{"id":475797,"date":"2023-08-09T07:23:51","date_gmt":"2023-08-09T07:23:51","guid":{"rendered":""},"modified":"2023-09-05T11:11:14","modified_gmt":"2023-09-05T11:11:14","slug":"active-learning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/active-learning\/","title":{"rendered":"\u062a\u0639\u0644\u064a\u0645 \u0641\u0639\u0627\u0644"},"content":{"rendered":"<p>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0635\u0646\u0641\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0628\u0634\u0643\u0644 \u062a\u0641\u0627\u0639\u0644\u064a \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0628\u0631\u0647\u0627 \u0623\u0643\u062b\u0631 \u0625\u0641\u0627\u062f\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647\u0627. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629 \u0644\u0644\u062a\u0639\u0644\u064a\u0642 \u0639\u0644\u064a\u0647\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0623\u0646 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0639\u0628\u0621 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0639 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0646\u0634\u0623\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0648\u0630\u0643\u0631\u0647 \u0627\u0644\u0623\u0648\u0644<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0625\u0644\u0649 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u0628\u0643\u0631\u0629\u060c \u0644\u0643\u0646 \u0625\u0636\u0641\u0627\u0621 \u0627\u0644\u0637\u0627\u0628\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0639\u0644\u064a\u0647 \u0627\u0643\u062a\u0633\u0628 \u0632\u062e\u0645\u064b\u0627 \u0641\u064a \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u062a\u0633\u0639\u064a\u0646\u064a\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0642\u062f\u0645 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 &quot;\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0644\u062c\u0646\u0629&quot; \u0628\u0642\u0644\u0645 \u062f\u064a\u0641\u064a\u062f \u062f. \u0644\u0648\u064a\u0633 \u0648\u0648\u0644\u064a\u0627\u0645 \u0623. \u063a\u064a\u0644 \u0641\u064a \u0639\u0627\u0645 1994. \u0627\u0642\u062a\u0631\u062d \u0627\u0644\u0645\u0624\u0644\u0641\u0648\u0646 \u0637\u0631\u064a\u0642\u0629 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u064a\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0624\u0643\u062f\u0629 \u0648\u062a\u0639\u0644\u064a\u0642\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0627\u0644\u0645\u0634\u0627\u0631 \u0625\u0644\u064a\u0647\u0627 \u0625\u0644\u0649 &quot;\u0644\u062c\u0646\u0629&quot;.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637: \u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/h2>\n<p>\u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0639\u0644\u0649 \u0645\u0628\u062f\u0623 \u0623\u0646 \u0628\u0639\u0636 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0646\u062f \u062a\u0635\u0646\u064a\u0641\u0647\u0627. \u062a\u062e\u062a\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631\u060c \u0648\u062a\u062f\u0645\u062c \u062a\u0633\u0645\u064a\u0627\u062a\u0647\u0627 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u062a\u062d\u0633\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637 \u0628\u0646\u0634\u0627\u0637 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u064a\u0635\u0628\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0645\u0647\u0627\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644<\/h2>\n<p>\u064a\u062a\u0636\u0645\u0646 \u062c\u0648\u0647\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0639\u0645\u0644\u064a\u0629 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a \u0627\u0644\u0623\u0648\u0644\u064a<\/strong>: \u0627\u0628\u062f\u0623 \u0628\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0630\u0627\u062a \u0639\u0644\u0627\u0645\u0627\u062a.<\/li>\n<li><strong>\u0642\u064a\u0627\u0633 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646<\/strong>: \u062a\u0642\u064a\u064a\u0645 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0636\u0645\u0646 \u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062a\u0633\u0645\u064a\u0627\u062a \u0627\u0644\u063a\u0627\u0645\u0636\u0629 \u0623\u0648 \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629.<\/li>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u064a\u0646\u0629<\/strong>: \u062d\u062f\u062f \u0639\u064a\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062f\u0631\u062c\u0627\u062a \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0623\u0648 \u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0625\u0639\u0644\u0627\u0645\u064a\u0629.<\/li>\n<li><strong>\u0634\u0631\u062d \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0644\u0635\u0642\u0627\u062a \u0644\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062e\u0628\u0631\u0627\u0621 \u0628\u0634\u0631\u064a\u064a\u0646 \u0623\u0648 \u0637\u0631\u0642 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n<li><strong>\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u062d\u062f\u064a\u062b\u064b\u0627 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<li><strong>\u062a\u0643\u0631\u0627\u0631<\/strong>: \u0643\u0631\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u062a\u0649 \u064a\u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0623\u0648 \u0627\u0633\u062a\u0646\u0641\u0627\u062f \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/h2>\n<p>\u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632\u0647 \u0639\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641:<\/p>\n<ul>\n<li><strong>\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0633\u0645\u064a\u0629<\/strong>: \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u0645\u0648\u0627\u0642\u0641 \u0627\u0644\u062a\u064a \u064a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0628\u0627\u0647\u0638 \u0627\u0644\u062b\u0645\u0646 \u0623\u0648 \u0645\u0633\u062a\u0647\u0644\u0643\u064b\u0627 \u0644\u0644\u0648\u0642\u062a.