{"id":7075,"date":"2025-04-24T00:59:12","date_gmt":"2025-04-23T22:59:12","guid":{"rendered":"https:\/\/tradeum.ai\/?p=7075"},"modified":"2025-04-24T00:59:16","modified_gmt":"2025-04-23T22:59:16","slug":"%d8%a7%d9%84%d8%b9%d9%85%d9%84%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d8%b4%d9%81%d8%b1%d8%a9","status":"publish","type":"post","link":"https:\/\/tradeum.ai\/ar\/%d8%a7%d9%84%d8%b9%d9%85%d9%84%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d8%b4%d9%81%d8%b1%d8%a9\/","title":{"rendered":"\u0627\u062a\u0642\u0627\u0646 \u0627\u0644\u0639\u0645\u0644\u0629 \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a: \u0645\u064a\u0632\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>\u062d\u062f\u0648\u062f \u0630\u0643\u064a\u0629<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0633\u0648\u0642 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class=\"wp-block-list\">\n<li>\u062a\u062d\u0644\u064a\u0644 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0639\u0628\u0631 \u0623\u0637\u0631 \u0632\u0645\u0646\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0622\u0646\u064d \u0648\u0627\u062d\u062f<\/li>\n\n\n\n<li>\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0631\u0627\u0628\u0637\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0628\u064a\u0646 \u0639\u0645\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0639\u0648\u0627\u0645\u0644 \u062e\u0627\u0631\u062c\u064a\u0629<\/li>\n\n\n\n<li>\u062a\u0648\u0642\u0639 \u062a\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0642\u0635\u064a\u0631 \u0628\u062f\u0642\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629<\/li>\n\n\n\n<li>\u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0641\u064a\u0630 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\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631. \u062c\u064a\u062f \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629.<\/li>\n\n\n\n<li><strong>\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631<\/strong>: \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629. \u0639\u064f\u0631\u0636\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0627\u0644\u0632\u0627\u0626\u062f \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0648\u0634\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/strong>: \u062a\u062c\u0645\u064a\u0639 \u0644\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631. \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0645\u0646 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0641\u0631\u062f\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c (\u0645\u062b\u0644 XGBoost)<\/strong>: \u0642\u0648\u064a \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639. \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0646\u0648\u0627\u0639 \u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n\n\n\n<li><strong>\u0622\u0644\u0627\u062a \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0646\u0627\u0642\u0644<\/strong>: \u0641\u0639\u0627\u0644\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0645\u062b\u0644 \u062a\u0648\u0642\u0639 \u0627\u0644\u0635\u0639\u0648\u062f\/\u0627\u0644\u0647\u0628\u0648\u0637.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0623\u0646\u0645\u0627\u0637 \u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0642\u062f\u0645\u064a\u0629<\/strong>: \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0648\u0644\u0643\u0646 \u0642\u062f \u062a\u062c\u062f \u0635\u0639\u0648\u0628\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629.<\/li>\n\n\n\n<li><strong>\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)<\/strong>: \u0645\u0645\u062a\u0627\u0632\u0629 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs)<\/strong>: \u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u0645\u062f (LSTM)<\/strong>: RNN \u0645\u062a\u0642\u062f\u0645\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0627\u0642\u0628<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0643\u062a\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u0646\u0648\u0646\u0629\u060c \u0648\u0647\u064a \u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062c\u0645\u064a\u0639 K-Means<\/strong>: \u064a\u062c\u0645\u0639 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062d\u062f\u062f \u0623\u0648\u0636\u0627\u0639 \u0627\u0644\u0633\u0648\u0642.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA)<\/strong>: \u064a\u0642\u0644\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062a\u0628\u0627\u064a\u0646.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629<\/strong>: \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0630\u0627\u062a \u0623\u0628\u0639\u0627\u062f \u0623\u0642\u0644.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0628\u064a\u0626\u0629\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0622\u0644\u064a.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0639\u0644\u0645 Q<\/strong>: \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0641\u0639\u0627\u0644 \u0627\u0644\u0645\u062b\u0644\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629 Q<\/strong>: \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 Q \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0637\u0631\u0642 \u062a\u062f\u0631\u062c \u0627\u0644\u0633\u064a\u0627\u0633\u0629<\/strong>: \u062a\u0642\u0648\u0645 \u0628\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0647\u0648 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0648\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0624\u062f\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0625\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062a\u0641\u0643\u064a\u0643 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0648\u0646\u0627 \u0646\u0644\u0642\u064a \u0646\u0638\u0631\u0629 \u0641\u0627\u062d\u0635\u0629 \u0639\u0644\u0649 \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u0648\u0639\u062f\u064b\u0627 \u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629: \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f (LSTM) \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).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f (LSTM)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0639\u062a\u0628\u0631 LSTMs \u0646\u0648\u0639\u064b\u0627 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0627\u0644\u062a\u064a \u0635\u0645\u0645\u062a \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629. \u0644\u062f\u064a\u0647\u0627 \u0639\u062f\u0629 \u0645\u0632\u0627\u064a\u0627 \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f<\/strong>: \u0639\u0644\u0649 \u0639\u0643\u0633 RNNs \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 LSTMs \u062a\u0630\u0643\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0647\u0627\u0645\u0629 \u0639\u0644\u0649 \u0645\u062f\u0649 \u0633\u0644\u0627\u0633\u0644 \u0637\u0648\u064a\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0644\u062a\u0642\u0637 \u0643\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0633\u0648\u0642\u064a\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629 \u0648\u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0626\u064a\u0629<\/strong>: \u062a\u0633\u062a\u062e\u062f\u0645 LSTMs &#8220;\u0623\u0628\u0648\u0627\u0628\u064b\u0627&#8221; \u0644\u062a\u062d\u062f\u064a\u062b \u0623\u0648 \u0646\u0633\u064a\u0627\u0646 \u0623\u0648 \u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0627\u0646\u062a\u0642\u0627\u0626\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0643\u062b\u0631 \u0635\u0644\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0633\u0644\u0627\u0633\u0644 \u0630\u0627\u062a \u0623\u0637\u0648\u0627\u0644 \u0645\u062a\u063a\u064a\u0631\u0629<\/strong>: \u0645\u0641\u064a\u062f \u0644\u062a\u062d\u0644\u064a\u0644 \u0625\u0637\u0627\u0631\u0627\u062a \u0632\u0645\u0646\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0648 \u062f\u0645\u062c \u0623\u062d\u062f\u0627\u062b \u063a\u064a\u0631 \u0645\u062a\u0628\u0627\u0639\u062f\u0629 \u0628\u0634\u0643\u0644 \u0645\u0646\u062a\u0638\u0645.