{"id":98356,"date":"2025-02-20T21:53:50","date_gmt":"2025-02-20T18:23:50","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ml-%d9%88-ai-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86%db%8c-%d9%82%db%8c%d9%85%d8%aa-%d8%b3%d9%87%d8%a7%d9%85\/"},"modified":"2025-02-20T21:53:50","modified_gmt":"2025-02-20T18:23:50","slug":"%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ml-%d9%88-ai-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86%db%8c-%d9%82%db%8c%d9%85%d8%aa-%d8%b3%d9%87%d8%a7%d9%85","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ml-%d9%88-ai-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86%db%8c-%d9%82%db%8c%d9%85%d8%aa-%d8%b3%d9%87%d8%a7%d9%85\/","title":{"rendered":"\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ML \u0648 AI \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0642\u06cc\u0645\u062a \u0633\u0647\u0627\u0645"},"content":{"rendered":"<div data-article-id=\"2290190\" id=\"article-body\">\n<p>\u0628\u0647 \u0633\u0641\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0647 AI (\u06a9\u0647 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0641\u0626\u06cc\u0646 \u062f\u0627\u0631 \u0627\u0633\u062a &#8211; \u0686\u0627\u06cc \u06cc\u0648\u0631\u06a9\u0633\u0634\u0627\u06cc\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0627\u0631\u06a9 \u0686\u0627\u06cc \u0627\u0633\u062a) \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f. \u0627\u06af\u0631 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0646 \u0631\u0627 \u0646\u062e\u0648\u0627\u0646\u062f\u0647 \u0627\u06cc\u062f \u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u060c TL \u061b DR \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0644 \u0686\u06cc\u0632 \u062a\u0648\u0633\u0639\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u062c\u062f\u06cc\u062f \u0647\u0633\u062a\u0645 \u0648 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u0645 \u062a\u0627 \u067e\u0627\u06cc\u0627\u0646 \u0633\u0627\u0644 \u06cc\u06a9 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0645\u0646\u062a\u0634\u0631 \u06a9\u0646\u0645. \u0645\u0646 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 Pytorch \u060c Numpy \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0622\u062e\u0631 \u0628\u0647 \u0622\u0646 \u0631\u0641\u062a\u0645 \u060c \u067e\u0631\u0634 \u06a9\u0646\u0645. \u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u0648\u0628\u0644\u0627\u06af \u060c \u0645\u0646 \u06cc\u06a9 \u0645\u062f\u0644 OCR \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u0647\u0627\u0645 \u060c \u06cc\u06a9 \u0645\u062f\u0644 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM) \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0645\u062f\u0644 LSTM \u0686\u06cc\u0633\u062a\u061f<\/p>\n<p>LSTM \u0646\u0648\u0639\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u06a9\u0631\u0631 (RNN) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0645 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u0645 \u06a9\u0647 LSTM \u0686\u06cc\u0633\u062a \u060c \u0645\u0646 \u0628\u0627\u06cc\u062f \u0686\u0646\u062f \u0642\u062f\u0645 \u0628\u0647 \u0639\u0642\u0628 \u0628\u0631\u062f\u0627\u0631\u0645 \u0648 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u0645 \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 RNN \u0686\u06cc\u0633\u062a. RNN \u0646\u0648\u0639\u06cc \u0645\u062f\u0644 AI \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc \u062f\u0631 \u067e\u06cc (\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0645\u0647\u0645 \u0627\u0633\u062a) \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0627\u0646\u0646\u062f \u062c\u0645\u0644\u0627\u062a \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0633\u0646\u0633\u0648\u0631 \u060c \u062a\u0648\u0627\u0644\u06cc \u0698\u0646 \u060c \u0648 \u0634\u0645\u0627 \u0622\u0646 \u0631\u0627 \u062d\u062f\u0633 \u0632\u062f\u0647 \u0627\u06cc\u062f \u060c \u0642\u06cc\u0645\u062a \u0633\u0647\u0627\u0645. RNN \u0647\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0639\u062f\u0648\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0646\u0648\u0639\u06cc \u062d\u0627\u0641\u0638\u0647 \u062f\u0627\u0631\u0646\u062f. \u062d\u0627\u0641\u0638\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 RNN \u06cc\u06a9 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u06cc\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631\u06a9 \u0627\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0645\u06cc \u0633\u062e\u062a \u0628\u0627\u0634\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0628\u06cc\u0627\u0646 \u06a9\u0646\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0647\u0633\u062a\u06cc\u0645.