{"id":195,"date":"2024-03-26T07:49:10","date_gmt":"2024-03-26T07:49:10","guid":{"rendered":"https:\/\/shatranj.ai\/?page_id=195"},"modified":"2026-02-27T03:28:27","modified_gmt":"2026-02-27T03:28:27","slug":"%d9%85%d9%88%d8%b6%d9%88%d8%b9%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d9%86%d8%a7%d9%87%d8%ac-%d8%a7%d9%84%d8%af%d8%b1%d8%a7%d8%b3%d9%8a%d8%a9","status":"publish","type":"page","link":"https:\/\/shatranj.ai\/ar\/%d9%85%d9%88%d8%b6%d9%88%d8%b9%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d9%86%d8%a7%d9%87%d8%ac-%d8%a7%d9%84%d8%af%d8%b1%d8%a7%d8%b3%d9%8a%d8%a9\/","title":{"rendered":"\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0647\u062c \u0627\u0644\u062f\u0631\u0627\u0633\u064a\u0629"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"195\" class=\"elementor elementor-195\" data-elementor-post-type=\"page\">\n\t\t\t\t<div data-pafe-particles=\"7ecab8f5\" data-pafe-particles-options=\"{&quot;quantity&quot;:300,&quot;particles_color&quot;:&quot;#FFFFFF&quot;,&quot;linked_color&quot;:&quot;#FFFFFF&quot;,&quot;hover_effect&quot;:&quot;&quot;,&quot;click_effect&quot;:&quot;&quot;,&quot;particles_shape&quot;:&quot;circle&quot;,&quot;particles_size&quot;:3,&quot;particles_speed&quot;:2,&quot;particles_image&quot;:&quot;https:\\\/\\\/shatranj.ai\\\/wp-content\\\/plugins\\\/elementor\\\/assets\\\/images\\\/placeholder.png&quot;,&quot;particles_opacity&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:0.3,&quot;sizes&quot;:[]},&quot;linked_opacity&quot;:0.3}\" class=\"elementor-element elementor-element-7ecab8f5 e-flex e-con-boxed e-con e-parent\" data-id=\"7ecab8f5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6add0b83 elementor-widget elementor-widget-heading\" data-id=\"6add0b83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0647\u062c \u0627\u0644\u062f\u0631\u0627\u0633\u064a\u0629<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3e077378 e-flex e-con-boxed e-con e-parent\" data-id=\"3e077378\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e884890 elementor-widget elementor-widget-text-editor\" data-id=\"2e884890\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0646\u0647\u062c \u0645\u0634\u0631\u0648\u0639 \u0634\u0637\u0631\u0646\u062c. ai \u0645\u0646 \u062e\u0644\u0627\u0644 <a href=\"http:\/\/lms.shatranj.ai\">lms.shatranj.ai<\/a><\/strong><\/p><p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0644\u062e\u0635\u0627\u062a \u0645\u0648\u062c\u0632\u0629 \u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0627\u0644\u0645\u0646\u0647\u062c \u0627\u0644\u062f\u0631\u0627\u0633\u064a.<\/p><h1>\u0627\u0644\u062f\u0631\u0633 1 - 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\u062d\u0631\u0643\u0629 \u0627\u0644\u0642\u0637\u0639\u060c \u0648\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u062d\u0627\u0644\u0629 \u0627\u0644\u0644\u0639\u0628\u0629\u060c \u0648\u0627\u0644\u0634\u0631\u0648\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629<\/h1><ul><li>\u0642\u0648\u0627\u0639\u062f \u062d\u0631\u0643\u0629 \u0627\u0644\u0642\u0637\u0639\u0629 \u0641\u064a \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0648\u0627\u0644\u0634\u0637\u0631\u0646\u062c<\/li><li>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062d\u0631\u0643\u0629 \u0634\u0628\u0647 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629<\/li><li>\u062a\u062d\u062f\u064a\u062b \u062d\u0627\u0644\u0629 \u0627\u0644\u0644\u0639\u0628\u0629 \u0628\u0639\u062f \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644<\/li><li>\u0643\u0634\u0641 \u0627\u0644\u0634\u064a\u0643 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0630\u0627\u062a\u064a \u063a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a<\/li><li>\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629: \u0643\u0634 \u0645\u0644\u0643 \u0648\u0627\u0644\u0645\u0623\u0632\u0642<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 10 - \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u062c\u062a\u064a\u0627\u0632 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/h1><ul><li>\u0635\u064a\u0627\u063a\u0629 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0628\u062d\u062b: \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0648\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0623\u0647\u062f\u0627\u0641<\/li><li>\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u062f\u0648\u0644\u0629 \u0648\u0627\u0644\u0623\u0634\u062c\u0627\u0631<\/li><li>\u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0639\u0645\u0642 \u0623\u0648\u0644\u0627\u064b (DFS)<\/li><li>\u0627\u0644\u0628\u062d\u062b \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0623\u0648\u0644\u0627\u064b (BFS)<\/li><li>\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 (UCS)<\/li><li>\u062a\u0645\u0627\u0631\u064a\u0646 \u062a\u062a\u0628\u0639 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/li><li>\u0623\u0645\u062b\u0644\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u0644\u0634\u0637\u0631\u0646\u062c \u0648\u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0627\u0644\u0634\u0628\u0643\u064a<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 11 - \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a \u0648\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0639\u062f\u0627\u0626\u064a\u0629<\/h1><ul><li>\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0633\u062a\u0646\u064a\u0631<\/li><li>\u0627\u0644\u0645\u0642\u0628\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0627\u062a\u0633\u0627\u0642<\/li><li>\u0623* \u0628\u062d\u062b<\/li><li>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u062f\u0627\u0626\u064a \u0648\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0623\u0644\u0639\u0627\u0628<\/li><li>\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0644\u0639\u0628\u0629<\/li><li>\u0628\u062d\u062b \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649<\/li><li>Expectiminimimax \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0624\u0643\u062f\u0629<\/li><li>\u062a\u0634\u0630\u064a\u0628 \u0623\u0644\u0641\u0627-\u0628\u064a\u062a\u0627 \u0648\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621<\/li><li>\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0644\u0639\u0628\u0629<\/li><li>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0637\u0631\u0646\u062c<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 12 - \u062c\u0648\u0644\u0629 \u0627\u0644\u062e\u064a\u0644 (\u062c\u0648\u0644\u0629 \u0627\u0644\u0641\u0627\u0631\u0633)<\/h1><ul><li>\u064a\u0633\u062a\u0643\u0634\u0641 \u062c\u0648\u0644\u0629 \u0627\u0644\u0641\u0627\u0631\u0633 \u0645\u0639 \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/li><li>\u062d\u0631\u0643\u0629 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0641\u0627\u0631\u0633<\/li><li>\u0627\u0644\u062c\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\/\u0627\u0644\u0645\u063a\u0644\u0642\u0629<\/li><li>\u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0645\u0639 DFS<\/li><li>\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0631\u0646\u0633\u062f\u0648\u0631\u0641<\/li><li>\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628 TSP<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 13 - \u0644\u063a\u0632 \u0627\u0644\u0645\u0644\u0643\u0627\u062a \u0627\u0644\u062b\u0645\u0627\u0646\u064a<\/h1><ul><li>\u0625\u0631\u0636\u0627\u0621 \u0627\u0644\u0642\u064a\u062f \u0628\u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0639\u0643\u0633\u064a.