<\/li>\n\n\n\n<li><strong>\u0645\u0642\u0627\u0648\u0645\u0629 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a\u0629<\/strong>: \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0640 LSTMs \u0628\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0633\u0644\u0627\u0633\u0644 \u0623\u0637\u0648\u0644 \u062f\u0648\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u062f \u062a\u0628\u062f\u0648 \u0647\u064a\u0643\u0644\u064a\u0629 LSTM \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0644\u062a\u0648\u0642\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 (\u0627\u0644\u0633\u0639\u0631\u060c \u0627\u0644\u062d\u062c\u0645\u060c \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a) -&gt; \u0637\u0628\u0642\u0629 LSTM -&gt; \u0637\u0628\u0642\u0627\u062a \u0643\u062b\u064a\u0641\u0629 -&gt; \u0627\u0644\u0646\u0627\u062a\u062c (\u062a\u0648\u0642\u0639 \u0627\u0644\u0633\u0639\u0631)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0645\u0631\u0627\u0639\u0627\u062a\u0647\u0627 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LSTMs:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u062e\u062a\u064a\u0627\u0631 \u0637\u0648\u0644 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a<\/li>\n\n\n\n<li>\u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u0643\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062b\u0631 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\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)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u064a\u0646\u0645\u0627 \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u062a\u0642\u0644\u064a\u062f\u064a\u064b\u0627 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0623\u0638\u0647\u0631\u062a CNNs \u0648\u0639\u0648\u062f\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0645\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637<\/strong>: \u062a\u0628\u0631\u0632 CNNs \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0623\u0648 \u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u0629 \u0637\u0628\u0642\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 CNNs \u062a\u0639\u0644\u0645 \u0645\u064a\u0632\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0628\u0634\u0643\u0644 \u062a\u0644\u0642\u0627\u0626\u064a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/strong>: \u062a\u0642\u0648\u0645 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641 \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a \u0628\u062a\u0642\u0644\u064a\u0644 \u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0634\u0641\u0631\u0629 \u0630\u0627\u062a \u0623\u0628\u0639\u0627\u062f \u0639\u0627\u0644\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0639\u062f\u0645 \u0627\u0644\u062d\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u062a\u0631\u062c\u0645\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0640 CNNs \u0643\u0634\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0645\u0643\u0627\u0646 \u062d\u062f\u0648\u062b\u0647\u0627 \u0641\u064a \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u062f \u062a\u0633\u062a\u062e\u062f\u0645 CNN \u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0644\u0627\u0641\u064a\u0641 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0625\u062f\u062e\u0627\u0644 (\u0627\u0644\u0633\u0639\u0631\u060c \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0643\u0642\u0646\u0648\u0627\u062a) -&gt; \u0637\u0628\u0642\u0627\u062a Conv1D -&gt; \u0627\u0644\u062a\u062c\u0645\u064a\u0639 -&gt; \u0627\u0644\u062a\u0633\u0637\u064a\u062d -&gt; \u0637\u0628\u0642\u0627\u062a \u0643\u062b\u064a\u0641\u0629 -&gt; \u0627\u0644\u0646\u0627\u062a\u062c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0645\u0631\u0627\u0639\u0627\u062a\u0647\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0640 CNNs \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0635\u0645\u064a\u0645 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0628\u0639\u0646\u0627\u064a\u0629 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a<\/li>\n\n\n\n<li>\u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0645\u0639 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u062c\u062f\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 LSTMs<\/li>\n\n\n\n<li>\u064a\u0645\u0643\u0646 \u0627\u0644\u062f\u0645\u062c \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 (\u0645\u062b\u0644 \u0627\u0644\u0647\u062c\u064a\u0646 CNN-LSTM)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0643\u0644 \u0645\u0646 LSTMs \u0648 CNNs \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0648\u0647\u0646\u062f\u0633\u0629 \u0645\u064a\u0632\u0627\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a (\u0645\u062b\u0644 z-score\u060c \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649-\u0627\u0644\u0623\u0642\u0635\u0649)<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0648\u0627\u0644\u0634\u0648\u0627\u0630<\/li>\n\n\n\n<li>\u0625\u0646\u0634\u0627\u0621 \u0645\u064a\u0632\u0627\u062a \u0645\u0634\u062a\u0642\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629\u060c \u0648\u0645\u0624\u0634\u0631 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0646\u0633\u0628\u064a\u0629)<\/li>\n\n\n\n<li>\u062a\u062d\u0648\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0639\u0648\u0627\u0626\u062f \u0623\u0648 \u0639\u0648\u0627\u0626\u062f \u0644\u0648\u063a\u0627\u0631\u064a\u062a\u0645\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644\u0647\u0645 \u0627\u0644\u0634\u0641\u064a\u0641\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0628\u0646\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0646\u0627\u062c\u062d\u0629<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646 \u0628\u0639\u062f \u0623\u0646 \u062a\u0646\u0627\u0648\u0644\u0646\u0627 \u0646\u0645\u0627\u0630\u062c ML \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u0633\u062a\u0639\u0631\u0636 \u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062f\u0627\u0648\u0644 \u0639\u0645\u0644\u0629 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\u0625\u0644\u064a\u0647:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0639\u0631\u064a\u0629 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629<\/strong>: \u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0628\u062f\u0642\u064a\u0642\u0629 \u0623\u0648 \u0633\u0627\u0639\u0629 \u0644\u0643\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629\u060c \u0643\u0645 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0644\u0645\u0627\u0636\u064a \u0628\u0639\u064a\u062f.<\/li>\n\n\n\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062c\u0645<\/strong>: \u062d\u062c\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0647\u0648 \u0645\u0624\u0634\u0631 \u062d\u0627\u0633\u0645 \u0644\u0646\u0634\u0627\u0637 \u0627\u0644\u0633\u0648\u0642.<\/li>\n\n\n\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0641\u062a\u0631 \u0627\u0644\u0637\u0644\u0628\u0627\u062a<\/strong>: \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u062a\u0627\u062d\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631 \u0646\u0638\u0631\u0629 \u062b\u0627\u0642\u0628\u0629 \u0639\u0644\u0649 \u0639\u0645\u0642 \u0627\u0644\u0633\u0648\u0642 \u0648\u0627\u0644\u0633\u064a\u0648\u0644\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0641\u0646\u064a\u0629<\/strong>: \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629\u060c RSI\u060c MACD\u060c \u0625\u0644\u062e.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0633\u0644\u0633\u0644\u0629<\/strong>: \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0628\u0644\u0648\u0643\u062a\u0634\u064a\u0646 \u0645\u062b\u0644 \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0627\u0644\u0646\u0634\u0637\u0629\u060c \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a\u060c \u0648\u0645\u0639\u062f\u0644 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0634\u0628\u0643\u0629.<\/li>\n\n\n\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0646\u0641\u0633\u064a\u0629<\/strong>: \u062f\u0631\u062c\u0627\u062a \u0646\u0641\u0633\u064a\u0629 \u0627\u0644\u0623\u062e\u0628\u0627\u0631\u060c \u0648\u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a Google Trends.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0627\u0644\u0643\u0644\u064a\u0629<\/strong>: \u0641\u0643\u0631 \u0641\u064a \u062a\u0636\u0645\u064a\u0646 \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0630\u0627\u062a \u0635\u0644\u0629 \u0623\u0648 \u0645\u0624\u0634\u0631\u0627\u062a \u0633\u0648\u0642 \u0627\u0644\u0623\u0633\u0647\u0645.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u0635\u064a\u062d\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629: \u0627\u0628\u062f\u0623 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0627\u0644\u0633\u0627\u0626\u0644\u0629 \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639 \u0625\u0644\u0649 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0623\u0648\u0633\u0639. \u062a\u0639\u062a\u0628\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u064a\u062a\u0643\u0648\u064a\u0646 \u0648\u0627\u0644\u0625\u064a\u062b\u064a\u0631\u064a\u0648\u0645 \u0646\u0642\u0627\u0637 \u0627\u0646\u0637\u0644\u0627\u0642 \u062c\u064a\u062f\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0644\u064a\u0633\u062a \u0643\u0627\u0641\u064a\u0629. \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0630\u0627\u062a \u0645\u0639\u0646\u0649:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631<\/strong>: \u0627\u0644\u0639\u0648\u0627\u0626\u062f \u0627\u0644\u0644\u0648\u063a\u0627\u0631\u064a\u062a\u0645\u064a\u0629\u060c \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0646\u0633\u0628\u064a\u0629\u060c \u0627\u0644\u0646\u0637\u0627\u0642\u0627\u062a z<\/li>\n\n\n\n<li><strong>\u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u0628<\/strong>: \u0627\u0644\u062a\u0642\u0644\u0628 \u0627\u0644\u0645\u062d\u0642\u0642\u060c \u0646\u0645\u0627\u0630\u062c GARCH<\/li>\n\n\n\n<li><strong>\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0632\u062e\u0645<\/strong>: \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u063a\u064a\u0631\u060c \u0645\u0624\u0634\u0631 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0646\u0633\u0628\u064a\u0629<\/li>\n\n\n\n<li><strong>\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639\u0629<\/strong>: \u0627\u0644\u062a\u0631\u0627\u0628\u0637\u0627\u062a \u0645\u0639 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\u0627\u0644\u062a\u0627\u0644\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0635\u0646\u064a\u0641 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0641\u0626\u0627\u062a<\/strong>: \u062a\u0648\u0642\u0639 \u062d\u0631\u0643\u0629 \u0627\u0644\u0633\u0639\u0631 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u062b\u0644\u060c \u0632\u064a\u0627\u062f\u0629 \u0642\u0648\u064a\u0629\u060c \u0632\u064a\u0627\u062f\u0629 \u0637\u0641\u064a\u0641\u0629\u060c \u0645\u062d\u0627\u064a\u062f\u060c \u0627\u0646\u062e\u0641\u0627\u0636 \u0637\u0641\u064a\u0641\u060c \u0627\u0646\u062e\u0641\u0627\u0636 \u0642\u0648\u064a).