<\/p>\n<p>\u06a9\u0644\u0645\u0647 \u0627\u0648\u0644 \u0628\u0647 \u0645\u062f\u0644 RNN \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u062f\u0644 \u06cc\u06a9 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. (\u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0632\u0646\u062f\u06af\u06cc \u060c \u0641\u0642\u0637 \u0628\u0647 \u06cc\u06a9 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u0632 \u0622\u0646\u0686\u0647 \u06a9\u0647 \u062a\u0627\u06a9\u0646\u0648\u0646 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0622\u0646 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f.)<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u06a9\u0644\u0645\u0647 \u0632\u06cc\u0631 \u0628\u0647 \u0645\u062f\u0644 RNN \u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0644\u0645\u0647 \u0642\u0628\u0644\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u06cc\u06a9 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0628\u0647 \u0631\u0648\u0632\/\u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0645\u0686\u0646\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0647 \u062d\u0644\u0642\u0647 \u0645\u06cc \u0632\u0646\u062f \u0648 \u0627\u0632 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0642\u0628\u0644\u06cc \u0639\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0647\u0633\u062a\u06cc\u062f \u060c \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f <\/p>\n<p>\u06a9\u062c\u0627:<\/p>\n<ul>\n<li>(x_t) = \u0648\u0631\u0648\u062f\u06cc \u0641\u0639\u0644\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646\n<li>(H_ {T-1}) = \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0642\u0628\u0644\u06cc (\u062d\u0627\u0641\u0638\u0647 \u0627\u0632 \u0622\u062e\u0631\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647)<\/li>\n<li>(w \u060c u \u060c b) = \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 (\u0648\u0632\u0646 \u0648 \u062a\u0639\u0635\u0628)<\/li>\n<li>(f) = \u0639\u0645\u0644\u06a9\u0631\u062f \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc (\u0645\u0639\u0645\u0648\u0644\u0627\u064b <code>tanh<\/code> \u06cc\u0627 <code>ReLU<\/code>)<\/li>\n<\/ul>\n<p>\u0627\u06af\u0631 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0631\u0627 \u0646\u0645\u06cc \u0641\u0647\u0645\u06cc\u062f \u060c \u0627\u06cc\u0646 \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a. \u0645\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u060c \u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647 \u0627\u0633\u062a. \u0645\u0646 \u062e\u0648\u0634\u062d\u0627\u0644\u0645 \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f Discord \u0637\u06cc \u06a9\u0631\u062f\u0645 \u060c \u0627\u0645\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0646\u06af\u0631\u0627\u0646 \u0622\u0646 \u0646\u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p>\u0646\u06a9\u062a\u0647 \u0645\u0646\u0641\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc RNN \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0686\u06cc\u0632\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 &#8220;\u0645\u0634\u06a9\u0644 \u0634\u06cc\u0628 \u0646\u0627\u067e\u062f\u06cc\u062f \u0634\u062f\u0647&#8221; \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f \u060c \u0648\u0632\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062d\u062f\u06cc \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f \u06a9\u0647 \u062f\u06cc\u06af\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0646\u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0634\u06cc\u0628 \u0647\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u0634\u0627\u0631 \u0639\u0642\u0628 \u0628\u0647 \u0635\u0648\u0631\u062a \u0646\u0645\u0627\u06cc\u06cc \u06a9\u0648\u0686\u06a9 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0635\u0644\u06cc \u062a\u0631\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627\u06cc LSTM \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0634\u06a9\u0644 \u0634\u06cc\u0628 \u0646\u0627\u067e\u062f\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f. LSTM \u0647\u0627 \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0633\u0644\u0648\u0644 \u062d\u0627\u0641\u0638\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 \u062f\u0648\u0631\u0647 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u06cc\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u0646\u062f. \u0633\u0644\u0648\u0644\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u062f\u0627\u0631\u0627\u06cc \u0633\u0647 \u062f\u0631\u0648\u0627\u0632\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<ul>\n<li>\n<strong>\u062f\u0631\u0648\u0627\u0632\u0647 \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u06cc\u062f:<\/strong> \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0648\u0631 \u06a9\u0631\u062f\u0646 \u0627\u0632 \u062d\u0627\u0644\u062a \u0633\u0644\u0648\u0644 \u062f\u0648\u0631 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062f\u0631\u0648\u0627\u0632\u0647 