<\/li><li>\u0645\u0646\u0637\u0642 \u0647\u062c\u0648\u0645 \u0627\u0644\u0645\u0644\u0643\u0629 \u0627\u0644\u0647\u062c\u0648\u0645<\/li><li>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a<\/li><li>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646<\/li><li>\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u0645\u0644\u0643\u0629 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629<\/li><li>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0641\u062a\u0631 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 14 - 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\u0623\u0633\u0633 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632: \u0639\u0627\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0642\u064a\u062f<\/h1><p>\u064a\u0642\u062f\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 (RL) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062d\u0644 \u0639\u0627\u0644\u0645 \u0634\u0628\u0643\u064a \u0635\u063a\u064a\u0631 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u0627\u0644\u0636\u0628\u0637\u060c \u062b\u0645 \u064a\u0648\u0636\u062d \u0633\u0628\u0628 \u062a\u0639\u0637\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u201c\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629\u201d \u0644\u0644\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062b\u0644 \u0627\u0644\u0634\u0637\u0631\u0646\u062c.<\/p><ul><li>\u062d\u0644\u0642\u0629 \u0627\u0644\u0639\u0627\u0645\u0644 \u0648\u0627\u0644\u0628\u064a\u0626\u0629\u061b \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0648\u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0648\u0627\u0644\u062d\u0644\u0642\u0627\u062a\u061b \u0639\u0627\u0645\u0644 \u0627\u0644\u062e\u0635\u0645 \u03b3.<\/li><li>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0633\u064a\u0627\u0633\u0629 (\u201c\u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u0646\u062c\u0631\u0641\u201d) \u0648\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0642\u064a\u0645\u0629 (\u201c\u0635\u0627\u0626\u062f \u0627\u0644\u0643\u0646\u0648\u0632\u201d) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0633\u062e \u0628\u064a\u0644\u0645\u0627\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629.<\/li><li>\u0646\u0634\u0631 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0645\u0646 \u062f\u0627\u0644\u0629 \u0627\u0644\u0642\u064a\u0645\u0629.<\/li><li>\u0644\u0639\u0646\u0629 \u0627\u0644\u0628\u064f\u0639\u062f\u064a\u0629: \u062a\u0639\u0642\u064a\u062f \u0641\u0636\u0627\u0621 \u0627\u0644\u062d\u0627\u0644\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0639\u0642\u064a\u062f \u0634\u062c\u0631\u0629 \u0627\u0644\u0644\u0639\u0628\u0629\u061b \u062f\u0627\u0641\u0639 \u0631\u0642\u0645 \u0634\u0627\u0646\u0648\u0646.<\/li><li>\u201c\u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0639\u0645\u0644\u0627\u0642\u0629\u201d \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 (\u0645\u062b\u0644 \u0634\u0637\u0631\u0646\u062c \u062a\u064a\u0645\u0648\u0631\u0644\u0646\u0643\u060c \u0648\u063a\u0648) \u0643\u0633\u064a\u0627\u0642 \u0644\u0633\u0628\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 19 - \u0627\u0644\u0631\u062e \u0627\u0644\u0645\u062a\u062c\u0645\u062f: \u062c\u062f\u0648\u0644\u0629 Q-Learning \u0639\u0644\u0649 FrozenLake<\/h1><p>\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0651\u0645: \u064a\u0628\u062f\u0623 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u062f\u0648\u0646 \u062e\u0631\u064a\u0637\u0629 \u0648\u064a\u062a\u0639\u0644\u0651\u0645 \u0633\u064a\u0627\u0633\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0643\u0645\u064a \u0627\u0644\u0645\u062c\u062f\u0648\u0644.<\/p><ul><li>\u0642\u0645 \u0628\u0635\u064a\u0627\u063a\u0629 FrozenLake\/Frozen Rook \u0639\u0644\u0649 \u0647\u064a\u0626\u0629 MDP: S\u060c A\u060c R\u060c P\u060c \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629\u060c \u03b3.<\/li><li>\u0642\u0627\u0639\u062f\u0629 \u062a\u062d\u062f\u064a\u062b \u062a\u0639\u0644\u0645 Q-\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0643\u0645\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u062c\u0631\u064a\u0621 \u03b5-\u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 (\u062c\u062f\u0648\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u2192 \u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644).