{"id":479495,"date":"2023-08-09T10:40:54","date_gmt":"2023-08-09T10:40:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:56","modified_gmt":"2023-09-05T11:18:56","slug":"vapnik-chervonenkis-vc-dimension","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/vapnik-chervonenkis-vc-dimension\/","title":{"rendered":"\u0628\u064f\u0639\u062f \u0641\u0627\u0628\u0646\u064a\u0643-\u062a\u0634\u064a\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633 (VC)."},"content":{"rendered":"<p>\u064a\u0639\u062f \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC) \u0645\u0641\u0647\u0648\u0645\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a\u060c \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0642\u062f\u0631\u0629 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0623\u0648 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645. \u0625\u0646\u0647 \u064a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0641\u0647\u0645 \u0642\u062f\u0631\u0629 \u062a\u0639\u0645\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629\u060c \u0633\u0648\u0641 \u0646\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u0628\u0639\u062f \u0641\u0627\u0628\u0646\u064a\u0643-\u062a\u0634\u064a\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC) \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647<\/h2>\n<p>\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0645\u0641\u0647\u0648\u0645 \u0623\u0628\u0639\u0627\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u0644\u0627\u062f\u064a\u0645\u064a\u0631 \u0641\u0627\u0628\u0646\u064a\u0643 \u0648\u0623\u0644\u064a\u0643\u0633\u064a \u062a\u0634\u064a\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633 \u0641\u064a \u0623\u0648\u0627\u0626\u0644 \u0627\u0644\u0633\u0628\u0639\u064a\u0646\u064a\u0627\u062a. \u0643\u0627\u0646 \u0643\u0644\u0627 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u062c\u0632\u0621\u064b\u0627 \u0645\u0646 \u0645\u0639\u0647\u062f \u0639\u0644\u0648\u0645 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0633\u0648\u0641\u064a\u062a\u064a\u060c \u0648\u0642\u062f \u0648\u0636\u0639 \u0639\u0645\u0644\u0647\u0645\u0627 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u0647\u0630\u0627 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0641\u064a \u0633\u064a\u0627\u0642 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0641\u0626\u062a\u064a\u0646.<\/p>\n<p>\u0638\u0647\u0631 \u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0628\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u0641\u064a \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0647\u0627\u0645\u0629 \u0643\u062a\u0628\u0647\u0627 \u0641\u0627\u0628\u0646\u064a\u0643 \u0648\u062a\u0634\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633 \u0641\u064a \u0639\u0627\u0645 1971\u060c \u0628\u0639\u0646\u0648\u0627\u0646 &quot;\u062d\u0648\u0644 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0645\u0648\u062d\u062f \u0644\u0644\u062a\u0631\u062f\u062f\u0627\u062a \u0627\u0644\u0646\u0633\u0628\u064a\u0629 \u0644\u0644\u0623\u062d\u062f\u0627\u062b \u0645\u0639 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a\u0647\u0627&quot;. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0648\u0631\u0642\u0629\u060c \u0642\u062f\u0645\u0648\u0627 \u0628\u064f\u0639\u062f VC \u0643\u0645\u0642\u064a\u0627\u0633 \u0644\u062a\u0639\u0642\u064a\u062f \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629\u060c \u0648\u0647\u064a \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0646 \u0628\u064a\u0646\u0647\u0627.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC): \u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/h2>\n<p>\u064a\u0639\u062f \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC) \u0645\u0641\u0647\u0648\u0645\u064b\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u062f\u064a\u062f \u0642\u062f\u0631\u0629 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0639\u0644\u0649 \u062a\u062d\u0637\u064a\u0645 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u064f\u0642\u0627\u0644 \u0625\u0646 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u062a\u062d\u0637\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0630\u0627 \u062a\u0645\u0643\u0646\u062a \u0645\u0646 \u062a\u0635\u0646\u064a\u0641 \u062a\u0644\u0643 \u0627\u0644\u0646\u0642\u0627\u0637 \u0628\u0623\u064a \u0637\u0631\u064a\u0642\u0629 \u0645\u0645\u0643\u0646\u0629\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u064a \u062a\u0635\u0646\u064a\u0641 \u062b\u0646\u0627\u0626\u064a \u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u064a\u0635\u0646\u0641 \u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643.