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0628\u062e\u0634 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u062d\u0627\u0644\u062a \u0633\u0644\u0648\u0644 \u0642\u0628\u0644\u06cc \u0628\u0627\u06cc\u062f \u0628\u0627\u0634\u062f<br \/>\u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0647 \u06cc\u0627 \u062f\u0648\u0631 \u0631\u06cc\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 \u0642\u0628\u0644\u06cc \u0648 \u062c\u0631\u06cc\u0627\u0646 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f<br \/>\u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u0633\u0644\u0648\u0644 \u06cc\u06a9 \u0639\u062f\u062f \u0628\u06cc\u0646 0 \u062a\u0627 1 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u06a9\u0646\u062f<br \/>\u062f\u0648\u0644\u062a \u0627\u06af\u0631 \u0639\u062f\u062f \u0628\u0647 \u06cc\u06a9\u06cc \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631 \u0628\u0627\u0634\u062f \u060c \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0627\u06af\u0631 \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631 \u0628\u0627\u0634\u062f<br \/>\u0635\u0641\u0631 \u060c \u0641\u0631\u0627\u0645\u0648\u0634 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<ul>\n<li>\n<strong>\u062f\u0631\u0648\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc:<\/strong> \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0686\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u062f\u06cc\u062f\u06cc \u0628\u0627\u06cc\u062f \u0628\u0647 \u062d\u0627\u0644\u062a \u0633\u0644\u0648\u0644 \u0627\u0636\u0627\u0641\u0647 \u0634\u0648\u062f.<\/li>\n<li>\n<strong>\u062f\u0631\u0648\u0627\u0632\u0647 \u062e\u0631\u0648\u062c\u06cc:<\/strong> \u06a9\u0646\u062a\u0631\u0644 \u0686\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0627\u0632 \u062d\u0627\u0644\u062a \u0633\u0644\u0648\u0644 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u062d\u0627\u0644 \u0627\u06af\u0631 \u0627\u062d\u0633\u0627\u0633 \u0641\u0627\u0646\u062a\u0632\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f LSTM \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0632\u0646\u062c\u06cc\u0631 \u06a9\u0646\u06cc\u062f. \u0634\u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u06af\u0631\u0641\u062a\u0646 \u0648\u0636\u0639\u06cc\u062a \u0633\u0644\u0648\u0644 \u0642\u0628\u0644\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0648 \u062a\u063a\u0630\u06cc\u0647 \u0622\u0646 \u0628\u0647 \u0633\u0644\u0648\u0644 \u062c\u062f\u06cc\u062f \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u062f. \u0627\u06cc\u0646 \u0633\u0644\u0648\u0644 \u0633\u067e\u0633 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u063a\u06cc\u0631\u0647. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f LSTM \u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u0636\u0645\u0646 \u06a9\u0627\u0647\u0634 \u0645\u0634\u06a9\u0644 \u0634\u06cc\u0628 \u0646\u0627\u067e\u062f\u06cc\u062f \u0634\u062f\u0646 \u060c \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u06a9\u0627\u0646\u0633 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f. \u0645\u0646 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u0645 \u0627\u06cc\u0646 \u062a\u0645\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0645\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0686\u06cc\u0632 \u062c\u062f\u06cc\u062f \u0633\u0627\u062e\u062a \u06cc\u06a9 DataFrame \u0627\u0633\u062a. LSTM \u0647\u0627 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc \u062f\u0631 \u067e\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u062f\u0631\u0633\u062a \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0642\u06cc\u0645\u062a \u0647\u0627\u06cc \u0628\u0633\u062a\u0647 \u0634\u062f\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0642\u0628 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u0645. \u0645\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0647 \u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u06cc\u06a9 \u0647\u0641\u062a\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">prepare_dataframe_for_lstm<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_steps<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">dc<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">set_index<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Date<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">n_steps<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"sa\">f<\/span><span class=\"sh\">'<\/span><span class=\"s\">Close(t-<\/span><span class=\"si\">{<\/span><span class=\"n\">i<\/span><span class=\"si\">}<\/span><span class=\"s\">)<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Close<\/span><span class=\"sh\">'<\/span><span class=\"p\">].