<\/li><li>\u062a\u062f\u0631\u064a\u0628 \u0648\u0643\u064a\u0644 \u0641\u064a Gymnasium FrozenLake\u061b \u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0627\u0644\u062a\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062d\u062a\u0645\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0632\u0644\u0642\u0629.<\/li><li>\u0627\u0641\u062d\u0635 \u0645\u0627 \u062a\u0645 \u062a\u0639\u0644\u0645\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629 \u0644\u062c\u062f\u0648\u0644 Q \/ \u0623\u0633\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0633\u0629\u061b \u0642\u0645 \u0628\u0636\u0628\u0637 \u03b1 \u0648 \u03b3 \u0648 \u03b5 \u0648\u0639\u062f\u062f \u0627\u0644\u062d\u0644\u0642\u0627\u062a.<\/li><li>\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u062d\u062c\u064a\u0645: \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0627\u0644\u0645\u062a\u0646\u0627\u062b\u0631\u0629\u060c \u0648\u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646 \u0627\u0644\u0645\u062a\u0623\u062e\u0631\u060c \u0648\u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u0627\u064b \u0623\u0635\u0639\u0628.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 20 - \u0643\u0634 \u0645\u0644\u0643 \u0631\u062e\u064a\u0646 \u0645\u0642\u0627\u0628\u0644 \u0645\u0644\u0643 \u0648\u062d\u064a\u062f: \u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0632\u0645\u0646\u064a \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/h1><p>\u064a\u0637\u0628\u0651\u0642 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0643\u0645\u064a \u0639\u0644\u0649 \u0644\u0639\u0628\u0629 \u0634\u0637\u0631\u0646\u062c \u0635\u063a\u064a\u0631\u0629 \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0644\u0639\u0628\u0629 \u0648\u064a\u062c\u0639\u0644 \u0642\u0627\u0639\u062f\u0629 \u0628\u0631\u0645\u062c\u0629 RL \u201c\u062d\u0642\u064a\u0642\u064a\u0629\u201d \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0635\u0644 \u062f\u0641\u062a\u0631 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0639\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p><ul><li>\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0628\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0632\u0645\u0646\u064a (TD): \u062a\u062d\u062f\u064a\u062f \u062e\u0637\u0623 TD \u062f\u0627\u062e\u0644 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0643\u0645\u064a\u061b \u0644\u0645\u0627\u0630\u0627 \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b TD \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0644\u0639\u0628.<\/li><li>\u0644\u0645\u0627\u0630\u0627 \u064a\u0643\u0648\u0646 \u062a\u0639\u0644\u0651\u0645 \u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648 \u0628\u0637\u064a\u0626\u0627\u064b \u0644\u0644\u063a\u0627\u064a\u0629 \u0641\u064a \u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0627\u0644\u0634\u0628\u064a\u0647\u0629 \u0628\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0630\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u0627\u0644\u0645\u062a\u0623\u062e\u0631\u0629.<\/li><li>\u0645\u0643\u062f\u0633 \u0647\u0646\u062f\u0633\u064a: rl.py (\u062a\u062d\u062f\u064a\u062b Q-memory + TD)\u060c \u0648 trainer.py (\u062d\u0644\u0642\u0629 \u062d\u0644\u0642\u0629\u060c \u062c\u062f\u0648\u0644 \u0627\u0633\u062a\u0643\u0634\u0627\u0641)\u060c \u062f\u0641\u062a\u0631 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0643\u0645\u062e\u062a\u0628\u0631.<\/li><li>\u0642\u0645 \u0628\u062a\u0631\u0645\u064a\u0632 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0643\u062d\u0627\u0644\u0629 \u064a\u0645\u0643\u0646 \u0642\u0631\u0627\u0621\u062a\u0647\u0627 \u0622\u0644\u064a\u064b\u0627 (FEN) \u0648\u0642\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0639\u0627\u0645\u0644 \u062c\u062f\u0648\u0644\u064a \u0639\u0644\u0649 \u0641\u0636\u0627\u0621 \u062d\u0627\u0644\u0629 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0644\u0639\u0628\u0629\/\u0627\u0644\u0644\u063a\u0632 \u0627\u0644\u0645\u062d\u062f\u0648\u062f.