<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0645 \u0628\u062a\u0642\u0633\u064a\u0645 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642\u060c \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631. \u0643\u0646 \u062d\u0630\u0631\u064b\u0627 \u0644\u062a\u062c\u0646\u0628 \u062a\u062d\u064a\u0632 \u0627\u0644\u0646\u0638\u0631 \u0644\u0644\u0623\u0645\u0627\u0645 &#8211; \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0628\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0628\u0635\u0631\u0627\u0645\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u062f\u0627\u0626\u0647\u0627. \u0642\u062f \u064a\u062a\u0636\u0645\u0646 \u062a\u062c\u0645\u064a\u0639\u064b\u0627 \u0628\u0633\u064a\u0637\u064b\u0627:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0635\u0646\u0641 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c (\u0645\u062b\u0644 XGBoost)<\/li>\n\n\n\n<li>\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/li>\n\n\n\n<li>\u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 LSTM<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u062f\u0645\u062c \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0639\u062f \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0648\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u062a\u062c\u0627\u0631\u0629 \u0641\u0639\u0644\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a<\/strong>: \u062a\u062d\u0648\u064a\u0644 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0625\u0644\u0649 \u0625\u0634\u0627\u0631\u0627\u062a \u0634\u0631\u0627\u0621\/\u0628\u064a\u0639\/\u0627\u062d\u062a\u0641\u0627\u0638.<\/li>\n\n\n\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0645\u0631\u0627\u0643\u0632<\/strong>: \u062a\u062d\u062f\u064a\u062f \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062b\u0642\u0629 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0648\u0645\u0639\u0644\u0645\u0627\u062a \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062d\u0633\u0627\u0628.<\/li>\n\n\n\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>: \u062a\u0639\u064a\u064a\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0648\u0642\u0641 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0648\u0623\u062e\u0630 \u0627\u0644\u0631\u0628\u062d \u0644\u0643\u0644 \u0635\u0641\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u062d\u0641\u0638\u0629<\/strong>: \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062a\u062f\u0627\u0648\u0644 \u0639\u062f\u0629 \u0639\u0645\u0644\u0627\u062a \u0645\u0634\u0641\u0631\u0629\u060c \u0642\u0631\u0631 \u0643\u064a\u0641\u064a\u0629 \u062a\u062e\u0635\u064a\u0635 \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0639\u0628\u0631 \u0639\u0645\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\u0643 \u0641\u064a \u0628\u064a\u0626\u0629 \u062a\u062f\u0627\u0648\u0644 \u0648\u0631\u0642\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631\u0629 \u0628\u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u0631\u0627\u0642\u0628 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0639\u062f\u0644 \u0627\u0644\u0641\u0648\u0632<\/li>\n\n\n\n<li>\u0639\u0627\u0645\u0644 \u0627\u0644\u0631\u0628\u062d<\/li>\n\n\n\n<li>\u0623\u0642\u0635\u0649 \u0627\u0646\u062e\u0641\u0627\u0636<\/li>\n\n\n\n<li>\u0646\u0633\u0628\u0629 \u0634\u0627\u0631\u0628<\/li>\n\n\n\n<li>\u0646\u0633\u0628\u0629 \u0643\u0627\u0644\u0645\u0627\u0631<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0645 \u0628\u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c\u0643 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0645\u0639 \u062a\u0648\u0641\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0643\u0646 \u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u0644\u062a\u0639\u062f\u064a\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u062a\u0643 \u0645\u0639 \u062a\u0637\u0648\u0631 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u062a\u0641\u0648\u0642<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0639\u062f \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062f\u0642\u064a\u0642 \u0623\u0645\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 ML \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0642\u0628\u0644 \u0646\u0634\u0631\u0647\u0627 \u0628\u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0627\u0642\u062a\u0631\u0627\u0628 \u0645\u0646 \u0630\u0644\u0643:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0645\u062d\u0627\u0643\u0627\u0629 \u062a\u0627\u0631\u064a\u062e\u064a\u0629<\/strong>: \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u062a\u0643 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0627\u0631\u064a\u062e\u064a\u0629\u060c \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0635\u0641\u0642\u0627\u062a \u0643\u0645\u0627 \u0644\u0648 \u0643\u0627\u0646\u062a \u062a\u0645 \u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>: \u062d\u0633\u0627\u0628 \u0645\u0624\u0634\u0631\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0643\u0644\u064a<\/li>\n\n\n\n<li>\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0633\u0646\u0648\u064a<\/li>\n\n\n\n<li>\u0646\u0633\u0628\u0629 \u0634\u0627\u0631\u0628 (\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0645\u0639\u062f\u0644 \u0644\u0644\u0645\u062e\u0627\u0637\u0631)<\/li>\n\n\n\n<li>\u0623\u0642\u0635\u0649 \u0627\u0646\u062e\u0641\u0627\u0636<\/li>\n\n\n\n<li>\u0645\u0639\u062f\u0644 \u0627\u0644\u0641\u0648\u0632 \u0648\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0641\u0648\u0632\/\u0627\u0644\u062e\u0633\u0627\u0631\u0629<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a<\/strong>: \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 \u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0627\u0646\u0632\u0644\u0627\u0642.<\/li>\n\n\n\n<li><strong>\u0623\u0637\u0631 \u0632\u0645\u0646\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629<\/strong>: \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0628\u0631 \u0623\u0646\u0638\u0645\u0629 \u0633\u0648\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 (\u0635\u0639\u0648\u062f\u064a\u060c \u0647\u0628\u0648\u0637\u064a\u060c \u062c\u0627\u0646\u0628\u064a).<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0633\u0627\u0633\u064a\u0629<\/strong>: \u062a\u0641\u0627\u0648\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0641\u0647\u0645 \u0643\u064a\u0641 \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0642\u0642 \u0645\u062a\u0642\u0627\u0637\u0639<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0634\u064a \u0644\u0644\u0623\u0645\u0627\u0645 \u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u062e\u0627\u0637\u0631\u0629 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0643\u064a\u0641.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u062d\u0630\u064a\u0631: \u0627\u062d\u0630\u0631 \u0645\u0646 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0643\u064a\u0641! \u0642\u062f \u062a\u0641\u0634\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u0624\u062f\u064a \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0628\u0634\u0643\u0644 \u0641\u0638\u064a\u0639 \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u062d\u064a \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u062a\u0643\u064a\u0641\u0629 \u0628\u0634\u0643\u0644 \u0645\u0641\u0631\u0637 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0627\u0636\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/strong>: \u062a\u062c\u0631\u0628\u0629 \u0646\u0638\u0627\u0645\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a<\/strong>: \u0623\u062e\u0630 \u0639\u064a\u0646\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a (\u063a\u0627\u0644\u0628\u064b\u0627 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0645\u0646 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629).<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062b\u0644\u0649.