<\/li>\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0642\u062f\u0631\u0627\u062a \u062a\u0639\u0645\u064a\u0645\u064a\u0629 \u0623\u0641\u0636\u0644\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629.<\/li>\n<li><strong>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641<\/strong>: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0639\u0644\u0649 \u0645\u062c\u0627\u0644\u0627\u062a \u0648\u0645\u0647\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li><strong>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641<\/strong>: \u064a\u064f\u062a\u0631\u062c\u0645 \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636 \u0641\u064a \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u0635\u0646\u0641\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0625\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0625\u0644\u0649 \u0634\u0631\u0648\u062d \u0628\u0634\u0631\u064a\u0629 \u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646.<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0625\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646\u0647\u0627. \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646<\/strong><\/td>\n<td>\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u064a\u0646\u0627\u062a \u0630\u0627\u062a \u062f\u0631\u062c\u0629 \u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u064a\u0642\u064a\u0646 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062f\u0631\u062c\u0627\u062a \u062b\u0642\u0629 \u0645\u0646\u062e\u0641\u0636\u0629)<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0648\u0639<\/strong><\/td>\n<td>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u062b\u0644 \u0645\u0646\u0627\u0637\u0642 \u0645\u062a\u0646\u0648\u0639\u0629 \u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0644\u062c\u0646\u0629<\/strong><\/td>\n<td>\u062a\u0648\u0638\u064a\u0641 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629 \u0628\u0634\u0643\u0644 \u062c\u0645\u0627\u0639\u064a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/td>\n<td>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u062d\u062f\u0627\u062b \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062f\u0641\u0642<\/strong><\/td>\n<td>\u064a\u0646\u0637\u0628\u0642 \u0639\u0644\u0649 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0627\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0648\u0645\u0634\u0643\u0644\u0627\u062a\u0647 \u0648\u062d\u0644\u0648\u0644\u0647\u0627<\/h2>\n<h3>\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/h3>\n<p>\u064a\u062c\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ul>\n<li><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong>: \u062a\u062d\u0633\u064a\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629\u060c \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629.<\/li>\n<li><strong>\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631<\/strong>: \u062a\u0639\u0632\u064a\u0632 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/li>\n<li><strong>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u0642\u0627\u0631<\/strong>: \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062c\u0632\u064a\u0626\u064a\u0629 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631.<\/li>\n<li><strong>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a<\/strong>: \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629<\/strong>: \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u0644\u0645 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h3>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u064a\u0648\u0641\u0631 \u0645\u0632\u0627\u064a\u0627 \u0643\u0628\u064a\u0631\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u064a\u0623\u062a\u064a \u0623\u064a\u0636\u064b\u0627 \u0645\u0639 \u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ul>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645<\/strong>: \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0645\u0634\u0643\u0644\u0629 \u0645\u0639\u064a\u0646\u0629 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0623\u0648 \u062a\u062c\u0631\u0628\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0625\u0644\u0649 \u062a\u062e\u0641\u064a\u0641 \u0630\u0644\u0643.<\/li>\n<li><strong>\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0642 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a<\/strong>: \u064a\u0639\u062f \u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0645\u0643\u062b\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u062a\u062d\u0633\u064a\u0646 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0632\u0627\u0629.