<\/span><span class=\"nf\">shift<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">dropna<\/span><span class=\"p\">(<\/span><span class=\"n\">inplace<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">df<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f. (\u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a \u060c \u0627\u0645\u0627 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u06a9\u062f \u0633\u062e\u062a \u0627\u0633\u062a. \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f.)<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>               Close  Close(t-1)  Close(t-2)  Close(t-3)  Close(t-4)\nDate                                                                \n1997-05-27  0.079167    0.075000    0.069792    0.071354    0.081771\n1997-05-28  0.076563    0.079167    0.075000    0.069792    0.071354\n1997-05-29  0.075260    0.076563    0.079167    0.075000    0.069792\n1997-05-30  0.075000    0.075260    0.076563    0.079167    0.075000\n1997-06-02  0.075521    0.075000    0.075260    0.076563    0.079167\n1997-06-03  0.073958    0.075521    0.075000    0.075260    0.076563\n1997-06-04  0.070833    0.073958    0.075521    0.075000    0.075260\n1997-06-05  0.077083    0.070833    0.073958    0.075521    0.075000\n1997-06-06  0.082813    0.077083    0.070833    0.073958    0.075521\n1997-06-09  0.084375    0.082813    0.077083    0.070833    0.073958\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0639\u0627\u062f\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0645\u0627 \u062d\u062f\u0627\u0642\u0644 \u0645\u0642\u062f\u0627\u0631 -1 \u0648 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u062f\u0627\u0631 1 \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u06cc\u0645. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0631\u0627 \u0633\u0631\u0639\u062a \u0645\u06cc \u0628\u062e\u0634\u062f. \u0642\u06cc\u0645\u062a \u0633\u0647\u0627\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0628\u0631\u0633\u062f \u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0634\u06cc\u0628 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u06cc \u0634\u0648\u062f \u060c \u0686\u0647 \u06a9\u0646\u062f \u0634\u062f\u0646 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u06cc\u0627 \u0627\u06cc\u062c\u0627\u062f \u0622\u0645\u0648\u0632\u0634 \u0646\u0627\u067e\u0627\u06cc\u062f\u0627\u0631 (\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0628\u0632\u0631\u06af \u06cc\u0627 \u0633\u0631\u06cc\u0639 \u062f\u0631 \u0634\u06cc\u0628 \u0647\u0627 \u06cc\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0628\u0647 \u062c\u0627\u06cc \u06a9\u0627\u0647\u0634).<\/p>\n<p>\u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u06a9\u0633\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0641\u0642\u0637 \u0628\u0631 \u0631\u0648\u06cc \u0622\u0646\u0647\u0627 \u0645\u0633\u0648\u0627\u06a9 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f: \u062a\u0628\u062f\u06cc\u0644 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0628\u0647 numpy \u060c \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 <strong>x<\/strong> \u0648\u062a <strong>\u062d\u0631\u0641<\/strong>\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0648 \u0633\u067e\u0633 \u062a\u0628\u062f\u06cc\u0644 \u0622\u0646 \u0628\u0647 Tensors. \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0622\u0645\u0648\u0632\u0634 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645. 95 \u066a \u0627\u0648\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 5 \u066a \u0622\u062e\u0631 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0642\u0633\u0645\u062a \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647 &#8211; \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644. \u0633\u0627\u062e\u062a LSTM \u0628\u0627 Pytorch \u0628\u0647 \u0637\u0631\u0632 \u0634\u06af\u0641\u062a \u0622\u0648\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0644\u0627\u0633 \u0645\u0627 \u062f\u0631 \u0686\u0647\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f: \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u0647\u0627\u0646 \u060c \u062a\u0639\u062f\u0627\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u062e\u0631\u0648\u062c\u06cc. \u0645\u0627 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc 1 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u06cc\u06a9 \u0631\u062f\u06cc\u0641 \u062c\u062f\u0648\u0644 \u0631\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u0647\u0627\u0646 4 \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0647\u0631 LSTM \u0627\u0632 \u0686\u0647\u0627\u0631 \u06af\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0648 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 LSTM \u0648\u0627\u062d\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a &#8211; \u0686\u0633\u0628\u0627\u0646\u062f\u0646 \u0686\u0646\u062f\u06cc\u0646 LSTM \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06af\u0631\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f\u0627\u0646\u06cc \u0627\u0633\u062a. (&#8220;\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 (\u06cc\u0627\u062f\u0622\u0648\u0631\u06cc) \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u0627\u0646 \u0627\u0632 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0646\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f&#8221; &#8211; \u062f\u0648\u0631\u0647 Crash Google Developer). \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0641\u0642\u0637 \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0632\u06cc\u0631\u0627 \u062a\u0646\u0647\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u060c \u0642\u06cc\u0645\u062a \u0622\u06cc\u0646\u062f\u0647 \u0633\u0647\u0627\u0645 \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">class<\/span> <span class=\"nc\">LSTM<\/span><span class=\"p\">(<\/span><span class=\"n\">nn<\/span><span class=\"p\">.<\/span><span class=\"n\">Module<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">def<\/span> <span class=\"nf\">__init__<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">input_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">hidden_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">num_layers<\/span><span class=\"p\">,<\/span> <span class=\"n\">output_size<\/span><span class=\"p\">):<\/span>\n        <span class=\"nf\">super<\/span><span class=\"p\">(<\/span><span class=\"n\">LSTM<\/span><span class=\"p\">,<\/span> <span class=\"n\">self<\/span><span class=\"p\">).<\/span><span class=\"nf\">__init__<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">hidden_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">hidden_size<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">num_layers<\/span> <span class=\"o\">=<\/span> <span class=\"n\">num_layers<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">lstm<\/span> <span class=\"o\">=<\/span> <span class=\"n\">nn<\/span><span class=\"p\">.<\/span><span class=\"nc\">LSTM<\/span><span class=\"p\">(<\/span><span class=\"n\">input_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">hidden_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">num_layers<\/span><span class=\"p\">,<\/span> <span class=\"n\">batch_first<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">fc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">nn<\/span><span class=\"p\">.<\/span><span class=\"nc\">Linear<\/span><span class=\"p\">(<\/span><span class=\"n\">hidden_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">output_size<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">def<\/span> <span class=\"nf\">forward<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">x<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">batch_szie<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"nf\">size<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">h0<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">zeros<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">num_layers<\/span><span class=\"p\">,<\/span> <span class=\"n\">batch_szie<\/span><span class=\"p\">,<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">hidden_size<\/span><span class=\"p\">).<\/span><span class=\"nf\">to<\/span><span class=\"p\">(<\/span><span class=\"n\">device<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">c0<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">zeros<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">num_layers<\/span><span class=\"p\">,<\/span> <span class=\"n\">batch_szie<\/span><span class=\"p\">,<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">hidden_size<\/span><span class=\"p\">).<\/span><span class=\"nf\">to<\/span><span class=\"p\">(<\/span><span class=\"n\">device<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">out<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"nf\">lstm<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"n\">h0<\/span><span class=\"p\">,<\/span> <span class=\"n\">c0<\/span><span class=\"p\">))<\/span>\n        <span class=\"n\">out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"nf\">fc<\/span><span class=\"p\">(<\/span><span class=\"n\">out<\/span><span class=\"p\">[:,<\/span> <span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"p\">:])<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">out<\/span>\n\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">LSTM<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"mi\">1<\/span><span class=\"p\">).