<\/p>\n<p>\u064a\u0639\u062f \u0628\u064f\u0639\u062f VC \u0644\u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0647\u0648 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u0644\u0641\u0626\u0629 \u062a\u062d\u0637\u064a\u0645\u0647\u0627. \u0628\u0645\u0639\u0646\u0649 \u0622\u062e\u0631\u060c \u064a\u0645\u062b\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u0631\u062a\u064a\u0628\u0647\u0627 \u0628\u0623\u064a \u0637\u0631\u064a\u0642\u0629 \u0645\u0645\u0643\u0646\u0629\u060c \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0641\u0635\u0644\u0647\u0627 \u062a\u0645\u0627\u0645\u064b\u0627.<\/p>\n<p>\u0627\u0644\u0628\u0639\u062f VC \u0644\u0647 \u0622\u062b\u0627\u0631 \u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0642\u062f\u0631\u0629 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u064f\u0639\u062f VC \u0644\u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0635\u063a\u064a\u0631\u064b\u0627\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0642\u0648\u0645 \u0627\u0644\u0641\u0626\u0629 \u0628\u062a\u0639\u0645\u064a\u0645 \u062c\u064a\u062f \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062e\u0637\u0631 \u0627\u0644\u062a\u062c\u0627\u0648\u0632. \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u064f\u0639\u062f VC \u0643\u0628\u064a\u0631\u064b\u0627\u060c \u0641\u0647\u0646\u0627\u0643 \u062e\u0637\u0631 \u0623\u0643\u0628\u0631 \u0644\u0644\u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0632\u0627\u0626\u062f\u060c \u062d\u064a\u062b \u0642\u062f \u064a\u062d\u0641\u0638 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0628\u0639\u062f Vapnik-Chervonenkis (VC): \u0643\u064a\u0641 \u064a\u0639\u0645\u0644<\/h2>\n<p>\u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u0628\u0639\u062f VC\u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0646\u0638\u0631 \u0641\u064a \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u0625\u064a\u062c\u0627\u062f \u0641\u0631\u0636\u064a\u0629 (\u0646\u0645\u0648\u0630\u062c) \u064a\u0645\u0643\u0646\u0647\u0627 \u0641\u0635\u0644 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u0645\u062b\u0627\u0644 \u0628\u0633\u064a\u0637 \u0647\u0648 \u062a\u0635\u0646\u064a\u0641 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0643\u0628\u0631\u064a\u062f \u0639\u0634\u0648\u0627\u0626\u064a \u0623\u0648 \u063a\u064a\u0631 \u0639\u0634\u0648\u0627\u0626\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0639\u064a\u0646\u0629.<\/p>\n<p>\u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0628\u064f\u0639\u062f VC \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u062d\u0637\u064a\u0645\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0630\u0627\u062a \u0628\u064f\u0639\u062f VC \u0645\u0646\u062e\u0641\u0636\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0645\u0646 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u062f\u0648\u0646 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632. \u0639\u0644\u0649 \u0627\u0644\u0639\u0643\u0633 \u0645\u0646 \u0630\u0644\u0643\u060c \u064a\u0634\u064a\u0631 \u0628\u064f\u0639\u062f VC \u0627\u0644\u0645\u0631\u062a\u0641\u0639 \u0625\u0644\u0649 \u0623\u0646 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0639\u0631\u0636\u0629 \u0644\u0644\u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0632\u0627\u0626\u062f.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0628\u0639\u062f Vapnik-Chervonenkis (VC).<\/h2>\n<p>\u064a\u0642\u062f\u0645 \u0628\u064f\u0639\u062f VC \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0627\u0644\u0645\u0647\u0645\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0642\u064a\u0627\u0633 \u0627\u0644\u0642\u062f\u0631\u0627\u062a<\/strong>: \u0625\u0646\u0647 \u0628\u0645\u062b\u0627\u0628\u0629 \u0645\u0642\u064a\u0627\u0633 \u0644\u0642\u062f\u0631\u0629 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0645\u062f\u0649 \u062a\u0639\u0628\u064a\u0631 \u0627\u0644\u0641\u0626\u0629 \u0641\u064a \u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0645\u0644\u0632\u0645\u0629<\/strong>: \u064a\u0631\u062a\u0628\u0637 \u0628\u064f\u0639\u062f VC \u0628\u062e\u0637\u0623 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0624\u062f\u064a \u0628\u064f\u0639\u062f VC \u0627\u0644\u0623\u0635\u063a\u0631 \u0625\u0644\u0649 \u0623\u062f\u0627\u0621 \u062a\u0639\u0645\u064a\u0645\u064a \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0641\u0647\u0645 \u0628\u064f\u0639\u062f VC \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0647\u0627\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062d\u0644\u0627\u0642\u0629 \u0623\u0648\u0643\u0627\u0645<\/strong>: \u064a\u062f\u0639\u0645 \u0628\u064f\u0639\u062f VC \u0645\u0628\u062f\u0623 \u0634\u0641\u0631\u0629 \u0623\u0648\u0643\u0627\u0645\u060c \u0627\u0644\u0630\u064a \u064a\u0642\u062a\u0631\u062d \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0628\u0633\u0637 \u0646\u0645\u0648\u0630\u062c \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u064a\u062f\u064b\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0623\u0628\u0639\u0627\u062f Vapnik-Chervonenkis (VC).