{"id":649,"date":"2022-10-27T19:44:11","date_gmt":"2022-10-27T19:44:11","guid":{"rendered":"https:\/\/www.uaefuture.org\/?p=649"},"modified":"2022-10-27T19:44:11","modified_gmt":"2022-10-27T19:44:11","slug":"%d8%a7%d9%84%d8%aa%d8%ba%d9%84%d8%a8-%d8%b9%d9%84%d9%89-%d8%aa%d8%ad%d8%af%d9%8a%d8%a7%d8%aa-%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d8%a8%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b5","status":"publish","type":"post","link":"https:\/\/www.uaefuture.org\/?p=649","title":{"rendered":"\u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629"},"content":{"rendered":"


\n<\/p>\n

\n
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\n<\/div>\n

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\n
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\u062d\u062f\u062b<\/h3>\n
\n

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<\/p>\n

\u0633\u062c\u0644 \u0647\u0646\u0627 <\/a>\n <\/div>\n<\/div>\n<\/div>\n

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\u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 2: <\/strong>\u0631\u0628\u0645\u0627 \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u062a\u0631\u062c\u0645\u0629 \u0644\u0625\u062d\u062f\u0649 \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u060c \u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u064a\u0637\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u060c \u0648\u0644\u0643\u0646 \u0645\u0639 \u0644\u063a\u0627\u062a Rhaeto-Romance \u060c \u064a\u0643\u0648\u0646 \u062a\u0648\u0641\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627. <\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629 1: \u064a\u0635\u0628\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0631\u0636\u0629 \u0644\u0644\u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0632\u0627\u0626\u062f<\/h3>\n

\u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062c\u0646\u0628 \u0641\u0631\u0637 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u060c \u0644\u0643\u0646 \u0647\u0630\u0627 \u064a\u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u064b\u0627 \u0623\u0643\u0628\u0631 \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629. \u0623\u0646\u062a \u062a\u062e\u0627\u0637\u0631 \u0628\u0635\u0646\u0639 \u0646\u0645\u0648\u0630\u062c \u0645\u0639\u0642\u062f \u0644\u0644\u063a\u0627\u064a\u0629 \u064a\u0646\u0627\u0633\u0628 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062a\u0645\u0627\u0645\u064b\u0627 \u060c \u0644\u0643\u0646\u0647 \u0644\u064a\u0633 \u0628\u0647\u0630\u0647 \u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062d\u064a\u0627\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n

\u0627\u0644\u0645\u062d\u0644\u0648\u0644:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0623\u0628\u0633\u0637. \u0639\u0627\u062f\u0629\u064b \u060c \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u060c \u064a\u0645\u064a\u0644 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u0648\u0635\u0641 \u062a\u0628\u0639\u064a\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627. \u0644\u0646 \u062a\u0633\u0627\u0639\u062f\u0643 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u0641\u0631\u0637 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0635\u063a\u064a\u0631\u0629 \u060c \u0648\u0644\u0627 \u062a\u062a\u0645\u062a\u0639 \u0628\u0631\u0641\u0627\u0647\u064a\u0629 \u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629. <\/p>\n

\u0628\u0635\u0631\u0641 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f \u060c \u0642\u062f \u062a\u0644\u0627\u062d\u0638 \u0623\u064a\u0636\u064b\u0627 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0644\u0627 \u064a\u062a\u0642\u0627\u0631\u0628 \u062c\u064a\u062f\u064b\u0627. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0645\u062b\u0644 \u0627\u0644\u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0645\u0628\u0643\u0631 \u0645\u0634\u0643\u0644\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062d\u064a\u062b \u064a\u0641\u0634\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062d\u0644\u064a \u0628\u0633\u0631\u0639\u0629 \u0643\u0628\u064a\u0631\u0629 \u0648\u064a\u0635\u0639\u0628 \u0627\u0644\u062e\u0631\u0648\u062c \u0645\u0646 \u0647\u0646\u0627\u0643. <\/p>\n

