{"id":1598,"date":"2023-08-16T22:24:51","date_gmt":"2023-08-16T22:24:51","guid":{"rendered":"https:\/\/www.gptmain.news\/?p=1598"},"modified":"2023-08-16T22:24:51","modified_gmt":"2023-08-16T22:24:51","slug":"%d0%bf%d1%80%d0%be%d0%b3%d0%bd%d0%be%d0%b7%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d0%bd%d0%b8%d0%b5-%d1%86%d0%b5%d0%bd%d1%8b-%d0%b1%d0%b8%d1%82%d0%ba%d0%be%d0%b9%d0%bd%d0%b0-%d1%81-%d0%bf%d0%be%d0%bc%d0%be","status":"publish","type":"post","link":"https:\/\/gptmain.news\/?p=1598","title":{"rendered":"\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0435\u043d\u044b \u0431\u0438\u0442\u043a\u043e\u0439\u043d\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0435\u0442\u0435\u0439 \u0441 \u0434\u043e\u043b\u0433\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u044c\u044e (LSTM)\n | GPTMain News"},"content":{"rendered":"<div id=\"\">\n<p>\u0411\u0438\u0442\u043a\u043e\u0439\u043d \u0438 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\u043e\u043a\u043e\u043b\u043e 800 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u043e\u0432.<\/p>\n<p>\u0418\u0442\u0430\u043a, \u043a\u0442\u043e \u0431\u044b \u043d\u0435 \u0445\u043e\u0442\u0435\u043b \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0446\u0435\u043d\u044b \u043d\u0430 \u0431\u0438\u0442\u043a\u043e\u0439\u043d\u044b?  \u0418 \u0431\u0443\u0434\u044c\u0442\u0435 \u0443\u0432\u0435\u0440\u0435\u043d\u044b, \u0447\u0442\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u0431\u0430\u043d\u043a\u043e\u0432, \u0445\u0435\u0434\u0436-\u0444\u043e\u043d\u0434\u043e\u0432 \u0438 \u0442\u043e\u0440\u0433\u043e\u0432\u044b\u0445 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0434\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043a\u0430\u043a\u043e\u0439-\u0442\u043e \u0441\u043b\u043e\u0436\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c.  \u0421\u043b\u043e\u0436\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c?  \u0427\u0442\u043e \u0437\u0430 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0441\u043f\u0440\u043e\u0441\u0438\u0442\u0435 \u0432\u044b?<\/p>\n<p>\u041c\u044b \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c, \u0447\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u043c\u0435\u0442\u043e\u0434\u044b \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0447\u0435\u0433\u043e, \u043d\u043e \u043c\u044b \u043d\u0435 \u043c\u043e\u0436\u0435\u043c \u0431\u044b\u0442\u044c \u0443\u0432\u0435\u0440\u0435\u043d\u044b, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0442\u043e \u043d\u0435 \u0445\u043e\u0447\u0435\u0442 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b.  \u0418 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u0438 \u0434\u043e\u043b\u0436\u043d\u044b?<\/p>\n<h2 id=\"recurrent-neural-network-and-lstm\">\u0420\u0435\u043a\u0443\u0440\u0440\u0435\u043d\u0442\u043d\u0430\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u0430\u044f \u0441\u0435\u0442\u044c \u0438 LSTM<\/h2>\n<p>\u041d\u043e \u044f \u043e\u0442\u0445\u043e\u0436\u0443 \u043e\u0442 \u0446\u0435\u043b\u0438 \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u0448\u043d\u0435\u0439 \u0441\u0442\u0430\u0442\u044c\u0438.  \u0426\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0441\u0442\u0443\u044e \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u0443\u044e \u0441\u0435\u0442\u044c \u0438 \u043f\u043e\u043f\u044b\u0442\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0446\u0435\u043d\u044b \u043d\u0430 \u0431\u0438\u0442\u043a\u043e\u0439\u043d\u044b \u0437\u0430 \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0439 \u043f\u0435\u0440\u0438\u043e\u0434 \u0432\u0440\u0435\u043c\u0435\u043d\u0438.  \u042f \u0440\u0435\u0448\u0438\u043b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u043a\u0443\u0440\u0440\u0435\u043d\u0442\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u0438 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e LSTM, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043b\u0438 \u0441\u0432\u043e\u044e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0437\u0430\u0434\u0430\u0447 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438.  \u0420\u0435\u043a\u0443\u0440\u0440\u0435\u043d\u0442\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u2014 \u044d\u0442\u043e \u043d\u0435 \u0447\u0442\u043e \u0438\u043d\u043e\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0441\u0442\u044b\u0435 \u0441\u0435\u0442\u0438 \u0441 \u043f\u0435\u0442\u043b\u0435\u0439 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438.  \u042f \u0438\u043c\u0435\u044e \u0432 \u0432\u0438\u0434\u0443, \u0447\u0442\u043e \u043f\u043e\u043c\u0438\u043c\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0433\u043e \u0432\u0432\u043e\u0434\u0430, \u043e\u043d\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u0438\u0437 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0445 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0434\u043b\u044f \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u0430 \u043e\u0448\u0438\u0431\u043a\u0438.  \u0414\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u043e\u043d\u0438 \u0443\u0447\u0430\u0442\u0441\u044f \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438.<\/p>\n<p>LSTM \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435\u043c \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0440\u0435\u043a\u0443\u0440\u0440\u0435\u043d\u0442\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0440\u0435\u0448\u0430\u044e\u0442 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u0438\u0441\u0447\u0435\u0437\u0430\u044e\u0449\u0435\u0433\u043e \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u0430 (\u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442 \u0441\u0442\u0440\u0435\u043c\u0438\u0442\u0441\u044f \u043a \u043d\u0443\u043b\u044e, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0440\u0435\u043a\u0443\u0440\u0441\u0438\u0432\u043d\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043c\u043d\u043e\u0433\u0438\u043c \u0441\u043b\u043e\u044f\u043c).  \u042f\u0447\u0435\u0439\u043a\u0430 \u0434\u043e\u043b\u0433\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0432\u0445\u043e\u0434, \u0437\u0430\u0431\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 \u0432\u044b\u0445\u043e\u0434.  \u042d\u0442\u0438 \u0432\u043e\u0440\u043e\u0442\u0430 \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442 \u0441\u0435\u0442\u0438 \u0443\u0437\u043d\u0430\u0442\u044c, \u0447\u0442\u043e \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c, \u0447\u0442\u043e \u0437\u0430\u0431\u044b\u0442\u044c, \u0447\u0442\u043e \u0437\u0430\u043f\u043e\u043c\u043d\u0438\u0442\u044c, \u043d\u0430 \u0447\u0442\u043e \u043e\u0431\u0440\u0430\u0442\u0438\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u0432\u044b\u0432\u0435\u0441\u0442\u0438.  \u0414\u043e\u0432\u043e\u043b\u044c\u043d\u043e \u0430\u043a\u043a\u0443\u0440\u0430\u0442\u043d\u043e, \u0432\u0435\u0440\u043d\u043e?  \u041f\u043e\u043c\u043d\u0438\u0442\u0435, \u0447\u0442\u043e \u0432\u043e\u0440\u043e\u0442\u0430 \u2014 \u044d\u0442\u043e \u043d\u0435 \u0447\u0442\u043e \u0438\u043d\u043e\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u043c\u043d\u043e\u0433\u043e\u0441\u043b\u043e\u0439\u043d\u044b\u0439 \u043f\u0435\u0440\u0441\u0435\u043f\u0442\u0440\u043e\u043d, \u043d\u043e \u0433\u0440\u0430\u043c\u043e\u0442\u043d\u0430\u044f \u0438\u0445 \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u0434\u0430\u0442\u044c \u043f\u043e\u0442\u0440\u044f\u0441\u0430\u044e\u0449\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b.