{"id":477334,"date":"2023-08-09T09:11:08","date_gmt":"2023-08-09T09:11:08","guid":{"rendered":""},"modified":"2023-09-05T11:14:31","modified_gmt":"2023-09-05T11:14:31","slug":"generative-ai","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/generative-ai\/","title":{"rendered":"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u06cc\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0645\u062a\u0646\u060c \u0635\u062f\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0647\u062f\u0641 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc\u06cc \u0634\u0628\u06cc\u0647 \u0622\u062b\u0627\u0631 \u062e\u0644\u0642\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0627\u06cc\u062c\u0627\u062f \u0627\u0646\u0642\u0644\u0627\u0628 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u062f\u0627\u0631\u062f \u0648 \u0641\u0631\u0635\u062a \u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u06cc \u0628\u0631\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u06cc \u0648 \u062e\u0644\u0627\u0642\u06cc\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0631\u06cc\u0634\u0647 \u062f\u0631 \u0631\u0648\u0632\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u062f\u0647\u0647 1960 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062f\u0647\u0647 2010 \u0628\u0627 \u0638\u0647\u0648\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN) \u0648 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE) \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u0627\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0631\u0627 \u0628\u0647 \u062e\u0637 \u0645\u0642\u062f\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0633\u0627\u0646\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0627\u0632 \u0642\u062f\u0631\u062a \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0627\u0632 \u0622\u0646 \u062f\u0627\u0646\u0634 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0635\u0644\u06cc GAN \u0648 VAE \u0647\u0633\u062a\u0646\u062f:<\/p>\n<h3>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN)<\/h3>\n<p>GAN \u0647\u0627 \u0627\u0632 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f: \u06cc\u06a9 \u0645\u0648\u0644\u062f \u0648 \u06cc\u06a9 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647. \u0645\u0648\u0644\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0645\u0627\u06cc\u0632 \u062f\u0647\u0646\u062f\u0647 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0645\u0627\u06cc\u0632 \u0642\u0627\u0626\u0644 \u0634\u0648\u062f. \u0647\u0631 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0642\u0627\u0628\u062a\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u06cc\u0627\u0628\u0646\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u200c\u062a\u0631 \u062a\u0648\u0633\u0637 \u0645\u0648\u0644\u062f \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h3>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE)<\/h3>\n<p>VAE \u0647\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0632\u06cc\u0631\u0628\u0646\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f. \u0622\u0646\u0647\u0627 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u0648 \u0631\u0645\u0632\u06af\u0634\u0627 \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0648 \u0633\u067e\u0633 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. VAE \u0647\u0627 \u0628\u0627 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0641\u0636\u0627\u06cc \u067e\u0646\u0647\u0627\u0646\u060c \u062a\u0648\u0644\u06cc\u062f \u0647\u0645\u0648\u0627\u0631 \u0648 \u0645\u062f\u0627\u0648\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/h2>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0627\u0632 \u0645\u063a\u0632 \u0627\u0646\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0628\u0647 \u0647\u0645 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f \u0648 \u0639\u0645\u0642 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0628\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u062f\u0631 \u062e\u0648\u062f \u062c\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062b\u0628\u062a \u06a9\u0646\u0646\u062f \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\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 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062e\u0644\u0627\u0642\u06cc\u062a<\/strong>: \u0628\u0631\u062e\u0644\u0627\u0641 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062b\u0627\u0628\u062a \u0645\u062a\u06a9\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0628\u062f\u06cc\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f \u0648 \u062e\u0644\u0627\u0642\u06cc\u062a \u0631\u0627 \u062f\u0631 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u062a\u0646\u0648\u0639 \u062a\u0631 \u0648 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631 \u0628\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062e\u06cc\u0644 \u0648 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc<\/strong>: \u0642\u0627\u0628\u0644\u06cc\u062a \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0646\u0627\u0645\u0634\u062e\u0635 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0631\u062c\u0645\u0647 \u062f\u0627\u0645\u0646\u0647<\/strong>: \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u062f\u0627\u0645\u0646\u0647 \u0628\u0647 \u062f\u0627\u0645\u0646\u0647 \u062f\u06cc\u06af\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u0637\u0631\u062d \u0647\u0627 \u0628\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u06cc\u0627 \u062a\u0631\u062c\u0645\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u06cc\u06a9 \u0633\u0628\u06a9 \u0647\u0646\u0631\u06cc \u0628\u0647 \u0633\u0628\u06a9 \u062f\u06cc\u06af\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0648\u0622\u0648\u0631\u06cc \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc<\/strong>: \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0645\u0627\u0646\u0646\u062f \u0645\u062f \u0648 \u0637\u0631\u0627\u062d\u06cc \u062f\u0627\u062e\u0644\u06cc\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0628\u062f\u06cc\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f \u0648 \u0645\u0631\u0632\u0647\u0627\u06cc \u0628\u06cc\u0627\u0646 \u0647\u0646\u0631\u06cc \u0631\u0627 \u067e\u06cc\u0634 \u0628\u0628\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0647\u062f\u0627\u0641 \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0628\u0631\u062c\u0633\u062a\u0647 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GAN)<\/strong><\/td>\n<td>\u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAE)<\/strong><\/td>\n<td>\u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0633\u0646\u062a\u0632\u060c \u0648 \u062a\u0648\u0644\u06cc\u062f \u0635\u0627\u0641.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u06af\u0631\u0633\u06cc\u0648\u0646<\/strong><\/td>\n<td>\u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062a\u0648\u0627\u0644\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646 \u06cc\u0627 \u0645\u0648\u0633\u06cc\u0642\u06cc.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062c\u0631\u06cc\u0627\u0646<\/strong><\/td>\n<td>\u0627\u0632 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0639\u06a9\u0648\u0633 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>PixelCNN<\/strong><\/td>\n<td>\u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u067e\u06cc\u06a9\u0633\u0644 \u0628\u0647 \u067e\u06cc\u06a9\u0633\u0644 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f \u062a\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0627\u0633\u062a. \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>\u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627<\/strong>: \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0648 \u0645\u0648\u0633\u06cc\u0642\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0633\u0631\u06af\u0631\u0645\u06cc \u0648 \u062e\u0644\u0627\u0642\u0627\u0646\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0628\u0647\u062a\u0631 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc<\/strong>: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc\u200c\u0647\u0627 \u0648 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc\u200c\u0647\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u0633\u0627\u0626\u0644 \u0628\u0627\u0644\u0642\u0648\u0647 \u06cc\u0627 \u062a\u0642\u0644\u0628 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0634\u0641 \u062f\u0627\u0631\u0648<\/strong>: \u062a\u0633\u0631\u06cc\u0639 \u0641\u0631\u0622\u06cc\u0646\u062f \u06a9\u0634\u0641 \u062f\u0627\u0631\u0648 \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u0648\u0644\u06a9\u0648\u0644 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062e\u0648\u0627\u0635 \u0622\u0646\u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u0648\u0627\u062c\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ul>\n<li><strong>\u062d\u0627\u0644\u062a \u062c\u0645\u0639 \u06a9\u0631\u062f\u0646<\/strong>: GAN \u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f \u0648 \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u06af\u06cc\u0631 \u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0622\u0645\u0648\u0632\u0634<\/strong>: \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0628\u0647 \u062a\u0648\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0632\u0645\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u062f\u063a\u062f\u063a\u0647 \u0647\u0627\u06cc \u0627\u062e\u0644\u0627\u0642\u06cc<\/strong>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u0639\u0644\u06cc \u0648\u0627\u0642\u0639 \u06af\u0631\u0627\u06cc\u0627\u0646\u0647\u060c \u0646\u06af\u0631\u0627\u0646\u06cc \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0646\u0627\u062f\u0631\u0633\u062a \u0648 \u062f\u0631\u0648\u063a \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u063a\u0644\u0628\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631 \u0628\u0647\u0628\u0648\u062f \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0645\u062f\u0644\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u0644\u0627\u0642\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0633\u0626\u0648\u0644\u0627\u0646\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0627\u062a<\/th>\n<th>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/th>\n<th>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/th>\n<th>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0647\u062f\u0641<\/strong><\/td>\n<td>\u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627<\/td>\n<td>\u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0639\u0645\u0648\u0645\u06cc<\/td>\n<td>\u0627\u0644\u06af\u0648 \u0634\u0646\u0627\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0646\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><\/td>\n<td>\u0646\u0638\u0627\u0631\u062a \u0646\u0634\u062f\u0647<\/td>\n<td>\u062a\u062d\u062a \u0646\u0638\u0627\u0631\u062a\u060c \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a<\/td>\n<td>\u062a\u062d\u062a \u0646\u0638\u0627\u0631\u062a\u060c \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062e\u0644\u0627\u0642\u06cc\u062a<\/strong><\/td>\n<td>\u0628\u0633\u06cc\u0627\u0631 \u062e\u0644\u0627\u0642\u0627\u0646\u0647<\/td>\n<td>\u0641\u0627\u0642\u062f \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0627\u0633\u062a<\/td>\n<td>\u0630\u0627\u062a\u0627 \u062e\u0644\u0627\u0642 \u0646\u06cc\u0633\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0646\u0648\u06cc\u062f \u0648 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f. \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u0635\u0644\u0627\u062d \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0648 \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u0646\u0648\u0638\u0647\u0648\u0631 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0631\u0626\u0627\u0644\u06cc\u0633\u0645 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647<\/strong>: \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0645\u062d\u062a\u0648\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u200c\u062a\u0631 \u0648 \u0642\u0627\u0646\u0639\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u062a\u0631\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0645\u0631\u0632 \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0645\u062d\u0648 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645 \u0628\u06cc\u0646 \u0631\u0634\u062a\u0647 \u0627\u06cc<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0631\u0628\u0627\u062a\u06cc\u06a9\u060c \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0645\u0646\u062c\u0631 \u0628\u0647 \u0646\u0648\u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u062f\u0631\u0627\u0644 \u0645\u0648\u0644\u062f<\/strong>: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u062f\u0648\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a<\/strong>: \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u062e\u0644\u0627\u0642\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0628\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0633\u0637\u0647 \u0628\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0628\u0627 \u067e\u0648\u0634\u0627\u0646\u062f\u0646 \u0622\u062f\u0631\u0633 IP \u06a9\u0627\u0631\u0628\u0631\u060c \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u0645\u062d\u0627\u0641\u0638\u062a \u06a9\u0646\u062f \u0648 \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0646\u0642\u0636 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u06a9\u0645\u06a9 \u06a9\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 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/openai.com\/blog\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628\u0644\u0627\u06af OpenAI<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1406.2661\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GANs) - \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc\u0627\u0646 \u06af\u0648\u062f\u0641\u0644\u0648<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1312.6114\" target=\"_new\" rel=\"noopener nofollow\">\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 (VAEs) - \u0645\u0642\u0627\u0644\u0647 Kingma \u0648 Welling<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=5WoItGTWV54\" target=\"_new\" rel=\"noopener nofollow\">\u0633\u062e\u0646\u0631\u0627\u0646\u06cc Stanford CS231n \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f<\/a><\/li>\n<\/ol>\n<h2>\u0646\u062a\u06cc\u062c\u0647<\/h2>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062c\u0647\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f\u060c \u062a\u0635\u0648\u0631 \u0648 \u0646\u0648\u0622\u0648\u0631\u06cc \u062a\u0648\u0627\u0646\u0645\u0646\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0646 \u0635\u0646\u0627\u06cc\u0639 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0641\u0631\u0635\u062a \u0647\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc \u0648 \u062e\u0644\u0627\u0642\u06cc\u062a \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u0641\u0646\u0627\u0648\u0631\u06cc \u062f\u06af\u0631\u06af\u0648\u0646\u200c\u06a9\u0646\u0646\u062f\u0647\u060c \u062a\u0648\u0633\u0639\u0647 \u0645\u0633\u0626\u0648\u0644\u0627\u0646\u0647 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u062e\u0644\u0627\u0642\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0645\u0644 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062c\u0627\u0645\u0639\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \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 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062a\u0636\u0645\u06cc\u0646 \u0627\u0645\u0646\u06cc\u062a \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Generative \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u0633\u0626\u0648\u0644\u0627\u0646\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0622\u0646\u060c \u062c\u0647\u0627\u0646 \u0631\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0634\u06a9\u0644 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u0646\u062f \u0633\u0627\u0644 \u067e\u06cc\u0634 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u0645.<\/p>","protected":false},"featured_media":468469,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477334","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Generative AI: Empowering Creativity through Machine Learning<\/mark>","faq_items":[{"question":"What is Generative AI?","answer":"<p>Generative AI is a revolutionary field of artificial intelligence that enables machines to autonomously create new content, such as images, text, and music. It leverages the power of neural networks to learn patterns and structures from existing data, allowing it to generate original and creative works.<\/p>"},{"question":"How did Generative AI originate?","answer":"<p>The concept of Generative AI traces back to the 1960s, with early research on probabilistic models for text generation. However, significant advancements occurred in the 2010s with the development of Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs), which brought Generative AI to the forefront of AI research.<\/p>"},{"question":"How does Generative AI work?","answer":"<p>Generative AI relies on neural networks to create content. For example, GANs consist of a generator that produces synthetic data and a discriminator that distinguishes between real and generated data. Through a competitive process, both networks improve, resulting in the generator producing increasingly realistic content.<\/p>"},{"question":"What are the key features of Generative AI?","answer":"<p>Generative AI stands out for its creativity, data augmentation capabilities, imagination and simulation abilities, domain translation, and innovation in design. It can create diverse and high-quality content, making it an essential tool in various industries.<\/p>"},{"question":"What are the types of Generative AI?","answer":"<p>Generative AI encompasses different models, including Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Autoregressive Models, Flow-Based Models, and PixelCNN. Each type serves unique purposes, from generating images to producing sequential content like text and music.<\/p>"},{"question":"How can Generative AI be used?","answer":"<p>Generative AI has various applications, such as content generation, data augmentation, anomaly detection, and even drug discovery. It offers endless opportunities for innovation and problem-solving across industries.<\/p>"},{"question":"What are the challenges with Generative AI?","answer":"<p>Generative AI faces challenges like mode collapse (limited variations in output), training complexity (high computational requirements), and ethical concerns, such as the potential misuse of realistic fake content.<\/p>"},{"question":"What does the future hold for Generative AI?","answer":"<p>The future of Generative AI looks promising, with improved realism, interdisciplinary integration, federated learning, and a focus on explainability and transparency. Researchers continuously work to refine existing models and develop new technologies.<\/p>"},{"question":"How do proxy servers relate to Generative AI?","answer":"<p>Proxy servers, like OneProxy, play a significant role in protecting privacy and security while using Generative AI applications. They act as intermediaries, masking the user's IP address, and ensuring data confidentiality, particularly important when dealing with sensitive information.<\/p>"},{"question":"How can I learn more about Generative AI?","answer":"<p>To delve deeper into Generative AI, you can explore resources like the OpenAI Blog, research papers on GANs and VAEs, and informative lectures on the topic, such as the Stanford CS231n lecture on Generative Models.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477334","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\/477334\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468469"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477334"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}