\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u060c \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0623\u062e\u0630 \u0639\u064a\u0646\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 \u0637\u0631\u0642 \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0645\u062b\u0644 \u062a\u0642\u0646\u064a\u0629 \u0641\u0631\u0637 \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0623\u0642\u0644\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 (SMOTE) \u0648\u062a\u0639\u062f\u064a\u0644\u0627\u062a\u0647\u0627 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062b\u0644 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (GANs). \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u062d\u0644 \u0639\u0644\u0649 \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0643 \u0628\u0627\u0644\u0641\u0639\u0644. \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 \u0627\u0644\u062a\u0643\u062f\u064a\u0633 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0644\u064a\u0633 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n

\u062d\u0644 \u0622\u062e\u0631 \u0645\u0645\u0643\u0646 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0646\u0642\u0644 \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u062d\u0644\u0648\u0644 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u060c \u062d\u062a\u0649 \u0644\u0648 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643 \u060c \u0644\u0643\u064a \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0646\u0642\u0644 \u060c \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0645\u062c\u0627\u0648\u0631\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0639\u0644\u0645 \u0646\u0645\u0648\u0630\u062c\u0643 \u0645\u0646\u0647\u0627. <\/p>\n

\u0644\u064a\u0633 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u062f\u0627\u0626\u0645\u064b\u0627 \u062c\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0648\u062d\u062a\u0649 \u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u0630\u0644\u0643 \u060c \u0641\u0642\u062f \u062a\u0639\u0645\u0644 \u0641\u0642\u0637 \u0625\u0644\u0649 \u062d\u062f \u0645\u0639\u064a\u0646. \u0644\u0627 \u062a\u0632\u0627\u0644 \u0647\u0646\u0627\u0643 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0645\u062a\u0623\u0635\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643 \u060c \u0644\u0627 \u064a\u0645\u0643\u0646 \u0625\u062b\u0628\u0627\u062a \u0642\u0631\u0628 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u060c \u062d\u064a\u062b \u0644\u0627 \u064a\u0645\u0643\u0646 \u0642\u064a\u0627\u0633\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631. \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u060c \u064a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062d\u0644 \u0623\u064a\u0636\u064b\u0627 \u0641\u0631\u0636\u064a\u0629 \u062a\u0648\u0641\u0631\u0647\u0627 \u062e\u0628\u0631\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u0628\u0646\u0627\u0621 \u0625\u062c\u0631\u0627\u0621 \u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0642\u0644.<\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0644\u0639\u0646\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f <\/h3>\n

\u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0644\u0643\u0646 \u0627\u0644\u0642\u0644\u064a\u0644 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u062a\u0639\u0644\u0645. \u0645\u0627\u0630\u0627 \u064a\u0645\u0643\u0646 \u0627\u0646 \u064a\u0641\u0639\u0644\u061f<\/p>\n

\u0627\u0644\u062d\u0644 \u0647\u0648 \u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u064a\u0645\u0643\u0646\u0643 \u062a\u0637\u0628\u064a\u0642 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0627\u0644\u0645 (\u0627\u0644\u0625\u0646\u0634\u0627\u0621) \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u064a\u0632\u0629 \u060c \u0623\u0648 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644\u064a\u0647\u0645\u0627. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u060c \u0633\u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u062a\u0637\u0628\u064a\u0642 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0629 \u0623\u0648\u0644\u0627\u064b. <\/p>\n

\u0645\u064a\u0632\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c <\/h4>\n

\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u062a\u0642\u0644\u064a\u0644 \u0623\u0628\u0639\u0627\u062f \u0646\u0645\u0648\u0630\u062c\u0643 \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0645\u062a\u0636\u0645\u0646\u0629. \u0644\u0630\u0644\u0643 \u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u0642 kernel \u0623\u0648 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0623\u0648 \u062d\u062a\u0649 \u0628\u0639\u0636 \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0648\u0631 \u0648\u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0645\u062b\u0644 PCA \u0648 t-SNE. <\/p>\n