<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0628\u064f\u0639\u062f VC \u0625\u0644\u0649 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u062c\u0645\u0648\u0639\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0643\u0633\u0631<\/strong>: \u064a\u0642\u0627\u0644 \u0625\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062d\u0637\u064a\u0645 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u062a\u062d\u0642\u064a\u0642 \u062c\u0645\u064a\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0645\u0643\u0646\u0629 \u0644\u0644\u0646\u0642\u0627\u0637 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0646\u0645\u0648<\/strong>: \u062a\u0635\u0641 \u062f\u0627\u0644\u0629 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u0627\u0646\u0642\u0633\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0645\u064a\u0632\u0629 (\u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629) \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u062a\u062d\u0642\u064a\u0642\u0647\u0627 \u0644\u0639\u062f\u062f \u0645\u0639\u064a\u0646 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0648\u0642\u0641<\/strong>: \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0647\u064a \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u062d\u0642\u064a\u0642 \u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u0646\u0642\u0633\u0627\u0645\u0627\u062a \u0641\u064a\u0647\u0627\u060c \u0648\u0644\u0643\u0646 \u0625\u0636\u0627\u0641\u0629 \u0646\u0642\u0637\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637 \u064a\u062c\u0639\u0644 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0627\u0646\u0642\u0633\u0627\u0645 \u0627\u0644\u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0645\u0633\u062a\u062d\u064a\u0644\u064b\u0627.<\/p>\n<\/li>\n<\/ol>\n<p>\u0644\u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u062e\u0630 \u0628\u0639\u064a\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>: \u0644\u0646\u0641\u0643\u0631 \u0641\u064a \u0645\u0635\u0646\u0641 \u062e\u0637\u064a \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u064a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0631\u0633\u0645 \u062e\u0637 \u0645\u0633\u062a\u0642\u064a\u0645. \u0625\u0630\u0627 \u062a\u0645 \u062a\u0631\u062a\u064a\u0628 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0637\u0631\u064a\u0642\u0629 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u0646\u064a\u0641\u0647\u0627\u060c \u0641\u0647\u0646\u0627\u0643 \u062f\u0627\u0626\u0645\u064b\u0627 \u062e\u0637 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0641\u0635\u0644 \u0628\u064a\u0646\u0647\u0627\u060c \u0641\u0625\u0646 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0644\u0647\u0627 \u0646\u0642\u0637\u0629 \u062a\u0648\u0642\u0641 \u0642\u062f\u0631\u0647\u0627 0. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0646\u0642\u0627\u0637 \u0628\u0637\u0631\u064a\u0642\u0629 \u062a\u0633\u0645\u062d \u0644\u0628\u0639\u0636 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a\u060c \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u062e\u0637 \u064a\u0641\u0635\u0644 \u0628\u064a\u0646\u0647\u0645\u0627\u060c \u0648\u064a\u0642\u0627\u0644 \u0625\u0646 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u062a\u062d\u0637\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0646\u0642\u0627\u0637.<\/p>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0628\u0639\u0627\u062f Vapnik-Chervonenkis (VC) \u0648\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<p>\u064a\u062c\u062f \u0628\u064f\u0639\u062f VC \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637. \u0628\u0639\u0636 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647 \u062a\u0634\u0645\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u064a\u0633\u0627\u0639\u062f \u0628\u064f\u0639\u062f VC \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0645\u0647\u0645\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u0639\u064a\u0646\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0641\u0626\u0629 \u0641\u0631\u0636\u064a\u0629 \u0630\u0627\u062a \u0628\u064f\u0639\u062f VC \u0645\u0646\u0627\u0633\u0628\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0631\u0621 \u062a\u062c\u0646\u0628 