<\/span><span class=\"nf\">to<\/span><span class=\"p\">(<\/span><span class=\"n\">device<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0639\u062f\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648 \u0627\u0633\u062a. \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f \u060c \u0627\u0648\u0644\u06cc\u0647 \u0633\u0627\u0632\u06cc \u062d\u0627\u0641\u0638\u0647 (\u0633\u0644\u0648\u0644\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0648 \u062d\u0627\u0644\u062a) \u0628\u0627 \u0635\u0641\u0631 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0633\u062a\u0647 \u0627\u0632 \u062d\u0644\u0642\u0647 \u0622\u0645\u0648\u0632\u0634 \u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0645\u0627 \u06cc\u06a9 \u062a\u0627\u0646\u0633\u0648\u0631 \u0635\u0641\u0631 \u0627\u06cc\u062c\u0627\u062f \u0646\u06a9\u0631\u062f\u06cc\u0645 \u060c \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0639\u0635\u0628 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0639\u0628\u0648\u0631 \u062f\u0631 \u062f\u0633\u062a\u0647 \u0641\u0639\u0644\u06cc \u0648 \u062d\u0627\u0641\u0638\u0647 \u0628\u0647 LSTM \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u062f\u0648 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f: \u06cc\u06a9 \u062a\u0627\u0646\u0633\u0648\u0631 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u0648 \u062d\u0627\u0641\u0638\u0647 \u062f\u0631 \u062d\u0627\u0644\u062a \u0646\u0647\u0627\u06cc\u06cc. \u0645\u0627 \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062d\u0627\u0641\u0638\u0647 \u0627\u062d\u062a\u06cc\u0627\u062c \u0646\u062f\u0627\u0631\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062e\u0644\u0627\u0621 \u0645\u06cc \u0627\u0646\u062f\u0627\u0632\u06cc\u0645 (\u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 _ \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u060c \u06a9\u0647 \u06cc\u06a9 \u06a9\u0646\u0648\u0627\u0646\u0633\u06cc\u0648\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0644\u0627\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06cc\u0627 \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f). \u0633\u067e\u0633 \u0622\u062e\u0631\u06cc\u0646 \u0628\u0627\u0631 \u0627\u0632 \u062a\u0627\u0646\u0633\u0648\u0631 \u060c \u0622\u062e\u0631\u06cc\u0646 \u0628\u0627\u0631 \u0627\u0632 \u062a\u0627\u0646\u0633\u0648\u0631 \u062e\u0627\u0631\u062c \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc \u0642\u06cc\u0645\u062a \u0633\u0647\u0627\u0645 \u06cc\u06a9 \u0627\u0631\u0632\u0634 \u0645\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0686\u0646\u062f\u06cc\u0646 \u062d\u0644\u0642\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc (\u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0622\u062e\u0631 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a) \u0645\u06cc \u0631\u0648\u062f \u060c \u0648 \u0633\u067e\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0646\u0633\u0628\u062a\u0627\u064b \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftlqshb6pyasc281kontz.png\" alt=\"\u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc\" loading=\"lazy\" width=\"571\" height=\"432\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0642\u0633\u0645\u062a \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647. \u062b\u0631\u0648\u062a\u0645\u0646\u062f \u0634\u062f\u0646 \u0633\u0631\u06cc\u0639 \u0645\u0646 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u062a\u062c\u0627\u0631\u062a \u062e\u0627\u0645 \u0631\u0627 \u062f\u0627\u0631\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">initial_cash<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1000<\/span>\n<span class=\"n\">cash<\/span> <span class=\"o\">=<\/span> <span class=\"n\">initial_cash<\/span>\n<span class=\"n\">shares<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n<span class=\"n\">portfolio_value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n\n<span class=\"n\">buy_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.01<\/span>  <span class=\"c1\"># Buy if the predicted price is 1% higher than current\n<\/span><span class=\"n\">sell_threshold<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.99<\/span>  <span class=\"c1\"># Sell if 1% lower\n<\/span><span class=\"n\">position_size<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.1<\/span>  <span class=\"c1\"># Allocate 10% of cash per trade\n<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"nf\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">new_y_test<\/span><span class=\"p\">)):<\/span>\n    <span class=\"n\">current_price<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_y_test<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">predicted_price<\/span> <span class=\"o\">=<\/span> <span class=\"n\">test_predictions<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span>\n\n    <span class=\"k\">if<\/span> <span class=\"n\">predicted_price<\/span> <span class=\"o\">&gt;<\/span> <span class=\"n\">current_price<\/span> <span class=\"o\">*<\/span> <span class=\"n\">buy_threshold<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">cash<\/span> <span class=\"o\">&gt;=<\/span> <span class=\"n\">current_price<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">shares_to_buy<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"n\">cash<\/span> <span