\u0641\u064a \u0634\u0628\u0643\u0627\u062a CNN \u060c \u062a\u0639\u0645\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u060c \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0635\u0648\u0631 \u060c \u062a\u0642\u0648\u0645 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0627\u0644\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u062a\u062d\u0633\u0628 \u0635\u0648\u0631\u0629 \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0637\u0628\u0642\u0629 \u0648\u0633\u064a\u0637\u0629 \u062c\u062f\u064a\u062f\u0629. <\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0647\u064a \u0623\u0646\u0647 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0645\u0639 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u060c \u062a\u0641\u0642\u062f \u0627\u0644\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631. \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0627\u062a\u062c \u0641\u064a \u0637\u0628\u064a<\/a> \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0644\u0623\u0646\u0647 \u062d\u062a\u0649 \u0644\u0648 \u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0628\u0634\u0643\u0644 \u0645\u0641\u062a\u0631\u0636 \u0639\u0646\u062f \u0625\u0639\u0637\u0627\u0626\u0647 \u0644\u0644\u0637\u0628\u064a\u0628 \u060c \u0641\u0644\u0646 \u064a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0628\u0633\u0628\u0628 \u0627\u0644\u0623\u062e\u0644\u0627\u0642 \u0627\u0644\u0637\u0628\u064a\u0629. \u064a\u0635\u0639\u0628 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 CNN \u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0644\u0627 \u064a\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629. <\/p>\n

\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u064a\u0632\u0629 <\/h4>\n

\u0646\u0647\u062c \u0622\u062e\u0631 \u064a\u062a\u0636\u0645\u0646 \u0625\u0632\u0627\u0644\u0629 \u0628\u0639\u0636 \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0644\u0643\u064a \u064a\u0639\u0645\u0644 \u0630\u0644\u0643 \u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0643\u062b\u0631\u0647\u0627 \u0641\u0627\u0626\u062f\u0629 \u0648\u062d\u0630\u0641 \u0643\u0644 \u0645\u0627 \u062a\u0628\u0642\u0649. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0642\u0628\u0644 300 \u0645\u064a\u0632\u0629 \u060c \u0628\u0639\u062f \u0627\u0644\u062a\u062e\u0641\u064a\u0636 \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 20 \u060c \u0648\u0633\u064a\u062a\u0645 \u0631\u0641\u0639 \u0644\u0639\u0646\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u062c\u062d \u0633\u062a\u062e\u062a\u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0643\u0644. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643 \u060c \u0628\u062e\u0644\u0627\u0641 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u060c \u0633\u064a\u0638\u0644 \u0646\u0645\u0648\u0630\u062c\u0643 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u060c \u0644\u0630\u0644\u0643 \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0629 \u0628\u062d\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/p>\n

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\u0643\u0645 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0627 \u0647\u0648 \u0633\u0624\u0627\u0644 \u0645\u062e\u062a\u0644\u0641. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u0646\u0642\u0631\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u0646\u0645\u062a\u0644\u0643\u0647\u0627 \u0648\u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0627 \u062d\u062a\u0649 \u0646\u0644\u0628\u064a\u0647\u0627. \u0623\u0648 \u064a\u0645\u0643\u0646\u0646\u0627 \u0641\u0642\u0637 \u062a\u0642\u062f\u064a\u0645 \u0628\u0639\u0636 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 “\u0627\u062e\u062a\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0647\u0627 \u0627\u0631\u062a\u0628\u0627\u0637 \u0623\u0639\u0644\u0649 \u0645\u0646 0.7”. \u0628\u0627\u0644\u0637\u0628\u0639 \u060c \u0647\u0646\u0627\u0643 \u0628\u0639\u0636 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0645\u062b\u0644 “\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0639\u0635\u0627 \u0627\u0644\u0645\u0643\u0633\u0648\u0631\u0629” \u0623\u0648 “\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0643\u0648\u0639” \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u060c \u0648\u0644\u0643\u0646 \u0644\u0627 \u064a\u0636\u0645\u0646 \u0623\u064a \u0645\u0646\u0647\u0627 \u0623\u0641\u0636\u0644 \u0646\u062a\u064a\u062c\u0629 \u0645\u0645\u0643\u0646\u0629.<\/p>\n