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u064a\u0637<\/strong>: \u064a\u062a\u064a\u062d \u0644\u0646\u0627 \u0628\u064f\u0639\u062f VC \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u062d\u062f\u0648\u062f \u062e\u0637\u0623 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062f\u062f \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629<\/strong>: \u064a\u0639\u062f \u0628\u064f\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u0645\u0641\u0647\u0648\u0645\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0627 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629\u060c \u0648\u0647\u0648 \u0645\u0628\u062f\u0623 \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a \u0648\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0644\u0627\u062a \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u062a\u062c\u0647\u0629 (SVM)<\/strong>: \u062a\u0633\u062a\u062e\u062f\u0645 SVM\u060c \u0648\u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0634\u0627\u0626\u0639\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0628\u064f\u0639\u062f VC \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0641\u0627\u0626\u0642 \u0627\u0644\u0641\u0627\u0635\u0644 \u0627\u0644\u0623\u0645\u062b\u0644 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0628\u064f\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u064a\u0639\u062f \u0623\u062f\u0627\u0629 \u0642\u064a\u0645\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u064a\u0637\u0631\u062d \u0623\u064a\u0636\u064b\u0627 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u062d\u0633\u0627\u0628 \u0628\u064f\u0639\u062f VC \u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0643\u0644\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u063a\u064a\u0631 \u0627\u0644\u062b\u0646\u0627\u0626\u064a<\/strong>: \u062a\u0645 \u062a\u0637\u0648\u064a\u0631 \u0628\u064f\u0639\u062f VC \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0644\u0645\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u060c \u0648\u0642\u062f \u064a\u0643\u0648\u0646 \u062a\u0648\u0633\u064a\u0639\u0647 \u0644\u064a\u0634\u0645\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0641\u0626\u0627\u062a \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0628\u0639\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0639\u062a\u0645\u062f \u0628\u064f\u0639\u062f VC \u0639\u0644\u0649 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0642\u062f \u062a\u0624\u062b\u0631 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0637\u0648\u0631 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0631\u064a\u0628\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u0642\u062f\u064a\u0631 \u0628\u064f\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u0648\u062a\u0637\u0628\u064a\u0642\u0647 \u0639\u0644\u0649 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627.<\/p>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u064a\u0634\u062a\u0631\u0643 \u0628\u064f\u0639\u062f VC \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0645\u0639 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0642\u064a\u062f \u0631\u0627\u062f\u064a\u0645\u0627\u062e\u0631<\/strong>: \u064a\u0642\u064a\u0633 \u062a\u0639\u0642\u064a\u062f Rademacher \u0642\u062f\u0631\u0629 \u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u062d\u062a\u0648\u0627\u0621 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629. \u064a\u0631\u062a\u0628\u0637 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u0627\u0644\u0628\u0639\u062f VC \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u062e\u0637\u0623 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u064a\u0637.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u062a\u062d\u0637\u064a\u0645<\/strong>: \u064a\u0642\u064a\u0633 \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u062a\u062d\u0637\u064a\u0645 \u0644\u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u062d\u0637\u064a\u0645\u0647\u0627\u060c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0628\u064f\u0639\u062f VC.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0644\u0645 \u0628\u0627\u0643<\/strong>: \u0627\u0644\u062a\u0639\u0644\u0645 \u0631\u0628\u0645\u0627 \u064a\u0643\u0648\u0646 \u0635\u062d\u064a\u062d\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 (PAC) \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0641\u0639\u0627\u0644 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645. \u064a\u0644\u0639\u0628 \u0628\u064f\u0639\u062f VC \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0645\u062f\u0649 \u062a\u0639\u0642\u064a\u062f \u0639\u064a\u0646\u0629 \u062a\u0639\u0644\u0645 PAC.