<\/p>\n<p><span class=\"gatsby-resp-image-wrapper\" style=\"position:relative;display:block;margin-left:auto;margin-right:auto;max-width:850px\"><\/p>\n<p>    <span class=\"gatsby-resp-image-background-image\" style=\"padding-bottom:44.33333333333333%;position:relative;bottom:0;left:0;background-image:url('data:image\/jpeg;base64,\/9j\/2wBDABALDA4MChAODQ4SERATGCgaGBYWGDEjJR0oOjM9PDkzODdASFxOQERXRTc4UG1RV19iZ2hnPk1xeXBkeFxlZ2P\/2wBDARESEhgVGC8aGi9jQjhCY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2P\/wgARCAAJABQDASIAAhEBAxEB\/8QAFwAAAwEAAAAAAAAAAAAAAAAAAAECBf\/EABQBAQAAAAAAAAAAAAAAAAAAAAD\/2gAMAwEAAhADEAAAAduqBDD\/xAAXEAADAQAAAAAAAAAAAAAAAAAAASBB\/9oACAEBAAEFAmZH\/8QAFBEBAAAAAAAAAAAAAAAAAAAAEP\/aAAgBAwEBPwE\/\/8QAFBEBAAAAAAAAAAAAAAAAAAAAEP\/aAAgBAgEBPwE\/\/8QAFBABAAAAAAAAAAAAAAAAAAAAIP\/aAAgBAQAGPwJf\/8QAGRABAAMBAQAAAAAAAAAAAAAAAQARMRAh\/9oACAEBAAE\/IU7AcMLr2OnDJ\/\/aAAwDAQACAAMAAAAQUw\/\/xAAUEQEAAAAAAAAAAAAAAAAAAAAQ\/9oACAEDAQE\/ED\/\/xAAUEQEAAAAAAAAAAAAAAAAAAAAQ\/9oACAECAQE\/ED\/\/xAAcEAACAgIDAAAAAAAAAAAAAAAAAREhMUFhcaH\/2gAIAQEAAT8QkOcJY5EWUl03Y70JM9Box9H\/2Q==');background-size:cover;display:block\"\/><br \/>\n  <img decoding=\"async\" class=\"gatsby-resp-image-image\" alt=\"LSTM-\u044f\u0447\u0435\u0439\u043a\u0430\" title=\"LSTM-\u044f\u0447\u0435\u0439\u043a\u0430\" src=\"https:\/\/theaisummer.com\/static\/5564cf7e0b865e2481dd5306d46cb402\/faddd\/lstm_cll.jpg\" srcset=\"\/static\/5564cf7e0b865e2481dd5306d46cb402\/f93b5\/lstm_cll.jpg 300w,\/static\/5564cf7e0b865e2481dd5306d46cb402\/b4294\/lstm_cll.jpg 600w,\/static\/5564cf7e0b865e2481dd5306d46cb402\/faddd\/lstm_cll.jpg 850w\" sizes=\"(max-width: 850px) 100vw, 850px\" style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0\" loading=\"lazy\"\/><\/p>\n<p>    <\/span><br \/>\n<em>STFCN: \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e-\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 FCN \u0434\u043b\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0432\u0438\u0434\u0435\u043e<\/em><\/p>\n<p>\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u0443\u0433\u043b\u0443\u0431\u0438\u043c\u0441\u044f.<\/p>\n<p>\u041a\u0430\u0436\u0434\u0430\u044f \u044f\u0447\u0435\u0439\u043a\u0430 LSTM \u0438\u043c\u0435\u0435\u0442 \u0441\u0432\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u044f\u0447\u0435\u0439\u043a\u0438 (c) \u0438 \u043c\u043e\u0436\u0435\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0438\u043b\u0438 \u0443\u0434\u0430\u043b\u044f\u0442\u044c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e.<\/p>\n<p>\u0412\u043e\u0440\u043e\u0442\u0430 \u0437\u0430\u0431\u044b\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0430\u044e\u0442, \u0447\u0442\u043e \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0437 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u044f\u0447\u0435\u0439\u043a\u0438 (f), \u0430 \u0432\u043e\u0440\u043e\u0442\u0430 \u0432\u0432\u043e\u0434\u0430 (i) \u0440\u0435\u0448\u0430\u044e\u0442, \u043a\u0430\u043a\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u043d \u0431\u0443\u0434\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c.<\/p>\n<p>\u0421\u043b\u043e\u0439 tanh \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u0432\u0435\u043a\u0442\u043e\u0440 \u043d\u043e\u0432\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439-\u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 (c_hat), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043a \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044e.<\/p>\n<p>\u0412\u0445\u043e\u0434\u043d\u043e\u0439 \u0432\u0435\u043d\u0442\u0438\u043b\u044c \u0438 \u043d\u043e\u0432\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f-\u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043b\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u044f\u0447\u0435\u0439\u043a\u0438.<\/p>\n<p>\u041d\u0430\u043a\u043e\u043d\u0435\u0446, \u043e\u043d \u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0435\u0448\u0438\u0442\u044c, \u0447\u0442\u043e \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u044c (h).  \u0417\u0430 \u044d\u0442\u043e \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0432\u0435\u043d\u0442\u0438\u043b\u044c(\u043e), \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u044f\u0447\u0435\u0439\u043a\u0438 \u043e\u0442 \u043d\u0435\u043d\u0443\u0436\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438.  \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u0431\u0443\u0434\u0435\u0442 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0434\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0440\u0430\u0443\u043d\u0434\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n<p>\u042f \u0437\u043d\u0430\u044e, \u0447\u0442\u043e \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u043b\u044c\u043d\u043e \u0441\u043b\u043e\u0436\u043d\u043e, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u0441\u0442\u0435\u0441\u043d\u044f\u0439\u0442\u0435\u0441\u044c \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u044d\u0442\u043e \u0435\u0449\u0435 \u0440\u0430\u0437.  \u042f \u043f\u043e\u0434\u043e\u0436\u0434\u0443\u2026<\/p>\n<p><span class=\"gatsby-resp-image-wrapper\" style=\"position:relative;display:block;margin-left:auto;margin-right:auto;max-width:1200px\"><\/p>\n<p>    <span class=\"gatsby-resp-image-background-image\" style=\"padding-bottom:42.33333333333334%;position:relative;bottom:0;left:0;background-image:url('data:image\/jpeg;base64,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');background-size:cover;display:block\"\/><br \/>\n  <img decoding=\"async\" class=\"gatsby-resp-image-image\" alt=\"\u0443\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f LSTM\" title=\"\u0443\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f LSTM\" src=\"https:\/\/theaisummer.com\/static\/24aab5bc41cb8cde18d3bbc77f1c0fe7\/e5166\/lstm_equations.jpg\" srcset=\"\/static\/24aab5bc41cb8cde18d3bbc77f1c0fe7\/f93b5\/lstm_equations.jpg 300w,\/static\/24aab5bc41cb8cde18d3bbc77f1c0fe7\/b4294\/lstm_equations.jpg 600w,\/static\/24aab5bc41cb8cde18d3bbc77f1c0fe7\/e5166\/lstm_equations.jpg 1200w,\/static\/24aab5bc41cb8cde18d3bbc77f1c0fe7\/d9c39\/lstm_equations.jpg 1800w,\/static\/24aab5bc41cb8cde18d3bbc77f1c0fe7\/f1bdc\/lstm_equations.jpg 2002w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0\" loading=\"lazy\"\/><\/p>\n<p>    <\/span><br \/>\n<em>\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0425\u043e\u0443\u043a\u0441\u0430: \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0439 \u0441\u0430\u043c\u043e\u043c\u043e\u0434\u0443\u043b\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u043c\u043d\u043e\u0433\u043e\u043c\u0435\u0440\u043d\u044b\u0439 \u0442\u043e\u0447\u0435\u0447\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441<\/em><\/p>\n<p>\u041d\u043e \u0445\u0432\u0430\u0442\u0438\u0442 \u0431\u043e\u043b\u0442\u043e\u0432\u043d\u0438.  \u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043d\u0430\u043f\u0438\u0448\u0435\u043c \u043a\u043e\u0434.<\/p>\n<h2 id=\"code-in-python\">\u041a\u043e\u0434 \u043d\u0430 \u041f\u0438\u0442\u043e\u043d\u0435<\/h2>\n<p>\u041c\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u043d\u0430\u0447\u0430\u0442\u044c \u0441 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0446\u0435\u043d \u043d\u0430 \u0431\u0438\u0442\u043a\u043e\u0439\u043d\u044b \u0437\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0433\u043e\u0434 \u043e\u0442\u0441\u044e\u0434\u0430.  \u041d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u0432\u043e\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0441\u0442, \u0442\u0430\u043a \u043a\u0430\u043a \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u0442\u0443 \u0438 \u0446\u0435\u043d\u0443.