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0634\u0628\u0647 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641<\/strong><\/td>\n<td>\u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0649 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0649 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0625\u0641\u0627\u062f\u0629 \u0644\u0644\u062a\u0639\u0644\u064a\u0642 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u060c \u0648\u0627\u0633\u062a\u0643\u0645\u0627\u0644 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0634\u0628\u0647 \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong><\/td>\n<td>\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u062b\u0644\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0648\u0627\u0644\u0627\u0633\u062a\u063a\u0644\u0627\u0644. \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0634\u062a\u0631\u0643\u0627\u0646 \u0641\u064a \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u064a\u0647\u062a\u0645 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0628\u0645\u0647\u0627\u0645 \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong><\/td>\n<td>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0645\u0647\u0645\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0645\u0647\u0645\u0629 \u0623\u062e\u0631\u0649 \u0630\u0627\u062a \u0635\u0644\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0644\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0646\u0627\u062f\u0631\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\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\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/h2>\n<p>\u064a\u0628\u062f\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0648\u0627\u0639\u062f\u0627\u064b\u060c \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/strong>: \u062a\u0637\u0648\u064a\u0631 \u0625\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631.<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a<\/strong>: \u062f\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062d\u064a\u062b \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631.<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong>: \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0644\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0645\u062b\u064a\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/li>\n<\/ul>\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\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0623\u0648 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0623\u0648 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0631\u0628\u0637 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0633\u0647\u064a\u0644 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0648\u0645\u0646\u0627\u0637\u0642 \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0628\u0627\u062e\u062a\u064a\u0627\u0631 \u0639\u064a\u0646\u0627\u062a \u062a\u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0628\u0629 \u0627\u0644\u0633\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629.<\/li>\n<li><strong>\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062c\u0645\u064a\u0639\u0647\u0627 \u0644\u062d\u0645\u0627\u064a\u0629 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0639\u064a\u0646\u0627\u062a \u0625\u0639\u0644\u0627\u0645\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637.<\/li>\n<li><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u0641\u064a \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0627\u0644\u0645\u0648\u0632\u0639\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u062d\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0628\u064a\u0646 \u0645\u0635\u0627\u062f\u0631 \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0628\u0643\u0641\u0627\u0621\u0629.<\/li>\n<\/ol>\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 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637\u060c \u0641\u0643\u0631 \u0641\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.cs.utexas.edu\/~ml\/papers\/active-learning-icml05.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637: \u0645\u0633\u062d<\/a><\/li>\n<li><a href=\"https:\/\/www.aaai.org\/Papers\/JAIR\/Vol22\/JAIR-2214.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0634\u0628\u0647 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/an-introduction-to-active-learning-51d044fd94cd\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u062f\u0645\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637<\/a><\/li>\n<\/ul>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u062d\u064a\u062b \u064a\u0648\u0641\u0631 \u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629. \u0625\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0628\u062d\u062b \u0628\u0646\u0634\u0627\u0637 \u0639\u0646 \u0639\u064a\u0646\u0627\u062a \u0625\u0639\u0644\u0627\u0645\u064a\u0629 \u062a\u0633\u0645\u062d \u0628\u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645\u060c \u0648\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0639\u0628\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u0644\u0639\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u062f\u0648\u0631\u064b\u0627 \u0645\u0631\u0643\u0632\u064a\u064b\u0627 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0646\u062f\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0627\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0639\u0646\u062f \u062f\u0645\u062c\u0647 \u0645\u0639 \u062e\u0648\u0627\u062f\u0645 \u0628\u0631\u0648\u0643\u0633\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0634\u0637 \u062a\u062d\u0633\u064a\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/p>","protected":false},"featured_media":467468,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475797","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Active Learning: Enhancing Machine Learning with Intelligent Sampling<\/mark>","faq_items":[{"question":"What is active learning, and how does it benefit machine learning?","answer":"<p>Active learning is a machine learning paradigm that allows algorithms to interactively select and annotate the most informative samples from an unlabeled dataset. By focusing on valuable instances, active learning reduces the need for large labeled datasets, making the learning process more efficient and cost-effective. This approach leads to improved model generalization, adaptability, and overall performance.<\/p>"},{"question":"How did active learning originate, and when was it first mentioned?","answer":"<p>The concept of active learning can be traced back to early machine learning research, but it gained formalization in the late 1990s. One of the earliest mentions can be found in the paper titled \"Query by Committee\" by David D. Lewis and William A. Gale in 1994. The authors proposed a method to select uncertain samples and annotate them through a committee of models.<\/p>"},{"question":"How does active learning work internally?","answer":"<p>Active learning follows a dynamic sampling process that involves several steps. It starts with an initial model training on a small labeled dataset. The algorithm then measures uncertainty within the model's predictions to identify ambiguous or low-confidence samples. These informative samples are selected from the unlabeled pool and annotated. The model is updated with the newly labeled data, and the process iterates until the desired performance or labeling budget is achieved.<\/p>"},{"question":"What are the key features and advantages of active learning?","answer":"<p>Active learning offers several advantages over traditional supervised learning, including:<\/p><ul><li><strong>Label Efficiency<\/strong>: Requires fewer labeled instances for training.<\/li><li><strong>Improved Generalization<\/strong>: Results in models with better performance on unseen data.<\/li><li><strong>Adaptability<\/strong>: Works with various machine learning algorithms and domains.<\/li><li><strong>Cost Reduction<\/strong>: Leads to cost savings in data labeling efforts.<\/li><\/ul>"},{"question":"What are the different types of active learning?","answer":"<p>Active learning can be categorized based on the sampling strategies used:<\/p><ul><li><strong>Uncertainty Sampling<\/strong>: Selecting samples with high model uncertainty.<\/li><li><strong>Diversity Sampling<\/strong>: Choosing samples that represent diverse data regions.<\/li><li><strong>Query by Committee<\/strong>: Employing multiple models to identify informative samples.<\/li><li><strong>Expected Model Change<\/strong>: Selecting samples expected to create significant model updates.<\/li><li><strong>Stream-Based Selection<\/strong>: Applicable to real-time data streams, focusing on new samples.<\/li><\/ul>"},{"question":"In which areas can active learning be applied?","answer":"<p>Active learning finds applications in various domains, including:<\/p><ul><li>Natural Language Processing<\/li><li>Computer Vision<\/li><li>Drug Discovery<\/li><li>Anomaly Detection<\/li><li>Recommendation Systems<\/li><\/ul>"},{"question":"What challenges are associated with active learning, and how can they be addressed?","answer":"<p>Challenges in active learning include selecting suitable query strategies, ensuring high-quality annotations, and managing computational overhead. Combining multiple strategies, regular quality checks, and optimizing the active learning pipeline can help address these challenges effectively.<\/p>"},{"question":"How does active learning compare to similar terms like semi-supervised learning and reinforcement learning?","answer":"<p>While both semi-supervised learning and reinforcement learning involve elements of exploration, active learning focuses on selecting informative samples to improve model training efficiency. Semi-supervised learning combines labeled and unlabeled data, while reinforcement learning is mainly concerned with sequential decision-making tasks.<\/p>"},{"question":"What can we expect for the future of active learning?","answer":"<p>The future of active learning holds promising advancements in active learning strategies, online active learning, and its integration with deep learning architectures. These developments will further enhance its potential in addressing data scarcity and improving machine learning algorithms.<\/p>"},{"question":"How do proxy servers relate to active learning?","answer":"<p>Proxy servers can play a crucial role in active learning workflows by facilitating data collection from diverse sources, anonymizing sensitive data, and optimizing load balancing in distributed setups. They enhance the efficiency and scalability of active learning in real-world applications.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/475797","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\/475797\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/467468"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=475797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}