<\/li><li>\u0627\u0644\u062d\u062f\u0648\u062f: \u0633\u0628\u0628 \u0641\u0634\u0644 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u0627\u0644\u0643\u0627\u0645\u0644 (\u0644\u0639\u0646\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f) \u0648\u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0642\u0631\u064a\u0628 \u0627\u0644\u062f\u0627\u0644\u0629.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 21 - \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0643\u0645\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629: \u0645\u0646 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0643\u0645\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/h1><p>\u064a\u0642\u062f\u0651\u0645 \u062a\u0642\u0631\u064a\u0628 \u0627\u0644\u062f\u0627\u0644\u0629 \u0644\u0640 RL \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u062c\u062f\u0648\u0644 Q \u0628\u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 (DQN) \u0648\u062a\u0637\u0628\u064a\u0642\u0647 \u0639\u0644\u0649 \u0639\u062f\u0629 \u0623\u0644\u0639\u0627\u0628 \u0644\u0648\u062d\u064a\u0629 \u0635\u063a\u064a\u0631\u0629.<\/p><ul><li>\u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u062a\u0648\u0633\u0639 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0643\u0645\u064a\u0629: \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u061b \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u064a\u0645\u0643\u0646\u0647 \u201c\u062a\u062e\u0645\u064a\u0646\u201d \u0642\u064a\u0645\u064b\u0627 \u0644\u0645\u0648\u0627\u0642\u0639 \u063a\u064a\u0631 \u0645\u0631\u0626\u064a\u0629.<\/li><li>\u062d\u0644\u0642\u0629 \u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0629 Q-Network \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (DQN): \u0645\u062e\u0632\u0646 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629\u060c \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u062f\u064f\u0641\u0639\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u060c \u03b5-\u0627\u0644\u062a\u062d\u0644\u0644.<\/li><li>\u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0648\u062a\u062c\u0631\u0628\u0629 DQN \u0639\u0644\u0649 \u0623\u0644\u0639\u0627\u0628 \u0645\u062b\u0644 Connect-4 (4Connect) \u0648Fox &amp; Hounds \u0648Othello\/Reversi.<\/li><li>\u0627\u0644\u062a\u0634\u062e\u064a\u0635\u0627\u062a: \u0645\u0646\u062d\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 (\u0627\u0644\u0645\u0628\u0627\u0644\u063a\u0629 \u0641\u064a \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u060c \u0648\u0627\u0644\u062a\u0628\u0627\u0639\u062f) \u0648\u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u064a.<\/li><li>\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628: \u062a\u0642\u064a\u064a\u0645 \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 DQN \u0645\u0642\u0627\u0628\u0644 \u062a\u0642\u064a\u064a\u0645 \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 NNUE \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u064a\u062f\u0648\u064a (HCE) \u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0628\u0646\u064a\u062a\u064a\u0646.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 22 - \u0639\u0645\u0644\u064a\u0627\u062a \u0637\u0631\u062d \u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648 \u0648 MCTS \u0639\u0644\u0649 \u0642\u064a\u0631\u0643\u0627\u062a<\/h1><p>\u064a\u0628\u0646\u064a \u0628\u064a\u0626\u0629 \u0642\u064a\u0631\u0643\u0627\u062a \u0643\u0627\u0645\u0644\u0629 \u062b\u0645 \u064a\u062a\u062f\u0631\u062c \u0645\u0646 \u0627\u0644\u0637\u0631\u062d \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0625\u0644\u0649 \u0628\u062d\u062b \u0634\u062c\u0631\u0629 \u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648 \u0627\u0644\u0643\u0627\u0645\u0644 (MCTS) \u0645\u0639 \u0627\u062e\u062a\u064a\u0627\u0631 UCT.