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u064a\u0646\u064a\u0629<\/strong>: \u062a\u0637\u0648\u064a\u0631 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0628\u0627\u062f\u0626 \u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0621 \u0627\u0644\u0637\u0628\u064a\u0639\u064a.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0630\u0643\u0631\u060c \u0627\u0644\u0647\u062f\u0641 \u0644\u064a\u0633 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0630\u0627\u062a \u0623\u0641\u0636\u0644 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643 \u0648\u0627\u062d\u062f\u0629 \u062a\u0643\u0648\u0646 \u0642\u0648\u064a\u0629 \u0648\u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u062a\u0624\u062f\u064a \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0631\u062f\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0627\u0644\u0625\u062b\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u0631\u0628\u0627\u062d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u062f \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a ML \u0641\u064a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0645\u062b\u064a\u0631\u0629\u060c \u0645\u0627 \u064a\u0647\u0645 \u062d\u0642\u064b\u0627 \u0647\u0648 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629. \u062f\u0639\u0648\u0646\u0627 \u0646\u0641\u062d\u0635 \u0628\u0639\u0636 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0642\u0648\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0627\u0644\u0639\u0645\u0644.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629 1: \u062a\u0648\u0642\u0639 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0628\u064a\u062a\u0643\u0648\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LSTM<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0627\u0645 \u0641\u0631\u064a\u0642 \u0645\u0646 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0628\u062a\u0646\u0641\u064a\u0630 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 LSTM \u0644\u062a\u0648\u0642\u0639 \u062a\u062d\u0631\u0643\u0627\u062a \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0628\u064a\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0644\u0639\u064a\u0646\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062f\u0642\u0629: 62.8%<\/li>\n\n\n\n<li>\u0627\u0644\u062f\u0642\u0629: 64.2%<\/li>\n\n\n\n<li>\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639: 60.5%<\/li>\n\n\n\n<li>\u062f\u0631\u062c\u0629 F1: 62.3%<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f \u062f\u0645\u062c\u0647 \u0641\u064a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062f\u0627\u0648\u0644 \u0628\u0633\u064a\u0637\u0629 (\u0634\u0631\u0627\u0621 \u0639\u0646\u062f \u062a\u0648\u0642\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u0639\u0631\u060c \u0628\u064a\u0639 \u0639\u0646\u062f \u062a\u0648\u0642\u0639 \u0627\u0644\u0627\u0646\u062e\u0641\u0627\u0636)\u060c \u062a\u0641\u0648\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0639\u0627\u0626\u062f \u0634\u0631\u0627\u0621 \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629<\/strong><\/td><td><strong>\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0633\u0646\u0648\u064a<\/strong><\/td><td><strong>\u0646\u0633\u0628\u0629 \u0634\u0627\u0631\u0628<\/strong><\/td><td><strong>\u0623\u0642\u0635\u0649 \u0627\u0646\u062e\u0641\u0627\u0636<\/strong><\/td><\/tr><tr><td>LSTM<\/td><td>78.4%<\/td><td>1.92<\/td><td>-31.6%<\/td><\/tr><tr><td>\u0634\u0631\u0627\u0621-\u0627\u062d\u062a\u0641\u0627\u0638<\/td><td>57.2%<\/td><td>1.45<\/td><td>-42.3%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u064a\u0646\u0645\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u0646 \u0646\u0644\u0627\u062d\u0638 \u0623\u0646 \u0647\u0630\u0647 \u0643\u0627\u0646\u062a \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0629 \u062a\u0632\u0627\u064a\u062f \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0644\u0644\u0628\u064a\u062a\u0643\u0648\u064a\u0646. \u0633\u064a\u062a\u0637\u0644\u0628 \u0623\u062f\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062e\u0644\u0627\u0644 \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0647\u0627\u0628\u0637\u0629 \u062a\u0642\u064a\u064a\u0645\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629 2: \u0645\u062d\u0641\u0638\u0629 \u062a\u0634\u0641\u064a\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0635\u0648\u0644<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0637\u0648\u0631 \u0635\u0646\u062f\u0648\u0642 \u062a\u062d\u0648\u0637 \u0646\u0638\u0627\u0645\u064b\u0627 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0625\u062f\u0627\u0631\u0629 \u0645\u062d\u0641\u0638\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629. \u062c\u0645\u0639 \u0646\u0647\u062c\u0647\u0645 \u0628\u064a\u0646 \u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c ML:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>CNN \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0641\u0646\u064a\u0629<\/li>\n\n\n\n<li>LSTM \u0644\u062a\u0648\u0642\u0639 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/li>\n\n\n\n<li>\u0646\u0645\u0648\u0630\u062c \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0639\u0644\u0649 \u0627\u0644\u0633\u0644\u0633\u0644\u0629<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0631\u0643\u0628 \u0636\u0628\u0637 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u062d\u0641\u0638\u0629 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u064b\u0627 \u0639\u0628\u0631 \u0623\u0641\u0636\u0644 20 \u0639\u0645\u0644\u0629 \u0645\u0634\u0641\u0631\u0629 \u062d\u0633\u0628 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0633\u0648\u0642\u064a\u0629. \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0639\u0627\u0645\u064a\u0646\u060c \u062d\u0642\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0633\u0646\u0648\u064a: 112.3%<\/li>\n\n\n\n<li>\u0646\u0633\u0628\u0629 \u0634\u0627\u0631\u0628: 2.87<\/li>\n\n\n\n<li>\u0623\u0642\u0635\u0649 \u0627\u0646\u062e\u0641\u0627\u0636: -28.4%<\/li>\n\n\n\n<li>\u0623\u0644\u0641\u0627 \u0645\u0642\u0627\u0628\u0644 \u0645\u0624\u0634\u0631 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0633\u0648\u0642\u064a\u0629 \u0627\u0644\u0645\u0647\u0645\u0629: 41.2%<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0642\u062f \u0633\u0627\u0647\u0645\u062a \u0642\u062f\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0627\u0648\u0628 \u0625\u0644\u0649 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u062f\u0641\u0627\u0639\u064a\u0629 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u062a\u0641\u0648\u0642\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629 3: \u0628\u0648\u062a \u062a\u062f\u0627\u0648\u0644 \u0639\u0627\u0644\u064a \u0627\u0644\u062a\u0631\u062f\u062f<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0637\u0648\u0631 \u0641\u0631\u064a\u0642 \u0645\u0646 \u0627\u0644\u0643\u0648\u0627\u0646\u062a\u0627\u062a \u0628\u0648\u062a \u062a\u062f\u0627\u0648\u0644 \u0645\u062f\u0639\u0648\u0645\u064b\u0627 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0642\u0635\u064a\u0631\u0629 (5 \u062f\u0642\u0627\u0626\u0642) \u0641\u064a \u0632\u0648\u062c BTC\/USDT \u0639\u0644\u0649 \u0628\u0648\u0631\u0635\u0629 \u0631\u0626\u064a\u0633\u064a\u0629. \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0646\u0647\u062c\u0647\u0645 \u0645\u0632\u064a\u062c\u064b\u0627 \u0645\u0646 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0631\u062c \u0644\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0639\u0645\u064a\u0642\u0629 \u0644\u0644\u062a\u0646\u0628\u0624. \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0645\u0639\u062f\u0644 \u0627\u0644\u0641\u0648\u0632: 58.3%<\/li>\n\n\n\n<li>\u0639\u0627\u0645\u0644 \u0627\u0644\u0631\u0628\u062d: 1.72<\/li>\n\n\n\n<li>\u0645\u062a\u0648\u0633\u0637 \u0645\u062f\u0629 \u0627\u0644\u0635\u0641\u0642\u0629: 17 \u062f\u0642\u064a\u0642\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0633\u0646\u0648\u064a (\u0628\u0639\u062f \u0627\u0644\u0631\u0633\u0648\u0645): 94.7%<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u064f\u0633\u0628 \u0646\u062c\u0627\u062d \u0627\u0644\u0628\u0648\u062a \u0625\u0644\u0649 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0633\u0631\u064a\u0639\u064b\u0627 \u0645\u0639 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0648\u0625\u062f\u0627\u0631\u062a\u0647 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0644\u0644\u0645\u062e\u0627\u0637\u0631\u060c \u062d\u064a\u062b \u0623\u063a\u0644\u0642 \u0627\u0644\u0635\u0641\u0642\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0628\u062d\u0629 \u0628\u0633\u0631\u0639\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0622\u062b\u0627\u0631<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0638\u0647\u0631 \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0639\u062f\u0629 \u0646\u0642\u0627\u0637 \u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 ML \u0645\u064a\u0632\u0627\u062a<\/strong>: \u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0641\u0648\u0642 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629 \u0625\u0644\u0649 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0644\u062a\u0642\u0637 \u0625\u0634\u0627\u0631\u0627\u062a \u062a\u0646\u0628\u0624\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0646\u0648\u0639 \u0645\u0647\u0645<\/strong>: \u062a\u0645\u064a\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0623\u0648 \u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629.