\u0646\u0647\u062c \u0622\u062e\u0631 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u0636\u0645\u0646\u0629. \u062a\u0639\u0645\u0644 \u0647\u0630\u0647 \u062f\u0627\u0626\u0645\u064b\u0627 \u0641\u064a \u0623\u0632\u0648\u0627\u062c \u0645\u0639 \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c ML \u0627\u0644\u0623\u062e\u0631\u0649. \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0643 \u0628\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u060c \u0645\u062b\u0644 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0643\u0644 \u0634\u062c\u0631\u0629 \u060c \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u064a\u0633\u0645\u0649 \u0628\u0640 “\u062e\u0637\u0623 \u062e\u0627\u0631\u062c \u0627\u0644\u0643\u064a\u0633”: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0643\u0644 \u0634\u062c\u0631\u0629 \u0625\u0645\u0627 \u0635\u062d\u064a\u062d\u0629 \u0623\u0648 \u062e\u0627\u0637\u0626\u0629 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0643\u0644 \u0643\u0627\u0626\u0646. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0630\u0644\u0643 \u0635\u062d\u064a\u062d\u064b\u0627 \u060c \u0641\u0646\u062d\u0646 \u0646\u0636\u064a\u0641 \u0627\u0644\u062f\u0631\u062c\u0627\u062a \u0625\u0644\u0649 \u062c\u0645\u064a\u0639 \u0645\u064a\u0632\u0627\u062a\u0647 \u060c \u0648\u0625\u0630\u0627 \u0644\u0645 \u064a\u0643\u0646 \u0627\u0644\u0623\u0645\u0631 \u0643\u0630\u0644\u0643 \u060c \u0641\u0642\u0645 \u0628\u0627\u0633\u062a\u062e\u0631\u0627\u062c. <\/p>\n

\u0628\u0639\u062f \u0630\u0644\u0643 \u060c \u0628\u0639\u062f \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0637\u0627\u0628\u0642 (\u064a\u0645\u0643\u0646 \u062a\u0642\u062f\u064a\u0645 \u0643\u0644 \u0645\u064a\u0632\u0629 \u0628\u0639\u062f\u062f \u0645\u062e\u062a\u0644\u0641 \u0645\u0646 \u0627\u0644\u0645\u0631\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0623\u0634\u062c\u0627\u0631) \u060c \u0642\u0645 \u0628\u0641\u0631\u0632\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u062b\u0645 \u0642\u0635 \u0628\u0639\u0636 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u064a\u0647\u0627 \u060c \u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u0641\u064a \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0641\u064a\u0629. \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0628\u0623\u0643\u0645\u0644\u0647 \u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0629 \u061b \u0639\u0627\u062f\u0629 \u0645\u0627 \u062a\u0641\u0639\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0646\u0641\u0633 \u0627\u0644\u0634\u064a\u0621. <\/p>\n

\u0623\u062e\u064a\u0631\u064b\u0627 \u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u0642 \u0627\u0644\u062a\u063a\u0644\u064a\u0641 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629. \u0641\u0643\u0631\u062a\u0647\u0645 \u0628\u0647\u0630\u0647 \u0627\u0644\u0628\u0633\u0627\u0637\u0629: \u0623\u0648\u0644\u0627\u064b \u060c \u062a\u062d\u062a\u0627\u062c \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0627 \u0625\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u060c \u062d\u062a\u0649 \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a. \u062b\u0645 \u0642\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0628\u0639\u0636 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u064a\u0647\u0627. \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u0634\u0627\u0626\u0639 \u0647\u0648 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u060c \u0644\u0623\u0646\u0647 \u0645\u0628\u0627\u0634\u0631 \u0646\u0648\u0639\u064b\u0627 \u0645\u0627. \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u060c \u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0644\u062f\u0631\u062c\u0629 F1 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u0628\u0639\u062f \u0630\u0644\u0643 \u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621. <\/p>\n

