\u0628\u0627\u0632\u0633\u0627\u0632\u06cc + KL Divergence<\/td>\n<td>\u0628\u0627\u0632\u0633\u0627\u0632\u06cc<\/td>\n<td>\u0628\u0627\u0632\u06cc Minimax<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u062e\u0645\u06cc\u0646 \u0639\u062f\u0645 \u0642\u0637\u0639\u06cc\u062a<\/strong><\/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><strong>\u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647<\/strong><\/td>\n<td>\u0628\u0647\u062a\u0631<\/td>\n<td>\u062f\u0634\u0648\u0627\u0631<\/td>\n<td>\u062f\u0634\u0648\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646<\/strong><\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062f\u0634\u0648\u0627\u0631<\/td>\n<td>\u062f\u0634\u0648\u0627\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631\u060c \u0628\u0627 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u062f\u0627\u0648\u0645 \u0628\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u0647\u0627\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062c\u0647\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647<\/strong>: \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u0627\u0635\u0644\u0627\u062d \u0645\u0639\u0645\u0627\u0631\u06cc VAE \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 \u0645\u062a\u0646\u0648\u0639 \u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u0647\u0627\u06cc \u0627\u0632 \u0647\u0645 \u06af\u0633\u06cc\u062e\u062a\u0647<\/strong>: \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0647\u0627\u06cc \u062c\u062f\u0627 \u0634\u062f\u0647 \u06a9\u0646\u062a\u0631\u0644 \u0648 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0648\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u06cc\u0628\u0631\u06cc\u062f\u06cc<\/strong>: \u062a\u0631\u06a9\u06cc\u0628 VAE \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0645\u0627\u0646\u0646\u062f GAN \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062c\u062f\u06cc\u062f \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u0646\u062c\u0631 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0645\u0631\u062a\u0628\u0637 \u06a9\u0631\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u063a\u06cc\u0631\u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0645\u0631\u062a\u0628\u0637 \u0634\u0648\u0646\u062f. VAE\u0647\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0646\u0642\u0634 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0631\u0641\u0639 \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 VAE \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0646\u062a\u0642\u0627\u0644 \u0622\u0646 \u0628\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c VAE \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0633\u0645\u062a \u0633\u0631\u0648\u06cc\u0633 \u06af\u06cc\u0631\u0646\u062f\u0647 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0631\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u0641\u0634\u0631\u062f\u0647 \u062e\u0627\u0631\u062c \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631<\/strong>: \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u062d\u0648\u06cc\u0644 \u0645\u062d\u062a\u0648\u0627\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 VAE \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0633\u0631\u06cc\u0639 \u0645\u062d\u062a\u0648\u0627\u06cc \u06a9\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 VAE \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647\u200c\u0627\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u062a\u062d\u0648\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631\u060c \u0644\u0637\u0641\u0627\u064b \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>&quot;\u0628\u06cc\u0632\u0647\u0627\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631&quot; - Diederik P. Kingma\u060c Max Welling. <a href=\"https:\/\/arxiv.org\/abs\/1312.6114\" target=\"_new\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/abs\/1312.6114<\/a><\/p>\n<\/li>\n<li>\n<p>&quot;\u0622\u0645\u0648\u0632\u0634 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631&quot; - Carl Doersch. <a href=\"https:\/\/arxiv.org\/abs\/1606.05908\" target=\"_new\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/abs\/1606.05908<\/a><\/p>\n<\/li>\n<li>\n<p>&quot;\u062f\u0631\u06a9 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE)&quot; - \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u062a\u0648\u0633\u0637 Janardhan Rao Doppa. <a href=\"https:\/\/towardsdatascience.com\/understanding-variational-autoencoders-vaes-f70510919f73\" target=\"_new\" rel=\"noopener nofollow\">https:\/\/towardsdatascience.com\/understanding-variational-autoencoders-vaes-f70510919f73<\/a><\/p>\n<\/li>\n<li>\n<p>&quot;\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\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)&quot; - \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u062a\u0648\u0633\u0637 Jie Fu. <a href=\"https:\/\/towardsdatascience.com\/introduction-to-generative-models-with-variational-autoencoders-vae-and-adversarial-177e1b1a4497\" target=\"_new\" rel=\"noopener nofollow\">https:\/\/towardsdatascience.com\/introduction-to-generative-models-with-variational-autoencoders-vae-and-adversarial-177e1b1a4497<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0622\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>","protected":false},"featured_media":470813,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479499","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Variational Autoencoders<\/mark>","faq_items":[{"question":"What are Variational Autoencoders (VAEs)?","answer":"<p>Variational Autoencoders (VAEs) are a class of generative models that can learn a compact representation of complex data. They are particularly useful for tasks like data compression, image generation, and anomaly detection.<\/p>"},{"question":"How do Variational Autoencoders work?","answer":"<p>VAEs consist of two main components: the encoder and the decoder. The encoder maps input data to a latent space representation, while the decoder reconstructs the original data from the latent representation. VAEs use probabilistic inference and a reparameterization trick to enable efficient training and generative capabilities.<\/p>"},{"question":"What makes Variational Autoencoders unique?","answer":"<p>VAEs offer a probabilistic interpretation of data, allowing for uncertainty estimation and better handling of missing or noisy data. Their generative capability enables them to generate new data points by sampling from the learned latent space distribution.<\/p>"},{"question":"What types of Variational Autoencoders exist?","answer":"<p>Several types of VAEs cater to different applications. Conditional VAEs (CVAE) can condition data generation on additional inputs, while disentangled VAEs aim to learn interpretable and disentangled representations. Semi-supervised VAEs handle tasks with limited labeled data, and adversarial VAEs combine VAEs with Generative Adversarial Networks (GANs) for improved data generation.<\/p>"},{"question":"How are Variational Autoencoders used in practice?","answer":"<p>VAEs find applications in various domains. They are used for data compression, image generation, and anomaly detection. Additionally, VAEs can help improve data transmission and caching in proxy servers, enhancing content delivery network performance.<\/p>"},{"question":"What are the challenges associated with Variational Autoencoders?","answer":"<p>VAEs may encounter mode collapse, resulting in blurry or unrealistic samples. Interpreting the latent space can also be challenging. Researchers are continuously working on improved architectures and disentangled representations to address these challenges.<\/p>"},{"question":"What does the future hold for Variational Autoencoders?","answer":"<p>The future of VAEs looks promising, with ongoing research focusing on improving generative models, disentangled representations, and hybrid models. These advancements will unlock new possibilities in creative applications and data handling.<\/p>"},{"question":"How can proxy servers collaborate with Variational Autoencoders?","answer":"<p>Proxy servers can indirectly collaborate with VAEs in data compression and decompression for efficient data transmission. Additionally, VAE-generated images can be cached to enhance content delivery in proxy servers and content delivery networks.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479499","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\/479499\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/470813"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}