<\/li>\n\n\n\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a<\/strong>: \u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u062c\u062d\u0629 \u062a\u0624\u0643\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0646\u062e\u0641\u0627\u0636\u0627\u062a \u0627\u0644\u0642\u064a\u0645.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0647\u064a \u0627\u0644\u0645\u0641\u062a\u0627\u062d<\/strong>: \u064a\u062a\u064a\u062d \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u064a\u0632\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a ML.<\/li>\n\n\n\n<li><strong>\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0643\u0628\u064a\u0631\u0629<\/strong>: \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0631\u062f\u062f \u0627\u0644\u0639\u0627\u0644\u064a \u0623\u0646 \u062a\u0623\u062e\u0630 \u0628\u0639\u064a\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0631\u0633\u0648\u0645 \u0648\u0627\u0644\u0627\u0646\u0632\u0644\u0627\u0642 \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642.<\/li>\n\n\n\n<li><strong>\u062a\u0648\u062c\u062f \u0643\u0641\u0627\u0621\u0627\u062a \u0633\u0648\u0642\u064a\u0629<\/strong>: \u062a\u062a\u062d\u062f\u0649 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u0643\u0631\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0645\u0637\u0644\u0642\u0629 \u0644\u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u060c \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0642\u0635\u064a\u0631.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0645\u0646\u0638\u0648\u0631 \u0648\u0627\u0642\u0639\u064a. \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 ML \u0646\u0627\u062c\u062d\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0634\u0644\u0629. \u064a\u0639\u0646\u064a \u062a\u062d\u064a\u0632 \u0627\u0644\u0646\u0634\u0631 \u0623\u0646\u0646\u0627 \u0623\u0643\u062b\u0631 \u0639\u0631\u0636\u0629 \u0644\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0625\u0644\u0649 \u0627\u0644\u0641\u0627\u0626\u0632\u064a\u0646 \u0645\u0646 \u0627\u0644\u062e\u0627\u0633\u0631\u064a\u0646. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0645\u0639 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629\u060c \u0642\u062f \u062a\u062a\u0622\u0643\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0627\u0643\u062a\u0634\u0641\u0647\u0627 ML \u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629 \u0647\u064a \u0623\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0639\u0646\u062f \u062a\u0637\u0628\u064a\u0642\u0647 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0648\u0641\u0648\u0627\u0626\u062f \u0645\u062d\u062a\u0645\u0644\u0629 \u0641\u064a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629. \u0644\u0643\u0646 \u0644\u064a\u0633 \u0647\u0646\u0627\u0643 \u062d\u0644 \u0633\u062d\u0631\u064a &#8211; \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0646\u0627\u062c\u062d \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062f\u0642\u064a\u0642.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0627\u0644\u0634\u0631\u0648\u0639 \u0641\u064a \u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u064a\u0646\u0645\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u060c \u0644\u0627 \u064a\u062e\u0644\u0648 \u0645\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629 \u0643\u0628\u064a\u0631\u0629. \u064a\u062a\u0639\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062f\u062e\u0644\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0646 \u064a\u0643\u0648\u0646\u0648\u0627 \u0639\u0644\u0649 \u062f\u0631\u0627\u064a\u0629 \u0628\u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u0643\u0644\u0641\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0627\u0641\u0631\u0647\u0627<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0644\u0627 \u062a\u0632\u0627\u0644 \u062c\u062f\u064a\u062f\u0629 \u0646\u0633\u0628\u064a\u064b\u0627\u060c \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0642\u062f \u062a\u0643\u0648\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0633\u0642\u0629 \u0639\u0628\u0631 \u0627\u0644\u0628\u0648\u0631\u0635\u0627\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0636\u0639\u0641 \u0627\u0644\u062a\u0639\u0645\u064a\u0645<\/li>\n\n\n\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0623\u0648 \u0645\u064f\u0639\u064e\u0627\u0644\u062c\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u0634\u0627\u0631\u0627\u062a \u0645\u0636\u0644\u0644\u0629<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062e\u0641\u064a\u0641<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062d\u0642\u0642 \u0628\u062f\u0642\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0627\u0631\u0646 \u0639\u0628\u0631 \u0639\u062f\u0629 \u0645\u0632\u0648\u062f\u064a\u0646<\/li>\n\n\n\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0648\u0633\u064a\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/li>\n\n\n\n<li>\u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0627\u0644\u064a\u0629 \u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0643\u064a\u0641<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0643\u064a\u0641 \u0646\u0645\u0627\u0630\u062c ML\u060c \u062e\u0627\u0635\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0628\u0634\u0643\u0644 \u0645\u0641\u0631\u0637 \u0645\u0639 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0624\u062f\u064a \u0623\u062f\u0627\u0621\u064b \u0631\u0627\u0626\u0639\u064b\u0627 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u062d\u064a<\/li>\n\n\n\n<li>\u0645\u0639\u064a\u0627\u0631 \u0645\u0641\u0631\u0637 \u0645\u0646 \u0627\u0644\u062a\u062c\u0627\u0646\u0633 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u0633\u064a\u0646 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062e\u0641\u064a\u0641<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 (L1\u060c L2\u060c \u0625\u0633\u0642\u0627\u0637)<\/li>\n\n\n\n<li>\u062a\u0646\u0641\u064a\u0630 \u062a\u062d\u0642\u0642 \u0645\u062a\u0642\u0627\u0637\u0639\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u062a\u062d\u0642\u0642 \u0627\u0644\u0633\u064a\u0631 \u0644\u0644\u0623\u0645\u0627\u0645<\/li>\n\n\n\n<li>\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u062e\u0627\u0631\u062c \u0627\u0644\u0639\u064a\u0646\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0628\u062f\u064b\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062a\u063a\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0641<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u062a\u0633\u062a\u0645\u0631 \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0639\u0641\u0627 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0632\u0645\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0639\u0645\u0644\u062a \u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a \u062f\u0648\u0646 \u062a\u062d\u062f\u064a\u062b\u0647\u0627<\/li>\n\n\n\n<li>\u0627\u0644\u0641\u0634\u0644 \u0641\u064a \u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0641\u064a \u0627\u0644\u0633\u0648\u0642<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0641\u0641<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0646\u0641\u064a\u0630 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631<\/li>\n\n\n\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629<\/li>\n\n\n\n<li>\u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u062f\u0647\u0648\u0631 \u0623\u062f\u0627\u0626\u0647\u0627<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u062a\u062d\u0648\u064a\u0644 \u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0635\u0641\u0642\u0627\u062a \u0641\u0639\u0644\u064a\u0629 \u064a\u062a\u0636\u0645\u0646 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062d\u062f\u0648\u062b \u0623\u062e\u0637\u0627\u0621.