\u0644\u0643\u064a \u0646\u0643\u0648\u0646 \u0635\u0627\u062f\u0642\u064a\u0646 \u060c \u0647\u0646\u0627 \u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0642\u064a\u064a\u0645. \u0643\u0644\u0645\u0627 \u0632\u0627\u062f\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0646\u0627 \u060c \u0632\u0627\u062f\u062a \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u0644\u0630\u0644\u0643 \u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u063a\u0644\u0641\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0642\u0644 \u0645\u0646 100 \u0645\u064a\u0632\u0629. \u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0639\u0644\u0649 \u0623\u064a \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u060c \u062d\u062a\u0649 \u0645\u0644\u064a\u0648\u0646. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0637\u0631\u0642 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0644\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u0627\u062d\u0642\u064b\u0627. <\/p>\n

\u0623\u064a\u0636\u064b\u0627 \u060c \u0647\u0646\u0627\u0643 \u0637\u0631\u0642 \u0647\u062c\u064a\u0646\u0629 (\u0645\u062a\u062a\u0627\u0644\u064a\u0629) \u0648\u062a\u062c\u0645\u064a\u0639 (\u0645\u062a\u0648\u0627\u0632\u064a\u0629). \u0623\u0628\u0633\u0637 \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 \u0647\u0648 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0645\u0627\u0645\u064a: \u0623\u0648\u0644\u0627\u064b \u062a\u062e\u062a\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u064a\u0642\u0629 \u062a\u0635\u0641\u064a\u0629 \u060c \u062b\u0645 \u062a\u0636\u064a\u0641\u0647\u0627 \u0648\u0627\u062d\u062f\u0629 \u062a\u0644\u0648 \u0627\u0644\u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0636\u0628\u0637\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u062c\u0645\u0639\u0629 \u0628\u062a\u0631\u062a\u064a\u0628 \u062a\u0646\u0627\u0632\u0644\u064a \u0645\u062a\u0631\u064a. <\/p>\n

\u0645\u0627\u0630\u0627 \u0644\u0648 \u0643\u0627\u0646\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u063a\u064a\u0631 \u0643\u0627\u0645\u0644\u0629\u061f<\/h2>\n

\u0625\u0630\u0646 \u060c \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646 \u0639\u0645\u0644\u0647 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062d\u064a\u0632\u0629 \u0648\u063a\u064a\u0631 \u0645\u0645\u062b\u0644\u0629 \u0644\u0644\u062c\u0645\u0647\u0648\u0631\u061f \u0645\u0627\u0630\u0627 \u0644\u0648 \u0644\u0645 \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0645\u0634\u0643\u0644\u0629\u061f \u0628\u0635\u0631\u0627\u062d\u0629 \u060c \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0648\u0639\u062f \u062d\u062f\u0648\u062b \u0630\u0644\u0643. <\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629 1<\/h3>\n

\u0623\u0646\u062a \u062a\u0639\u0644\u0645 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0634\u064a\u0626\u064b\u0627 \u0644\u0645 \u062a\u063a\u0637\u064a\u0647 \u060c \u0623\u0648 \u0623\u0646\u0647 \u0646\u0627\u062f\u0631 \u0627\u0644\u062d\u062f\u0648\u062b. \u0647\u0646\u0627\u0643 “\u062a\u0644” \u0641\u064a \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062f\u064a\u0643 \u062a\u0639\u0631\u0641 \u0627\u0644\u0643\u062b\u064a\u0631 \u0639\u0646\u0647 \u060c \u0644\u0643\u0646\u0643 \u0644\u0627 \u062a\u0639\u0631\u0641 \u0627\u0644\u0643\u062b\u064a\u0631 \u0639\u0646 “\u0630\u064a\u0648\u0644\u0647”. <\/p>\n