<\/p><ul><li>\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0642\u0648\u0627\u0639\u062f \u0642\u064a\u0631\u0643\u0627\u062a (\u0644\u0648\u062d\u0629 5\u00d75\u060c C3 \u0641\u0627\u0631\u063a\u0629) \u0648\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u0641\u0631\u0636 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637.<\/li><li>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062f\u062f \u062e\u0637\u0648\u0637 \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637\u060c \u0648\u062a\u0641\u0631\u0636 \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0625\u062c\u0628\u0627\u0631\u064a\u060c \u0648\u062a\u0635\u0641\u064a\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0628\u0623\u0642\u0635\u0649 \u0637\u0648\u0644.<\/li><li>\u062e\u0637\u0648\u0637 \u0623\u0633\u0627\u0633 \u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648: \u0627\u0644\u0637\u0631\u062d \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0648\u062a\u0642\u064a\u064a\u0645 \u062d\u0631\u0643\u0629 \u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648 \u0627\u0644\u0645\u0633\u0637\u062d\u0629 \u0642\u0628\u0644 \u0625\u0636\u0627\u0641\u0629 \u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u062c\u0631\u0629.<\/li><li>\u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 MCTS: \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u0648\u0633\u064a\u0639\u060c \u0648\u0627\u0644\u0637\u0631\u062d\/\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0648\u0627\u0644\u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0639\u0643\u0633\u064a\u061b \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0644\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0644\u0645\u0631\u062d\u0644\u0629 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u062d\u0631\u0643\u0629\/\u0639\u062f\u062f \u0627\u0644\u0632\u064a\u0627\u0631\u0627\u062a.<\/li><li>\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0644\u0639\u0628\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062f\u0642\u064a\u0642 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 23 - \u0623\u0644\u0641\u0627-\u0632\u064a\u0631\u0648 \u0639\u0644\u0649 \u0639\u0637\u064a\u0644\/\u0631\u064a\u0641\u064a\u0631\u0633\u064a<\/h1><p>\u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0631\u0642\u064a\u0629 MCTS \u0625\u0644\u0649 \u0628\u062d\u062b \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 AlphaZero \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0636\u0627\u0641\u0629 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u062a\u0648\u0641\u0631 \u0633\u064a\u0627\u0633\u0629 \u0645\u0633\u0628\u0642\u0629 \u0648\u062a\u0642\u062f\u064a\u0631 \u0642\u064a\u0645\u0629\u060c \u062b\u0645 \u062a\u062a\u062f\u0631\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0644\u0639\u0628 \u0627\u0644\u0630\u0627\u062a\u064a.<\/p><ul><li>\u062c\u0633\u0631 \u0627\u0644\u062d\u062f\u0633 \u0645\u0639 \u0639\u0631\u0636 \u2018Connect2\u2019 AlphaZero \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a \u0627\u0644\u0635\u063a\u064a\u0631 \"Connect2\"\u060c \u062b\u0645 \u0646\u0642\u0644 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0625\u0644\u0649 Othello.<\/li><li>\u0627\u0633\u062a\u0628\u062f\u0627\u0644 UCT \u0628\u0640 PUCT: \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0632\u064a\u0627\u0631\u0627\u062a \u0648\u0633\u064a\u0627\u0633\u0629 \u0645\u0633\u062a\u0641\u0627\u062f\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a.<\/li><li>\u0631\u0624\u0648\u0633 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629: \u0627\u0644\u0633\u064a\u0627\u0633\u0629 (\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0631\u0643\u0629) \u0648\u0627\u0644\u0642\u064a\u0645\u0629 (\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0648\u0642\u0639) \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0637\u0631\u062d \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a.