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0627\u0646\u0632\u0644\u0627\u0642 \u0648\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u0633\u064a\u0648\u0644\u0629\u060c \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0635\u0641\u0642\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0623\u0648 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0627\u0644\u0623\u0642\u0644 \u0633\u064a\u0648\u0644\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0641\u0634\u0644 \u0627\u0644\u062a\u0642\u0646\u064a \u0641\u064a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0644\u0644\u062a\u062f\u0627\u0648\u0644<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062e\u0641\u064a\u0641<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0646\u0641\u064a\u0630 \u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u064a\u0646\u0629 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0627\u0645\u0646\u0629 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644<\/li>\n\n\n\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u0648\u0627\u0645\u0631 \u0645\u062d\u062f\u0648\u062f\u0629 \u0648\u0627\u062f\u0627\u0631\u0629 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0645\u0631\u0627\u0643\u0632 \u0628\u062f\u0642\u0629<\/li>\n\n\n\n<li>\u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0628\u062f\u0642\u0629 \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0628\u0627\u0634\u0631<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0639\u0627\u0644\u064a \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0623\u0631\u0628\u0627\u062d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0645\u0641\u0631\u0637 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0645\u062a\u0648\u0642\u0639\u0629 \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0631\u0633\u0648\u0645<\/li>\n\n\n\n<li>\u0627\u0644\u0641\u0634\u0644 \u0641\u064a \u0623\u062e\u0630 \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u0633\u0639\u0631\u064a\u0629 \u0628\u0639\u064a\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062f\u0645\u062c \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u062d\u0627\u0643\u064a\u0627\u062a<\/li>\n\n\n\n<li>\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0632\u0627\u0626\u062f\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648\u0627\u0645\u0631 \u0635\u0627\u0646\u0639 \u0644\u0644\u062d\u062f \u0645\u0646 \u0627\u0644\u0631\u0633\u0648\u0645 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0628\u0648\u0631\u0635\u0627\u062a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u0625\u0646 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0644\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u064a\u062a\u0637\u0648\u0631 \u0648\u063a\u064a\u0631 \u0645\u0624\u0643\u062f \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0642\u0636\u0627\u0626\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0646\u062a\u0647\u0627\u0643 \u0627\u0644\u0642\u0648\u0627\u0646\u064a\u0646 \u0639\u0646 \u063a\u064a\u0631 \u0642\u0635\u062f\u060c \u062e\u0627\u0635\u0629 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062a\u0644\u0627\u0639\u0628 \u0641\u064a \u0627\u0644\u0633\u0648\u0642<\/li>\n\n\n\n<li>\u0627\u0644\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0625\u0628\u0644\u0627\u063a \u0639\u0646 \u0646\u0634\u0627\u0637 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0636\u0631\u0627\u0626\u0628<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0643\u0646 \u0639\u0644\u0649 \u0639\u0644\u0645 \u0628\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0642\u0636\u0627\u0626\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629<\/li>\n\n\n\n<li>\u062a\u0646\u0641\u064a\u0630 \u0623\u0646\u0638\u0645\u0629 \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u062a\u0648\u062b\u064a\u0642 \u0648\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631<\/li>\n\n\n\n<li>\u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0633\u062a\u0634\u0627\u0631\u0629 \u0645\u0639 \u062e\u0628\u0631\u0627\u0621 \u0642\u0627\u0646\u0648\u0646\u064a\u064a\u0646 \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u062a\u0646\u0638\u064a\u0645 cryptocurrencies<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0646\u0641\u0633\u064a\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u062d\u062f\u064a<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0648\u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0639\u0627\u0637\u0641\u064a \u0644\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0634\u062f\u064a\u062f\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u062c\u0627\u0648\u0632 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0639\u0648\u0627\u0637\u0641<\/li>\n\n\n\n<li>\u0627\u0644\u0625\u0631\u0647\u0627\u0642 \u0645\u0646 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u0644\u0623\u0633\u0648\u0627\u0642 \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0648\u0636\u0639 \u0642\u0648\u0627\u0639\u062f \u0648\u0627\u0636\u062d\u0629 \u0644\u0645\u0627 \u0647\u0648 \u0645\u0633\u0645\u0648\u062d \u0628\u0647 \u0645\u0646 \u062a\u062f\u062e\u0644 \u0628\u0634\u0631\u064a \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629<\/li>\n\n\n\n<li>\u062a\u0646\u0641\u064a\u0630 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0648\u0636\u0648\u0627\u0628\u0637 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0625\u0634\u0631\u0627\u0641 \u0627\u0644\u064a\u062f\u0648\u064a \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/li>\n\n\n\n<li>\u0645\u0645\u0627\u0631\u0633\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062c\u064a\u062f\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0639\u0627\u0637\u0641\u064a \u0644\u0623\u064a \u0635\u0641\u0642\u0629 \u0648\u0627\u062d\u062f\u0629<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0648\u0639\u064a \u0628\u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0639\u0645\u0644 \u0628\u0646\u0634\u0627\u0637 \u0639\u0644\u0649 \u062a\u062d\u064a\u064a\u062f\u0647\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0632\u064a\u0627\u062f\u0629 \u0641\u0631\u0635 \u0646\u062c\u0627\u062d\u0647\u0645 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629. \u062a\u0630\u0643\u0631\u060c \u0644\u0627 \u062a\u0648\u062c\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062e\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u062e\u0627\u0637\u0631\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0647\u0645\u0627 \u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0646\u062c\u0627\u062d \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0627\u0644\u062d\u0627\u0641\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629: \u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0642\u0639 \u062a\u0642\u0627\u0637\u0639\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u064a\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629. \u0645\u0639 \u062a\u0642\u062f\u0645 \u0643\u0644\u0627 \u0627\u0644\u0645\u062c\u0627\u0644\u064a\u0646\u060c \u062a\u0646\u0634\u0623 \u0641\u0631\u0635 \u0648\u062a\u062d\u062f\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0634\u0643\u0644 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0642\u0627\u062f\u0645 \u0645\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u0628\u0646\u0649 \u0639\u0645\u064a\u0642\u0629 \u0645\u062a\u0642\u062f\u0645\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u064a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0645\u062d\u0648\u0644\u0648\u0646<\/strong>: \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0623\u0635\u0644 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062a\u064f\u0639\u062f\u0644 \u0627\u0644\u0622\u0646 \u0644\u062a\u062a\u0639\u0644\u0642 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0623\u0639\u0635\u0627\u0628 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629<\/strong>: \u0648\u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0648 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0633\u0644\u0629.<\/li>\n\n\n\n<li><strong>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0633\u0648\u0644\u0629<\/strong>: potentially better at understanding hierarchical relationships in data than traditional CNNs.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u0642\u062f \u062a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0623\u0646\u0645\u0627\u0637\u064b\u0627 \u0648\u0639\u0644\u0627\u0642\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0641\u064a \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0648\u0642\u0639\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0631\u0627\u0642\u0628 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u0639\u0644\u0645 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u0645\u062b\u0627\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0626\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629 Q<\/strong>: \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 Q \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0645\u0646 \u0623\u062c\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0628\u0634\u0643\u0644 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a.<\/li>\n\n\n\n<li><strong>\u0637\u0631\u0642 \u062a\u062f\u0631\u062c \u0627\u0644\u0633\u064a\u0627\u0633\u0629<\/strong>: \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0639\u0646 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0639\u0648\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644.