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC).<\/h2>\n<p>\u0633\u064a\u0633\u062a\u0645\u0631 \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC) \u0641\u064a \u0643\u0648\u0646\u0647 \u0645\u0641\u0647\u0648\u0645\u064b\u0627 \u0645\u0631\u0643\u0632\u064a\u064b\u0627 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0648\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u062d\u062c\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0642\u064a\u062f\u0647\u0627\u060c \u0633\u064a\u0635\u0628\u062d \u0641\u0647\u0645 \u0628\u064f\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647 \u0630\u0627 \u0623\u0647\u0645\u064a\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u0639\u0645\u064a\u0645\u0647\u0627 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f.<\/p>\n<p>\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u062a\u0642\u062f\u064a\u0631 \u0628\u064f\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a \u0648\u062f\u0645\u062c\u0647 \u0641\u064a \u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0625\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u062f\u0642\u0629. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0628\u064f\u0639\u062f \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a (VC) \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631.<\/p>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0628\u0639\u062f Vapnik-Chervonenkis (VC).<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 OneProxy (oneproxy.pro)\u060c \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0625\u0646\u0647\u0645 \u064a\u0639\u0645\u0644\u0648\u0646 \u0643\u0648\u0633\u0637\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0625\u062e\u0641\u0627\u0621 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p>\u0641\u064a \u0633\u064a\u0627\u0642 \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC)\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0633\u0646\u0629<\/strong>: \u0639\u0646\u062f \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0623\u0648 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0642\u062f \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 \u0628\u0631\u0648\u0643\u0633\u064a \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0633\u0631\u064a\u0629 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u062d\u0645\u0627\u064a\u0629 \u0647\u0648\u064a\u0627\u062a\u0647\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0646\u0628 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062d\u062f\u0648\u062f \u062c\u063a\u0631\u0627\u0641\u064a\u064b\u0627<\/strong>: \u062a\u062a\u064a\u062d \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0639\u0644\u0649 \u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0634\u0643\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0625\u062f\u0627\u0631\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u0639\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0627\u0645 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0628\u064f\u0639\u062f Vapnik-Chervonenkis (VC) \u0648\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u064a\u0631\u062c\u0649 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/link.springer.com\/article\/10.1007\/BF01061305\" target=\"_new\" rel=\"noopener nofollow\">\u0641\u0627\u0628\u0646\u064a\u0643\u060c \u0641.\u060c \u0648\u0634\u064a\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633\u060c \u0623. (1971). \u062d\u0648\u0644 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0645\u0646\u062a\u0638\u0645 \u0644\u0644\u062a\u0631\u062f\u062f\u0627\u062a \u0627\u0644\u0646\u0633\u0628\u064a\u0629 \u0644\u0644\u0623\u062d\u062f\u0627\u062b \u0645\u0639 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a\u0647\u0627<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-1-4612-5118-7\" target=\"_new\" rel=\"noopener nofollow\">\u0641\u0627\u0628\u0646\u064a\u0643\u060c \u0641.\u060c \u0648\u0634\u064a\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633\u060c \u0623. (1974). \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.cs.huji.ac.il\/~shais\/UnderstandingMachineLearning\/\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0627\u0644\u064a\u0641 \u0634\u0648\u0627\u0631\u062a\u0632\u060c \u0633.