class=\"o\">*<\/span> <span class=\"n\">position_size<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/\/<\/span> <span class=\"n\">current_price<\/span>\n        <span class=\"n\">shares<\/span> <span class=\"o\">+=<\/span> <span class=\"n\">shares_to_buy<\/span>\n        <span class=\"n\">cash<\/span> <span class=\"o\">-=<\/span> <span class=\"n\">shares_to_buy<\/span> <span class=\"o\">*<\/span> <span class=\"n\">current_price<\/span>\n    <span class=\"k\">elif<\/span> <span class=\"n\">predicted_price<\/span> <span class=\"o\">&lt;<\/span> <span class=\"n\">current_price<\/span> <span class=\"o\">*<\/span> <span class=\"n\">sell_threshold<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">shares<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">0<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">cash<\/span> <span class=\"o\">+=<\/span> <span class=\"n\">shares<\/span> <span class=\"o\">*<\/span> <span class=\"n\">current_price<\/span>\n        <span class=\"n\">shares<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n\n    <span class=\"n\">portfolio_value<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">cash<\/span> <span class=\"o\">+<\/span> <span class=\"n\">shares<\/span> <span class=\"o\">*<\/span> <span class=\"n\">current_price<\/span><span class=\"p\">)<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062d\u0627\u0644\u0627 \u060c \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u06a9\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647\u062a\u0631 \u0628\u0627\u0634\u062f\u061f \u0628\u0644\u0647 \u060c \u0627\u0645\u0627 \u0647\u062f\u0641 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062c\u0646\u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0648\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u060c \u0645\u0627 \u0628\u0647 \u0627\u0631\u0632\u0634 \u0641\u0639\u0644\u06cc \u0648 \u0627\u0631\u0632\u0634 \u0622\u06cc\u0646\u062f\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u062e\u0648\u062f \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06af\u0631 1 \u066a \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0627\u0634\u062f \u060c \u0633\u0647\u0627\u0645 \u062e\u0631\u06cc\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u0622\u06cc\u0646\u062f\u0647 1 \u2265 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0634\u062f \u060c \u0633\u0647\u0627\u0645 \u0631\u0627 \u0645\u06cc \u0641\u0631\u0648\u0634\u06cc\u0645. \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0645\u06cc \u06a9\u0647 \u0647\u0645\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u0646\u062f: \u0627\u06cc\u0646 \u0633\u0648\u062f \u0686\u0642\u062f\u0631 \u062d\u0627\u0635\u0644 \u0634\u062f\u061f<\/p>\n<p>\u0628\u0627 \u062f\u0627\u062f\u0646 \u0622\u0646 (\u062c\u0639\u0644\u06cc) 1000 \u062f\u0644\u0627\u0631 \u0648 \u0627\u062c\u0627\u0632\u0647 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0622\u0646 \u0628\u06cc\u0646 \u0633\u0627\u0644\u0647\u0627\u06cc 2021-12-08 \u0648 2023-04-05 (\u0628\u0627 \u0633\u0631\u0639\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc) \u060c \u0633\u0648\u062f \u06a9\u0644 22.99 USD \u062d\u0627\u0635\u0644 \u0634\u062f.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u060c \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u0633\u062a\u061f<\/p>\n<p>Kinda \u0645\u0646 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u06cc\u06a9 \u0645\u062f\u0644 LSTM \u06a9\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0645 \u06a9\u0647 \u0633\u0648\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0627\u06af\u0631 \u0634\u0645\u0627 \u0647\u0645\u0627\u0646 1000 \u062f\u0644\u0627\u0631 \u0631\u0627 \u062f\u0631 ISA 4.4 \u066a \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0628\u0648\u062f\u06cc\u062f \u060c 59 \u062f\u0644\u0627\u0631 \u0633\u0648\u062f \u06a9\u0633\u0628 \u0645\u06cc \u06a9\u0631\u062f\u06cc\u062f. \u0627\u0645\u0627 \u0633\u0644\u0627\u0645 \u060c \u0627\u06cc\u0646 \u06a9\u0645\u062a\u0631 \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06af\u0631 \u0627\u0632 \u0648\u0628\u0644\u0627\u06af \u0644\u0630\u062a \u0628\u0631\u062f\u06cc\u062f \u060c \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0648 \u0628\u062d\u062b \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0642\u0627\u0644\u0627\u062a \u060c \u0628\u0647 Discord \u06cc\u0627 Reddit \u0628\u067e\u06cc\u0648\u0646\u062f\u06cc\u062f. \u06cc\u0627 \u0641\u06cc\u062f RSS \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u0647 \u0633\u0641\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0647 AI (\u06a9\u0647 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0641\u0626\u06cc\u0646 \u062f\u0627\u0631 \u0627\u0633\u062a &#8211; 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