<\/li><li>\u062d\u0644\u0642\u0629 AlphaZero: \u0627\u0644\u0644\u0639\u0628 \u0627\u0644\u0630\u0627\u062a\u064a \u2190 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u03c0\u060c z) \u2190 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u2190 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u061b \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0639\u0628\u0631 \u0645\u0628\u0627\u0631\u064a\u0627\u062a\/\u0645\u062f\u0648\u0646\u0627\u062a \u0627\u0644\u0628\u0637\u0648\u0644\u0629.<\/li><li>\u062a\u0631\u0645\u064a\u0632 \u0646\u0642\u0644 \u0645\u062f\u0631\u0643 \u0644\u0644\u0645\u0633\u0627\u0631 \u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0645\u062a\u063a\u064a\u0631\u0629 \u0627\u0644\u0637\u0648\u0644 \u0628\u062d\u064a\u062b \u062a\u0638\u0644 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062a\u0645\u064a\u0632\u0629.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 24 - \u0623\u0644\u0641\u0627 \u0632\u064a\u0631\u0648 \u0639\u0644\u0649 \u0642\u064a\u0631\u0643\u0627\u062a: PUCT\u060c \u0648\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0633\u0629\/\u0627\u0644\u0642\u064a\u0645\u0629\u060c \u0648\u0627\u0644\u0644\u0639\u0628 \u0627\u0644\u0630\u0627\u062a\u064a<\/h1><p>\u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0631\u0642\u064a\u0629 MCTS \u0625\u0644\u0649 \u0628\u062d\u062b \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 AlphaZero \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0636\u0627\u0641\u0629 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u062a\u0648\u0641\u0631 \u0633\u064a\u0627\u0633\u0629 \u0645\u0633\u0628\u0642\u0629 \u0648\u062a\u0642\u062f\u064a\u0631 \u0642\u064a\u0645\u0629\u060c \u062b\u0645 \u062a\u062a\u062f\u0631\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0644\u0639\u0628 \u0627\u0644\u0630\u0627\u062a\u064a.<\/p><ul><li>\u062c\u0633\u0631 \u0627\u0644\u062d\u062f\u0633 \u0645\u0639 \u0639\u0631\u0636 \u2018Connect2\u2019 \u0623\u0644\u0641\u0627 \u0632\u064a\u0631\u0648 \u0627\u0644\u0635\u063a\u064a\u0631\u060c \u062b\u0645 \u0646\u0642\u0644 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0625\u0644\u0649 \u0642\u064a\u0631\u0643\u0627\u062a.<\/li><li>\u0627\u0633\u062a\u0628\u062f\u0627\u0644 UCT \u0628\u0640 PUCT: \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0632\u064a\u0627\u0631\u0627\u062a \u0648\u0633\u064a\u0627\u0633\u0629 \u0645\u0633\u062a\u0641\u0627\u062f\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a.<\/li><li>\u0631\u0624\u0648\u0633 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629: \u0627\u0644\u0633\u064a\u0627\u0633\u0629 (\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0631\u0643\u0629) \u0648\u0627\u0644\u0642\u064a\u0645\u0629 (\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0648\u0642\u0639) \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0637\u0631\u062d \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a.<\/li><li>\u062d\u0644\u0642\u0629 AlphaZero: \u0627\u0644\u0644\u0639\u0628 \u0627\u0644\u0630\u0627\u062a\u064a \u2190 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u03c0\u060c z) \u2190 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u2190 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u061b \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0639\u0628\u0631 \u0645\u0628\u0627\u0631\u064a\u0627\u062a\/\u0645\u062f\u0648\u0646\u0627\u062a \u0627\u0644\u0628\u0637\u0648\u0644\u0629.<\/li><li>\u062a\u0631\u0645\u064a\u0632 \u0646\u0642\u0644 \u0645\u062f\u0631\u0643 \u0644\u0644\u0645\u0633\u0627\u0631 \u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0645\u062a\u063a\u064a\u0631\u0629 \u0627\u0644\u0637\u0648\u0644 \u0628\u062d\u064a\u062b \u062a\u0638\u0644 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062a\u0645\u064a\u0632\u0629.