\u060c \u0648\u0628\u0646 \u062f\u064a\u0641\u064a\u062f\u060c \u0633. (2014). \u0641\u0647\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a: \u0645\u0646 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.wiley.com\/en-us\/Statistical+Learning+Theory-p-9780471030034\" target=\"_new\" rel=\"noopener nofollow\">\u0641\u0627\u0628\u0646\u064a\u0643\u060c VN (1998). \u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/VC_dimension\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627 \u2013 \u0627\u0644\u0628\u0639\u062f VC<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.cs.cornell.edu\/courses\/cs4780\/2018fa\/lectures\/lecturenote10.html\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0628\u0639\u062f \u0641\u0627\u0628\u0646\u064a\u0643-\u062a\u0634\u064a\u0631\u0641\u0648\u0646\u064a\u0646\u0643\u064a\u0633 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0631\u0646\u064a\u0644<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/papers.nips.cc\/paper\/762-structural-risk-minimization-over-data-dependent-hierarchies.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u2013 \u0623\u0646\u0638\u0645\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NIPS)<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0642\u0631\u0627\u0621 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0623\u0639\u0645\u0642 \u062d\u0648\u0644 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0628\u0639\u062f Vapnik-Chervonenkis.<\/p>","protected":false},"featured_media":470805,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479495","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Vapnik-Chervonenkis (VC) Dimension: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is the Vapnik-Chervonenkis (VC) dimension?","answer":"<p>The Vapnik-Chervonenkis (VC) dimension is a fundamental concept in computational learning theory and statistics. It measures the capacity of a hypothesis class or learning algorithm to shatter data points, enabling a deeper understanding of generalization ability in machine learning models.<\/p>"},{"question":"Who introduced the VC dimension, and when was it first mentioned?","answer":"<p>The VC dimension was introduced by Vladimir Vapnik and Alexey Chervonenkis in the early 1970s. They first mentioned it in their 1971 paper titled \"On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities.\"<\/p>"},{"question":"How does the VC dimension work?","answer":"<p>The VC dimension quantifies the maximum number of data points that a hypothesis class can shatter, meaning it can correctly classify any possible binary labeling of the data points. It plays a crucial role in determining a model's ability to generalize from training data to unseen data, helping to prevent overfitting.<\/p>"},{"question":"What are the key features of the VC dimension?","answer":"<p>The VC dimension offers important insights, including its role as a capacity measure for hypothesis classes, its link to generalization error in learning algorithms, its significance in model selection, and its support for the principle of Occam's razor.<\/p>"},{"question":"What types of VC dimension exist?","answer":"<p>The VC dimension can be categorized into shatterable sets, growth functions, and breakpoints. A set of data points is considered shatterable if all possible binary labelings can be realized by the hypothesis class.<\/p>"},{"question":"How can the VC dimension be used, and what problems can arise?","answer":"<p>The VC dimension finds applications in model selection, bounding generalization error, structural risk minimization, and support vector machines (SVM). However, challenges include computational complexity, non-binary classification, and data dependency. Researchers have developed approximation algorithms and techniques to address these issues.<\/p>"},{"question":"What are the perspectives and future technologies related to the VC dimension?","answer":"<p>The VC dimension will continue to play a central role in machine learning and statistical learning theory. As data sets grow larger and more complex, understanding and leveraging the VC dimension will be crucial in developing models that generalize well and achieve better performance.<\/p>"},{"question":"How can proxy servers be associated with the VC dimension?","answer":"<p>Proxy servers, like those provided by OneProxy (oneproxy.pro), can enhance data privacy during experiments or data collection for machine learning tasks. They can also help access diverse datasets from different geographical locations, contributing to more robust and generalized models.<\/p>"},{"question":"Where can I find more information about the VC dimension?","answer":"<p>For more information about the VC dimension and related topics, you can explore the provided links to resources, research papers, and books on statistical learning theory and machine learning algorithms.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479495","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479495\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470805"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}