\u0627\u0644\u0645\u062d\u0644\u0648\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0642\u0635 “\u0630\u064a\u0648\u0644” \u060c \u0648\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 “\u062a\u0644” \u062b\u0645 \u064a\u0645\u0643\u0646\u0643 \u062a\u0639\u0644\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0646\u0641\u0635\u0644\u0629 \u0639\u0644\u0649 “\u0627\u0644\u0630\u064a\u0648\u0644”. \u062a\u0643\u0645\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0623\u0646\u0647 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u060c \u0641\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0644 \u062e\u0637\u064a \u0623\u0648 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u061b \u0644\u0646 \u064a\u0639\u0645\u0644 \u0623\u064a \u0634\u064a\u0621 \u0622\u062e\u0631. \u064a\u0645\u0643\u0646\u0643 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0641\u0642\u0637 \u0648\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0644\u0640 “\u0630\u064a\u0648\u0644” \u0628\u0645\u0633\u0627\u0639\u062f\u062a\u0647\u0645. <\/p>\n

\u0627\u0644\u0645\u0634\u0643\u0644\u0629 2<\/h3>\n

\u0646\u0645\u0648\u0630\u062c \u0642\u064a\u062f \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0627\u0644\u0641\u0639\u0644 \u060c \u0648\u0648\u0635\u0644\u062a \u0643\u0627\u0626\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u060c \u0648\u0644\u0627 \u0646\u0639\u0631\u0641 \u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u0646\u064a\u0641\u0647\u0627. \u0633\u062a\u062a\u062c\u0627\u0647\u0644\u0647\u0627 \u0645\u0639\u0638\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0644\u0623\u0646\u0647\u0627 \u062d\u0644 \u0631\u062e\u064a\u0635 \u0648\u0645\u0646\u0627\u0633\u0628 \u0644\u062d\u0627\u0644\u0627\u062a \u0646\u0627\u062f\u0631\u0629 \u062d\u0642\u064b\u0627. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u060c \u0645\u0639 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0648\u062c\u0648\u062f \u0628\u0639\u0636 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u060c \u0644\u0627 \u064a\u0632\u0627\u0644 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0648\u0625\u0638\u0647\u0627\u0631 \u0623\u0641\u0636\u0644 \u0646\u062a\u064a\u062c\u0629 \u0645\u0644\u0627\u0626\u0645\u0629. <\/p>\n

\u0627\u0644\u0645\u062d\u0644\u0648\u0644:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f\u0643 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0646\u0648\u0639 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u0625\u0630\u0627 \u0623\u0628\u0644\u063a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0639\u0646 \u0634\u064a\u0621 \u0644\u0627 \u064a\u0648\u062c\u062f \u0644\u062f\u064a\u0643 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u060c \u0641\u0642\u0645 \u0628\u062a\u0633\u062c\u064a\u0644 \u0647\u0630\u0627 \u0627\u0644\u0643\u0627\u0626\u0646 \u060c \u0648\u0625\u0636\u0627\u0641\u062a\u0647 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u060c \u062b\u0645 \u0642\u0645 \u0628\u062f\u0631\u0627\u0633\u062a\u0647 \u0639\u0646 \u0643\u062b\u0628. \u064a\u0645\u0643\u0646\u0643 \u0628\u0639\u062f \u0630\u0644\u0643 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. <\/p>\n

