{"id":475841,"date":"2023-08-09T07:23:51","date_gmt":"2023-08-09T07:23:51","guid":{"rendered":""},"modified":"2023-09-05T11:11:23","modified_gmt":"2023-09-05T11:11:23","slug":"alphago","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/alphago\/","title":{"rendered":"AlphaGo"},"content":{"rendered":"<p>AlphaGo \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 DeepMind Technologies\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0634\u0631\u06a9\u062a \u0647\u0627\u06cc \u062a\u0627\u0628\u0639\u0647 Alphabet Inc. (\u06af\u0648\u06af\u0644 \u0633\u0627\u0628\u0642) \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0627\u0631\u0633 2016 \u06cc\u06a9 \u0628\u0627\u0632\u06cc\u06a9\u0646 \u062d\u0631\u0641\u0647 \u0627\u06cc Go\u060c \u0644\u06cc \u0633\u062f\u0648\u0644 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u0633\u0627\u0628\u0642\u0647 \u067e\u0646\u062c \u0628\u0627\u0632\u06cc \u0634\u06a9\u0633\u062a \u062f\u0627\u062f\u060c \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u0628\u0647 \u0631\u0633\u0645\u06cc\u062a \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f. \u0627\u06cc\u0646 \u067e\u06cc\u0631\u0648\u0632\u06cc \u0646\u0642\u0637\u0647 \u0639\u0637\u0641 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0648\u062f \u0648 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u06af\u0630\u0627\u0634\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 AlphaGo \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0633\u0641\u0631 AlphaGo \u062f\u0631 \u0633\u0627\u0644 2014 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 DeepMind \u062a\u0648\u0633\u0637 \u06af\u0648\u06af\u0644 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0634\u062f \u0622\u063a\u0627\u0632 \u0634\u062f. \u062a\u06cc\u0645 DeepMind \u062f\u0631 \u0635\u062f\u062f \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0633\u0644\u0637 \u0628\u0631 \u0628\u0627\u0632\u06cc \u062a\u062e\u062a\u0647\u200c\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 Go \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u062a\u200c\u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f \u062d\u0631\u06a9\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9\u060c \u0686\u0627\u0644\u0634 \u0628\u0632\u0631\u06af\u06cc \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u062f.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 AlphaGo \u062f\u0631 \u0698\u0627\u0646\u0648\u06cc\u0647 2016 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;\u062a\u0633\u0644\u0637 \u0628\u0631 \u0628\u0627\u0632\u06cc Go \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0631\u062e\u062a&quot; \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0631\u062e\u062a \u0645\u0648\u0646\u062a \u06a9\u0627\u0631\u0644\u0648 (MCTS) \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0686\u0634\u0645\u06af\u06cc\u0631 \u062e\u0648\u062f \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f AlphaGo<\/h2>\n<p>AlphaGo \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0686\u0646\u062f\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0632 \u062c\u0645\u0644\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u062a\u062e\u062a\u0647 \u0648 \u062a\u0639\u06cc\u06cc\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062d\u0631\u06a9\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0646\u062a\u06cc\u060c \u06a9\u0647 \u0628\u0631 \u0627\u06a9\u062a\u0634\u0627\u0641\u0627\u062a \u06af\u0633\u062a\u0631\u062f\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646 \u062a\u06a9\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c AlphaGo \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062e\u0648\u062f\u0628\u0627\u0632\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n<p>\u0642\u0644\u0628 \u0642\u062f\u0631\u062a AlphaGo \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0622\u0646 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062a\u062e\u0635\u0635 Go \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0627\u0632 \u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f\u060c \u0627\u0645\u0627 \u0628\u0639\u062f\u0627\u064b \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0628\u0627 \u0628\u0627\u0632\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u06a9\u067e\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0647 AlphaGo \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627 \u0648 \u062a\u0627\u06a9\u062a\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627\u0632\u06cc\u06a9\u0646\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0646\u0638\u0631 \u0646\u06af\u0631\u0641\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc AlphaGo: AlphaGo \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc AlphaGo \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u062f\u0648 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0634\u0628\u06a9\u0647 \u0633\u06cc\u0627\u0633\u062a<\/strong>: \u0634\u0628\u06a9\u0647 \u062e\u0637 \u0645\u0634\u06cc \u0645\u0633\u0626\u0648\u0644 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u062d\u0631\u06a9\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u06cc\u0626\u062a \u0645\u062f\u06cc\u0631\u0647 \u0645\u0639\u06cc\u0646 \u0627\u0633\u062a. \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u062e\u0648\u062f \u0627\u0632 \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u06a9\u0647 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u062d\u0631\u06a9\u0627\u062a \u0646\u0627\u0645\u0632\u062f \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u06a9\u0647 \u0627\u0631\u0632\u0634<\/strong>: \u0634\u0628\u06a9\u0647 \u0627\u0631\u0632\u0634 \u0642\u062f\u0631\u062a \u06a9\u0644\u06cc \u06cc\u06a9 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u06cc\u0626\u062a \u0645\u062f\u06cc\u0631\u0647 \u0648 \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u0631\u0646\u062f\u0647 \u0634\u062f\u0646 \u0627\u0632 \u0622\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 AlphaGo \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062d\u0631\u06a9\u062a \u0647\u0627\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f \u06a9\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0628\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0637\u0644\u0648\u0628 \u0645\u0646\u062c\u0631 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0637\u0648\u0644 \u06cc\u06a9 \u0628\u0627\u0632\u06cc\u060c AlphaGo \u0627\u0632 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627 MCTS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0647 \u062d\u0631\u06a9\u062a \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0628\u0627\u0644\u0642\u0648\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f. MCTS \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0647\u0632\u0627\u0631\u0627\u0646 \u0628\u0627\u0632\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u062f\u0631\u062e\u062a\u06cc \u0627\u0632 \u062d\u0631\u06a9\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f \u0648 \u0642\u062f\u0631\u062a \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062e\u0637\u200c\u0645\u0634\u06cc \u0648 \u0627\u0631\u0632\u0634 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\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 AlphaGo<\/h2>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 AlphaGo \u0631\u0627 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0646\u062a\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642<\/strong>: AlphaGo \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u0647\u0627\u06cc \u0647\u06cc\u0626\u062a \u0645\u062f\u06cc\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u0628\u06af\u06cc\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc<\/strong>: \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062e\u0648\u062f\u0628\u0627\u0632\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0628\u062f \u0648 \u0628\u0627 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062d\u0631\u06cc\u0641\u0627\u0646 \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0631\u062e\u062a \u0645\u0648\u0646\u062a \u06a9\u0627\u0631\u0644\u0648 (MCTS)<\/strong>: AlphaGo \u0627\u0632 MCTS \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u062d\u0631\u06a9\u0627\u062a \u0648 \u0646\u062a\u0627\u06cc\u062c \u0628\u0627\u0644\u0642\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0631\u0648\u06cc \u062e\u0637\u0648\u0637 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0632\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0646\u062a\u06cc \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 AlphaGo<\/h2>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0627\u0632 AlphaGo \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u06a9\u0627\u0645\u0644 \u0648 \u0628\u0647\u0628\u0648\u062f \u0646\u0633\u062e\u0647 \u0642\u0628\u0644\u06cc \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0622\u0644\u0641\u0627\u06af\u0648 \u0644\u06cc<\/strong>: \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 2016 \u0644\u06cc \u0633\u062f\u0648\u0644 \u0628\u0627\u0632\u06cc\u06a9\u0646 \u0627\u0641\u0633\u0627\u0646\u0647 \u0627\u06cc \u06af\u0648 \u0631\u0627 \u0634\u06a9\u0633\u062a \u062f\u0627\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>AlphaGo Master<\/strong>: \u0646\u0633\u062e\u0647 \u0627\u0631\u062a\u0642\u0627 \u06cc\u0627\u0641\u062a\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0622\u0646\u0644\u0627\u06cc\u0646 \u0628\u0647 \u0631\u06a9\u0648\u0631\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 60-0 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0628\u0627\u0632\u06cc\u06a9\u0646\u0627\u0646 Go \u062c\u0647\u0627\u0646 \u062f\u0633\u062a \u06cc\u0627\u0641\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>AlphaGo Zero<\/strong>: \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0627\u0632 \u062e\u0648\u062f\u0628\u0627\u0632\u06cc \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u062f\u0627\u062f\u0647 \u0627\u0646\u0633\u0627\u0646\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f \u0648 \u062f\u0631 \u0639\u0631\u0636 \u0686\u0646\u062f \u0631\u0648\u0632 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u0648\u0642 \u0628\u0634\u0631\u06cc \u062f\u0633\u062a \u06cc\u0627\u0641\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>AlphaZero<\/strong>: \u062a\u0648\u0633\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 AlphaGo Zero \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0631 Go\u060c \u0628\u0644\u06a9\u0647 \u0628\u0631 \u0634\u0637\u0631\u0646\u062c \u0648 \u0634\u0648\u06af\u06cc \u0646\u06cc\u0632 \u0645\u0633\u0644\u0637 \u0634\u0648\u062f \u0648 \u062f\u0631 \u0647\u0631 \u0633\u0647 \u0628\u0627\u0632\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u0648\u0642\u200c\u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AlphaGo\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \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 \u0622\u0646\u0647\u0627<\/h2>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc AlphaGo \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0628\u0627\u0632\u06cc Go \u0647\u0633\u062a\u0646\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0646\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>: \u0631\u0648\u0634\u200c\u0647\u0627\u06cc AlphaGo \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u0627\u0632\u06cc\u06a9\u0646\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0633\u0627\u06cc\u0631 \u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0627\u0642\u062a\u0628\u0627\u0633 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u0632\u06cc \u0633\u0646\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u06cc\u200c\u06a9\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647<\/strong>: \u0627\u0632 \u0647\u0645\u0627\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u06cc \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc AlphaGo \u0631\u0627 \u0646\u06cc\u0631\u0648 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647 \u0628\u0631\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0641\u06cc\u0644\u0645 \u06cc\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0645\u062d\u0635\u0648\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/strong>: \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc AlphaGo \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0628\u0631\u062f \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u0645\u0648\u0641\u0642\u06cc\u062a\u060c \u062a\u0648\u0633\u0639\u0647 AlphaGo \u0628\u062f\u0648\u0646 \u0686\u0627\u0644\u0634 \u0646\u0628\u0648\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \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 \u0622\u0646 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627\u06cc AlphaGo \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>: \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 AlphaGo \u0628\u0647 \u0634\u062f\u062a \u0628\u0647 \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062a\u062e\u0635\u0635 \u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u062a\u06a9\u06cc \u0628\u0648\u062f\u0646\u062f. \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0645\u0627\u0646\u0646\u062f AlphaGo Zero\u060c \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0648\u06cc \u0628\u062f\u0648\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0645\u06cc\u0645 \u0628\u0647 \u0633\u0627\u06cc\u0631 \u062f\u0627\u0645\u0646\u0647 \u0647\u0627<\/strong>: \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 AlphaGo \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635 \u0628\u0631\u062a\u0631\u06cc \u062f\u0627\u0631\u062f\u060c \u062a\u0637\u0628\u06cc\u0642 \u0622\u0646 \u0628\u0627 \u062f\u0627\u0645\u0646\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647 \u062a\u0644\u0627\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u0627\u0645\u0646\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\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>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>AlphaGo<\/th>\n<th>\u0628\u0627\u0632\u06cc \u0633\u0646\u062a\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u0648\u06cc\u06a9\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/td>\n<td>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc<\/td>\n<td>\u0627\u06a9\u062a\u0634\u0627\u0641\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0627\u062f\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/td>\n<td>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0628\u0627\u0632\u06cc \u0645\u062a\u062e\u0635\u0635 \u0627\u0646\u0633\u0627\u0646<\/td>\n<td>\u0642\u0648\u0627\u0646\u06cc\u0646 \u062f\u0633\u062a \u0633\u0627\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u06a9\u0627\u0631\u0627\u06cc\u06cc<\/td>\n<td>\u0633\u0648\u067e\u0631\u0627\u0646\u0633\u0627\u0646 \u062f\u0631 Go\u060c Chess\u060c Shogi<\/td>\n<td>\u062f\u0631 \u0633\u0637\u062d \u0627\u0646\u0633\u0627\u0646\u06cc \u06cc\u0627 \u0632\u06cc\u0631 \u0627\u0646\u0633\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc<\/td>\n<td>\u062e\u0648\u062f\u0633\u0627\u0632\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062e\u0648\u062f\u0628\u0627\u0632\u06cc<\/td>\n<td>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u0632\u06cc\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0645\u0648\u0645\u06cc\u062a<\/td>\n<td>\u062f\u0627\u0645\u0646\u0647 \u062e\u0627\u0635 (Go\u060c Chess\u060c Shogi)<\/td>\n<td>\u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0627\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 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 AlphaGo<\/h2>\n<p>\u0645\u0648\u0641\u0642\u06cc\u062a AlphaGo \u0628\u0627\u0639\u062b \u0639\u0644\u0627\u0642\u0647 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0634\u062a\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 AlphaGo \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0628\u0627 \u0647\u062f\u0641 \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0633\u062a \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u0627\u0632 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u0645\u062a\u0631\u06cc \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0633\u0644\u0637 \u0628\u0631 \u0686\u0646\u062f \u062f\u0627\u0645\u0646\u0647<\/strong>: \u062a\u0639\u0642\u06cc\u0628 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631 \u062f\u0627\u0645\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u062a\u062e\u062a\u0647 \u062a\u0633\u0644\u0637 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062d\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/strong>: \u0627\u0641\u0632\u0627\u06cc\u0634 \u0634\u0641\u0627\u0641\u06cc\u062a \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u0622\u0646 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/strong>: \u0628\u0631\u0631\u0633\u06cc \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0628\u06cc\u0634\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/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 AlphaGo \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 AlphaGo \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc\u06cc \u06a9\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 AlphaGo \u0645\u0631\u062a\u0628\u0637 \u06a9\u0631\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0627\u0632 \u0645\u0646\u0627\u0637\u0642 \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0628\u0627 \u06af\u0631\u0641\u062a\u0646 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062c\u0647\u0627\u0646\u06cc\u060c \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f AlphaGo \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: AlphaGo \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0628\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0631\u0648\u0631 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0628\u06cc\u0646 \u0627\u0644\u0645\u0644\u0644\u06cc<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0634\u0648\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646\u200c\u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u06cc\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a<\/strong>: \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0637\u0648\u0631 \u0627\u06cc\u0645\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u0648\u0646\u062f. \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0637\u0648\u0644 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\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 AlphaGo\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:\/\/deepmind.com\/research\/case-studies\/alphago-the-story-so-far\" target=\"_new\" rel=\"noopener nofollow\">DeepMind \u2013 AlphaGo<\/a><\/li>\n<li><a href=\"https:\/\/www.nature.com\/articles\/nature16961\" target=\"_new\" rel=\"noopener nofollow\">Nature - \u062a\u0633\u0644\u0637 \u0628\u0631 \u0628\u0627\u0632\u06cc Go \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0631\u062e\u062a<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1712.01815\" target=\"_new\" rel=\"noopener nofollow\">arXiv - \u062a\u0633\u0644\u0637 \u0628\u0631 \u0628\u0627\u0632\u06cc Go \u0628\u062f\u0648\u0646 \u062f\u0627\u0646\u0634 \u0627\u0646\u0633\u0627\u0646\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/www.technologyreview.com\/2016\/03\/08\/147908\/the-mystery-of-go-the-ancient-game-that-computers-still-cant-win\/\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0631\u0631\u0633\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc MIT \u2013 Mystery of Go\u060c \u0628\u0627\u0632\u06cc \u0628\u0627\u0633\u062a\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u0647\u0646\u0648\u0632 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0646\u062f\u0647 \u0622\u0646 \u0634\u0648\u0646\u062f<\/a><\/li>\n<\/ol>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475841","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>AlphaGo: Mastering the Game of Go<\/mark>","faq_items":[{"question":"What is AlphaGo, and why is it significant?","answer":"<p>AlphaGo is a groundbreaking artificial intelligence (AI) program developed by DeepMind Technologies. It gained worldwide recognition when it defeated a professional Go player, Lee Sedol, in a five-game match in 2016. Its victory showcased the potential of machine learning techniques in mastering complex games like Go, which was considered a grand challenge for AI.<\/p>"},{"question":"How does AlphaGo work?","answer":"<p>AlphaGo utilizes deep neural networks, reinforcement learning, and the Monte Carlo Tree Search (MCTS) algorithm. Its policy network evaluates move probabilities, the value network assesses board position strength, and MCTS explores possible future moves. Through self-play, AlphaGo continuously improves its performance, discovering new strategies and tactics.<\/p>"},{"question":"What are the different versions of AlphaGo?","answer":"<p>There are several versions of AlphaGo, each building on previous successes. Some notable versions include AlphaGo Lee, which defeated Lee Sedol, AlphaGo Master, with a 60-0 record against top players, AlphaGo Zero, which learned entirely through self-play, and AlphaZero, which mastered multiple games like Go, chess, and shogi.<\/p>"},{"question":"How is AlphaGo used beyond playing Go?","answer":"<p>AlphaGo's techniques, like deep learning and reinforcement learning, find applications in various domains. It has been adapted to enhance AI players in other games, improve recommendation systems, and advance natural language processing tasks like machine translation and sentiment analysis.<\/p>"},{"question":"What are the main challenges related to AlphaGo's use?","answer":"<p>AlphaGo's development faced challenges like computational complexity, data requirements, and generalization to other domains. However, solutions, such as more efficient algorithms and self-play learning, have been developed to address these issues.<\/p>"},{"question":"What are the future perspectives for AlphaGo and AI?","answer":"<p>The future of AlphaGo and AI holds promise in advanced reinforcement learning, multi-domain mastery, explainable AI, and potential collaboration with quantum computing for enhanced performance.<\/p>"},{"question":"How are proxy servers associated with AlphaGo?","answer":"<p>Proxy servers play essential roles in AI research related to AlphaGo. They facilitate data collection from diverse sources, distribute computational loads for scalability, and ensure privacy and security during AI model deployment.<\/p>"},{"question":"Where can I find more information about AlphaGo?","answer":"<p>For more in-depth details about AlphaGo and its accomplishments, you can explore the following resources:<\/p><ul><li>DeepMind - AlphaGo: <a href=\"https:\/\/deepmind.com\/research\/case-studies\/alphago-the-story-so-far\" target=\"_new\">Link<\/a><\/li><li>Nature - Mastering the game of Go with deep neural networks and tree search: <a href=\"https:\/\/www.nature.com\/articles\/nature16961\" target=\"_new\">Link<\/a><\/li><li>arXiv - Mastering the Game of Go without Human Knowledge: <a href=\"https:\/\/arxiv.org\/abs\/1712.01815\" target=\"_new\">Link<\/a><\/li><li>MIT Technology Review - The mystery of Go, the ancient game that computers still can't win: <a href=\"https:\/\/www.technologyreview.com\/2016\/03\/08\/147908\/the-mystery-of-go-the-ancient-game-that-computers-still-cant-win\/\" target=\"_new\">Link<\/a><\/li><\/ul>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475841","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\/475841\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=475841"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}