<\/li>\n\n\n\n<li><strong>\u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong>: \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0627\u062a \u0627\u0644\u0633\u0648\u0642\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0639 \u0639\u062f\u0629 \u0648\u0643\u0627\u0644\u0627\u062a AI \u0645\u062a\u0641\u0627\u0639\u0644\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u0642\u062f \u062a\u0624\u062f\u064a ML2 \u0625\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u0623\u0643\u062b\u0631 \u062a\u0643\u064a\u0641\u064b\u0627 \u062a\u062a\u0646\u0642\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0636\u0645\u0646 \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0648\u062a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062c\u0631\u062f \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0642\u0635\u064a\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 (XAI)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u062a\u0637\u0648\u064a\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0644\u0641\u0647\u0645 \u0648\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0627\u062a\u062e\u0630\u0647\u0627 \u0646\u0645\u0627\u0630\u062c ML \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0642\u064a\u0645 SHAP<\/strong>: \u062a\u0639\u0632\u0648 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n\n\n\n<li><strong>LIME<\/strong>: \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u0648\u062f\u0627\u0621.<\/li>\n\n\n\n<li><strong>\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647<\/strong>: \u062a\u0635\u0648\u0631 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u0642\u062f \u062a\u0633\u0627\u0639\u062f XAI \u0627\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 ML\u060c \u062a\u0644\u0628\u064a \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u060c \u0648\u062a\u0648\u0641\u0631 \u0631\u0624\u0649 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0642\u0648\u062f \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0623\u0641\u0636\u0644.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u062f\u0645\u062c \u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062d\u0633\u0646<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0646\u0634\u0627\u0637 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0630\u064a \u0627\u0644\u0635\u0644\u0629 \u0628\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0644\u0644\u0623\u0634\u064a\u0627\u0621 (IoT)<\/strong>: \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0644\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062d\u0645\u064a \u0645\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629<\/strong>: \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u0632\u0639 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u062f\u0648\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0645\u064a\u0632\u0629 \u0644\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0645\u062d \u062a\u0642\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0633\u0648\u0642 \u0623\u0643\u062b\u0631 \u0634\u0645\u0648\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0643\u0645\u064a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629<\/strong>: \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0627\u0644\u0643\u0645\u064a\u0629 \u0644\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u0643\u0645\u064a<\/strong>: \u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u0641\u0638\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u062d\u062a\u0649 \u0648\u0625\u0646 \u0643\u0627\u0646\u062a \u0644\u0627 \u062a\u0632\u0627\u0644 \u0646\u0638\u0631\u064a\u0629 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0643\u0645\u0648\u0645\u064a \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u062f\u0631\u0629 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0648\u0632\u0639 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u062f\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0639 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0628\u0644\u0648\u0643\u062a\u0634\u064a\u0646.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a \u0627\u0644\u0645\u0648\u0632\u0639<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u0644\u0648\u0643\u062a\u0634\u064a\u0646 \u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u0632\u0639 \u0644\u0646\u0645\u0627\u0630\u062c ML.<\/li>\n\n\n\n<li><strong>\u0639\u0642\u0648\u062f \u0630\u0643\u064a\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong>: \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u0644\u0648\u0643\u062a\u0634\u064a\u0646.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u0642\u062f \u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 AI \u0623\u0643\u062b\u0631 \u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u062f\u064a\u0645\u0642\u0631\u0627\u0637\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u0627\u0644\u064a\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0646\u062a\u062c\u0627\u062a \u0645\u0627\u0644\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 \u0648\u0645\u0628\u062a\u0643\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>7. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0641\u064a \u0627\u0644\u062a\u062c\u0627\u0631\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0645\u0633\u0627\u0648\u0627\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong>: \u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u0627\u0633\u062a\u0645\u0631\u0627\u0631\u064a\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a \u0623\u0648 \u062f\u0648\u0646 \u0645\u062d\u0627\u0628\u0627\u0629 \u0628\u0639\u0636 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0641\u064a \u0627\u0644\u0633\u0648\u0642.<\/li>\n\n\n\n<li><strong>\u0623\u0637\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u0629<\/strong>: \u0648\u0636\u0639 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0633\u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0628\u0637\u0631\u0642 \u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0646\u0632\u0627\u0647\u0629 \u0627\u0644\u0633\u0648\u0642 \u0648\u062b\u0642\u0629 \u0627\u0644\u062c\u0645\u0647\u0648\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>8. \u0627\u0644\u062f\u0645\u062c \u0645\u0639 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>: \u062f\u0645\u062c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u0635\u0648\u0644<\/strong>: \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u062a\u0641\u0647\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0648\u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0647\u062c\u064a\u0646\u0629<\/strong>: \u062f\u0645\u062c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a ML \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0641\u064a \u0623\u0633\u0627\u0644\u064a\u0628 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062d\u0641\u0638\u0629 \u0627\u0644\u0623\u0648\u0633\u0639.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644<\/strong>: \u0642\u062f \u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0645\u062e\u0627\u0637\u0631 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0648\u064a\u0641\u062a\u062d \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062b\u0645\u0631\u064a\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u064a\u0646.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0627\u0644\u062a\u062d\u0636\u064a\u0631 \u0644\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0644\u0628\u0642\u0627\u0621 \u0641\u064a \u0645\u0648\u0642\u0639 \u0645\u062a\u0642\u062f\u0645 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0645\u062a\u062f\u0627\u0648\u0644\u064a \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0628\u0642\u0627\u0621 \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639<\/strong>: \u0645\u0631\u0627\u062c\u0639\u0629 \u0648\u0631\u0642\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0648\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062c\u0631\u064a\u0628<\/strong>: \u0643\u0646 \u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u062d\u062a\u0649 \u0648\u0625\u0646 \u0644\u0645 \u062a\u0643\u0646 \u0633\u0627\u0626\u062f\u0629 \u0628\u0639\u062f.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0627\u0648\u0646<\/strong>: \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0639 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0623\u0648\u0633\u0639 \u0644\u0640 ML \u0648\u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0631\u0624\u0649.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0628\u0639\u0642\u0644\u0627\u0646\u064a\u0629<\/strong>: \u0644\u064a\u0633\u062a \u0643\u0644 \u062a\u0637\u0648\u0631 \u062c\u062f\u064a\u062f \u0633\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0639\u0645\u0644\u064a\u0629. \u0642\u064f\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u062f\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0639\u062a\u0628\u0631 \u0627\u0644\u0623\u062e\u0644\u0627\u0642<\/strong>: \u0645\u0639 \u062a\u0637\u0648\u0631 ML\u060c \u0627\u0639\u062a\u0628\u0631 \u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0623\u0648\u0633\u0639 \u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 ML \u0641\u064a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0648\u0627\u0639\u062f\u060c \u0645\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062d\u0642\u064a\u0642 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u060c \u0648\u0641\u0647\u0645 \u0627\u0644\u0633\u0648\u0642. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0633\u064a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0627\u0644\u062a\u0643\u064a\u0641\u060c \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0644\u062a\u062d\u0642\u064a\u0642 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\u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c ML \u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u061f<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062c:<\/strong> \u062a\u062a\u0648\u0642\u0641 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0639\u0644\u0649 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0644\u0643\u0646 \u0628\u0635\u0648\u0631\u0629 \u0639\u0627\u0645\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0644\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u064a\u0648\u0645\u064a: \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 2-3 \u0633\u0646\u0648\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629<\/li>\n\n\n\n<li>\u0644\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a: \u0639\u062f\u0629 \u0623\u0634\u0647\u0631 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062f\u0642\u064a\u0642<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u062a\u062a\u0637\u0644\u0628 \u0639\u0627\u062f\u0629\u064b \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0623\u0643\u062f \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u0646 \u0623\u0646 \u0644\u062f\u064a\u0643 \u0628\u064a\u0627\u0646\u0627\u062a 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24\/7)<\/li>\n\n\n\n<li>\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0633\u064a\u0648\u0644\u0629 \u0648\u0627\u0644\u062a\u0642\u0644\u0628<\/li>\n\n\n\n<li>\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/li>\n\n\n\n<li>\u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u062a\u0643\u064a\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0623\u0635\u0648\u0644 \u062a\u0639\u062f\u064a\u0644\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0648\u062a\u0623\u0643\u064a\u062f\u064b\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0633: \u0645\u0627 \u0647\u064a 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class=\"wp-block-paragraph\"><strong>\u062c:<\/strong> \u0628\u064a\u0646\u0645\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0631\u0648\u064a\u062c \u0645\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062a\u062d\u062f\u064a\u064b\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0623\u0641\u0631\u0627\u062f \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0623\u064a\u0636\u064b\u0627 \u0645\u0646 ML:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0642\u064a\u0627\u0633\u064b\u0627 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class=\"wp-block-paragraph\"><strong>\u062c:<\/strong> \u0647\u0630\u0647 \u062a\u062d\u0645\u0644 \u062a\u062d\u062f\u064a\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627\u060c \u0648\u0644\u0643\u0646 \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a\u7edf\u8ba1\u064a\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0639\u0628<\/li>\n\n\n\n<li>\u062f\u0645\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062d\u062c\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0646\u0634\u0627\u0637<\/li>\n\n\n\n<li>\u062a\u0646\u0641\u064a\u0630 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0634\u0628\u0648\u0647\u0629<\/li>\n\n\n\n<li>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u0627\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0633\u064a\u0648\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0635\u0639\u0628 \u062a\u0644\u0627\u0639\u0628\u0647\u0627<\/li>\n\n\n\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0644\u062a\u0642\u0644\u064a\u0644 \u062a\u0623\u062b\u064a\u0631 \u0623\u064a \u0645\u0635\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u064f\u0639\u0627\u0644\u064e\u062c.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0633\u062a\u0638\u0644 \u064a\u0642\u0638\u064b\u0627 \u0648\u0642\u0627\u0628\u0644\u064b\u0627 \u0644\u0644\u062a\u0643\u064a\u0641 \u0623\u0645\u0648\u0631\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u062e\u0637\u0631 \u0627\u0644\u062a\u0644\u0627\u0639\u0628.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0633: \u0645\u0627 \u0647\u064a \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0641\u064a ML \u0641\u064a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u061f<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062c:<\/strong> \u062a\u0634\u0645\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0641\u0636\u0644\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python: \u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639 \u0648\u062c\u0648\u062f \u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0633\u0639\u0629 (\u0645\u062b\u0644 NumPy \u0648Pandas \u0648Scikit-learn \u0648TensorFlow \u0648PyTorch)<\/li>\n\n\n\n<li>R: \u0642\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u062d\u0635\u0627\u0626\u064a \u0648\u0628\u0639\u0636 \u062a\u0642\u0646\u064a\u0627\u062a ML<\/li>\n\n\n\n<li>Julia: \u062a\u0646\u0645\u0648 \u0641\u064a \u0627\u0644\u0634\u0639\u0628\u064a\u0629 \u0628\u0633\u0628\u0628 \u0633\u0631\u0639\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0623\u062f\u0648\u0627\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062f\u0641\u0627\u062a\u0631 \u0645\u0644\u0627\u062d\u0638\u0627\u062a Jupyter \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629<\/li>\n\n\n\n<li>Git \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0646\u0633\u062e<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (AWS\u060c Google Cloud\u060c Azure) \u0644\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639<\/li>\n\n\n\n<li>\u0623\u0637\u0631 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 Backtrader \u0623\u0648 Zipline<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0633\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0644\u0649 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0648\u062e\u0628\u0631\u062a\u0643.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0630\u0643\u0631\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u062a\u0648\u0641\u0631 \u0646\u0642\u0637\u0629 \u0627\u0646\u0637\u0644\u0627\u0642\u060c \u0641\u0625\u0646 \u0645\u062c\u0627\u0644 ML \u0641\u064a \u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u064a\u062a\u0637\u0648\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u0627\u0628\u0642 \u0641\u0636\u0648\u0644\u064a\u064b\u0627\u060c \u0648\u0627\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0643\u0646 \u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u062f\u0627\u0626\u0645\u064b\u0627 \u0644\u062a\u0643\u064a\u064a\u0641 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u0643 \u0645\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062d\u062f\u0648\u062f \u0630\u0643\u064a\u0629 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629 \u064a\u064f\u0639\u0631\u0641 \u0628\u0643\u0648\u0646\u0647 \u063a\u064a\u0631 \u0645\u0633\u062a\u0642\u0631 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638\u060c \u062d\u064a\u062b \u062a\u062a\u0623\u0631\u062c\u062d \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0634\u0643\u0644 \u062d\u0627\u062f \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0639\u0648\u0627\u0645\u0644 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0627\u0644\u0623\u062e\u0628\u0627\u0631 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0625\u0644\u0649 \u062a\u063a\u0631\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0647\u064a\u0631. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0641\u0648\u0636\u0648\u064a\u0629\u060c \u064a\u0633\u0639\u0649 \u0627\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u0648\u0646 \u062f\u0627\u0626\u0645\u064b\u0627 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u064a\u0632\u0629 \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0623\u0631\u0628\u0627\u062d \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631. \u0648\u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u062f\u0648\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (ML) &#8211; \u0645\u062c\u0645\u0648\u0639\u0629 \u0642\u0648\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062f\u062b \u062b\u0648\u0631\u0629 \u0641\u064a [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":7076,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-7075","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-16"],"_links":{"self":[{"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/posts\/7075","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/comments?post=7075"}],"version-history":[{"count":0,"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/posts\/7075\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/media\/7076"}],"wp:attachment":[{"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/media?parent=7075"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/categories?post=7075"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tradeum.ai\/ar\/wp-json\/wp\/v2\/tags?post=7075"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}