\u0645\u0634\u0643\u0644\u0629 3<\/h3>\n

\u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629 \u060c \u0648\u0644\u0627 \u062a\u062f\u0631\u0643 \u0648\u062c\u0648\u062f \u0627\u0644\u0645\u0634\u0643\u0644\u0629. \u0644\u0627 \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0634\u064a\u0621 \u0644\u0627 \u0646\u0639\u0631\u0641 \u0639\u0646\u0647. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0627\u0644\u0645\u0648\u0627\u0642\u0641 \u0627\u0644\u062a\u064a \u0644\u0627 \u0646\u0639\u0644\u0645 \u0641\u064a\u0647\u0627 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629 \u0625\u0644\u0649 \u0645\u0648\u0627\u062c\u0647\u0629 \u0623\u0639\u0645\u0627\u0644\u0646\u0627 \u0644\u0645\u062e\u0627\u0637\u0631 \u062d\u0642\u064a\u0642\u064a\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0633\u0645\u0639\u0629 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629.<\/p>\n

\u0627\u0644\u0645\u062d\u0644\u0648\u0644:<\/strong> \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u062f\u0627\u0626\u0645\u064b\u0627 \u0648\u062c\u0648\u062f \u0645\u062b\u0644 \u0647\u0630\u0627 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u063a\u0637\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0648\u062e\u0637\u0629 \u0639\u0645\u0644 \u0644\u062d\u0644 \u0623\u0632\u0645\u0627\u062a \u0627\u0644\u0633\u0645\u0639\u0629 \u0648\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0623\u062e\u0631\u0649 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629. <\/p>\n

\u062d\u0644\u0648\u0644<\/h2>\n

\u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0644\u0648\u0644 \u0644\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637. \u0648\u0645\u0639 \u0630\u0644\u0643 \u060c \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0642\u0641 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629 \u060c \u0641\u0625\u0646 \u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0623\u063a\u0644\u0628\u064a\u0629 \u0644\u0627 \u062a\u0643\u0641\u064a. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0641\u064a \u0645\u0643\u0627\u0641\u062d\u0629 \u0645\u0634\u0643\u0644\u0629 \u062d\u0644 “\u0645\u0642\u0627\u0633 \u0648\u0627\u062d\u062f \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639” \u0648\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0646\u0648\u0639 \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u0645\u0646\u062a\u062c\u0627\u062a\u0646\u0627. <\/p>\n

\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u064a\u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u0627. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u064a<\/a> \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 (ML) \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0644\u0644\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u060c \u0644\u0630\u0644\u0643 \u0639\u0644\u064a\u0643 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0628\u062f\u0639\u064b\u0627. \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0630\u064a \u062a\u0648\u0627\u062c\u0647\u0647 \u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u062f\u064a\u062f \u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u060c \u0645\u0646 SMOTE \u0625\u0644\u0649 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0625\u0644\u0649 GAN \u060c \u0648\u062a\u0643\u064a\u064a\u0641\u0647\u0627 \u0645\u0639 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. <\/p>\n

\u0625\u064a\u0641\u0627\u0646 \u0633\u0645\u064a\u062a\u0627\u0646\u064a\u0643\u0648\u0641 \u0647\u0648 \u0642\u0627\u0626\u062f \u0641\u0631\u064a\u0642 \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a Serokell<\/em>.<\/p>\n

\n

\u0635\u0627\u0646\u0639\u064a \u0627\u0644\u0642\u0631\u0627\u0631<\/h3>\n

\u0645\u0631\u062d\u0628\u064b\u0627 \u0628\u0643 \u0641\u064a \u0645\u062c\u062a\u0645\u0639 VentureBeat!<\/p>\n

DataDecisionMakers \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0628\u0631\u0627\u0621 \u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0641\u0646\u064a\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0639\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n

\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0623\u0646 \u062a\u0642\u0631\u0623 \u0639\u0646 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062b\u0629 \u060c \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u060c \u0648\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0627\u0646\u0636\u0645 \u0625\u0644\u064a\u0646\u0627 \u0641\u064a DataDecisionMakers.<\/p>\n

\u064a\u0645\u0643\u0646\u0643 \u062d\u062a\u0649 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0628\u0645\u0642\u0627\u0644<\/a> \u062e\u0627\u0635 \u0628\u0643!<\/p>\n

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\t\t\t\t<\/div>\n\n","protected":false},"excerpt":{"rendered":"

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