<\/li><\/ul><h1>\u0627\u0644\u062f\u0631\u0633 25 - \u0644\u0639\u0628\u0629 \u0627\u0644\u062f\u0627\u0645\u0627 \u0627\u0644\u062a\u0631\u0643\u064a\u0629 (\u0627\u0644\u062f\u0627\u0645\u0627):<\/h1><h1>\u0623\u0644\u0641\u0627-\u0628\u064a\u062a\u0627 \u060c MCTS \u0627\u0644\u0645\u0648\u062c\u0647\u0629 \u0645\u0646 \u0642\u0628\u0644 PUCT\u060c \u0623\u0644\u0641\u0627 \u0635\u0641\u0631<\/h1><p>\u064a\u0637\u0628\u0642 \u0627\u0644\u0645\u062f\u0642\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u0643\u064a\u0629 \u0648\u064a\u0642\u0627\u0631\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a (\u0623\u0644\u0641\u0627-\u0628\u064a\u062a\u0627) \u0645\u0639 MCTS \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u0627\u0621 \u0645\u0637\u0627\u0628\u0642\u0629 \u0642\u0627\u0628\u0644 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0633\u062c\u0644\u0627\u062a \u0645\u062d\u0627\u0643\u0627\u0629 \u062f\u0641\u0639\u064a\u0629.<\/p><ul><li>\u0645\u062d\u0631\u0651\u0643 \u0627\u0644\u0644\u0639\u0628\u0629: \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0644\u0648\u062d\u0629\u060c \u0648\u0627\u0644\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0642\u0641\u0632\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u062a\u0631\u0645\u064a\u0632 \u0645\u0633\u0627\u0631 \u0627\u0644\u062d\u0631\u0643\u0629.<\/li><li>\u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0639\u0627\u0645\u0644 \u0627\u0644\u0628\u062d\u062b Negamax\/Alpha-Beta\u061b \u0645\u0641\u0627\u0636\u0644\u0629 \u0627\u0644\u0639\u0645\u0642 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0642\u0648\u0629.<\/li><li>\u0648\u0643\u064a\u0644 MCTS \u0644\u0644\u0645\u062f\u0642\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u0643\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0648\u062c\u0647\u0627\u064b \u0644\u0648\u062c\u0647 \u0645\u0639 \u0623\u0644\u0641\u0627-\u0628\u064a\u062a\u0627.<\/li><li>\u0639\u062f\u0627\u0621 \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a (play_game) \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0644\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/li><li>\u0633\u062c\u0644\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0635\u062f\u064a\u0631 (\u0645\u0636\u063a\u0648\u0637\u0629) \u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u062f\u0631\u0627\u0633\u064a\u0629 \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47eb09a2 elementor-widget elementor-widget-image\" data-id=\"47eb09a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"650\" src=\"https:\/\/shatranj.ai\/wp-content\/uploads\/2024\/03\/download-2.png\" class=\"attachment-full size-full wp-image-127\" alt=\"\" srcset=\"https:\/\/shatranj.ai\/wp-content\/uploads\/2024\/03\/download-2.png 1200w, https:\/\/shatranj.ai\/wp-content\/uploads\/2024\/03\/download-2-300x163.png 300w, https:\/\/shatranj.ai\/wp-content\/uploads\/2024\/03\/download-2-1024x555.png 1024w, https:\/\/shatranj.ai\/wp-content\/uploads\/2024\/03\/download-2-768x416.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Shatranj.ai project curriculum can be accessed through lms.shatranj.ai Below are the short summaries of topics within the curriculum. Lesson 1 \u2013 Course Scope and Priorities Introduces the Shatranj.AI project, its Erasmus+ foundations, partner organizations, and digital platforms. Project vision, Erasmus KA2 context Partner institutions and cultural heritage focus Overview of platforms (editor, LMS, code tools) [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-195","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/pages\/195","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/comments?post=195"}],"version-history":[{"count":12,"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/pages\/195\/revisions"}],"predecessor-version":[{"id":820,"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/pages\/195\/revisions\/820"}],"wp:attachment":[{"href":"https:\/\/shatranj.ai\/ar\/wp-json\/wp\/v2\/media?parent=195"}],"curies":[{"name":"\u062f\u0628\u0644\u064a\u0648 \u0628\u064a","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}