<\/p>\n<pre class=\"prism-code language-python\" style=\"color:#F8F8F2;background-color:#282A36\"><p><span class=\"token keyword\" style=\"color:rgb(189, 147, 249);font-style:italic\">from<\/span><span class=\"token plain\"> google<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">colab <\/span><span class=\"token keyword\" style=\"color:rgb(189, 147, 249);font-style:italic\">import<\/span><span class=\"token plain\"> files<\/span><\/p><p><span class=\"token plain\">files<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">upload<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">df <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> pd<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">read_csv<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">\"market-price.csv\"<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">header<\/span><span class=\"token operator\">=<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">dates<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\">df<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">[<\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'Date'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">]<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">df<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">drop<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">[<\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'Date'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">]<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> inplace<\/span><span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">df<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">head<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><\/p><\/pre>\n<div>\n<table class=\"dataframe\">\n<thead>\n<tr>\n<th\/>\n<th>\u0426\u0435\u043d\u0430<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th>0<\/th>\n<td>4363.054450<\/td>\n<\/tr>\n<tr>\n<th>1<\/th>\n<td>4360.513317<\/td>\n<\/tr>\n<tr>\n<th>2<\/th>\n<td>4354.308333<\/td>\n<\/tr>\n<tr>\n<th>3<\/th>\n<td>4391.673517<\/td>\n<\/tr>\n<tr>\n<th>4<\/th>\n<td>4607.985450<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u041f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043c\u044b \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u043c \u043d\u0430\u0448\u0443 \u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0443\u044e \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0434\u0430\u043d\u043d\u044b\u0445:<\/p>\n<p>\u0422\u0435\u043f\u0435\u0440\u044c \u043f\u0440\u0438\u0448\u043b\u043e \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f LSTM.  \u0424\u0438\u043b\u043e\u0441\u043e\u0444\u0438\u044f \u043d\u0430\u0448\u0435\u0433\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0430 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u0434\u0430\u0435\u043c \u0432 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u0443\u044e \u0441\u0435\u0442\u044c \u043e\u0434\u043d\u0443 \u0446\u0435\u043d\u0443 \u0437\u0430 \u0440\u0430\u0437, \u0438 \u043e\u043d\u0430 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u0443\u0435\u0442 \u0446\u0435\u043d\u0443 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043c\u043e\u043c\u0435\u043d\u0442.  \u041c\u043e\u0434\u0435\u043b\u044c \u0431\u0443\u0434\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u0442\u044c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u044f LSTM \u0441\u043e 100 \u0435\u0434\u0438\u043d\u0438\u0446\u0430\u043c\u0438 (\u0435\u0434\u0438\u043d\u0438\u0446\u044b \u2014 \u044d\u0442\u043e \u0440\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0435\u0435 \u0432\u044b\u0432\u043e\u0434\u0430, \u0438 \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u044d\u0442\u043e \u0447\u0438\u0441\u043b\u043e), \u0441\u043b\u043e\u044f Dropout \u0434\u043b\u044f \u0443\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u043e\u044f Dense (Fullly Connected), \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0437\u0430 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u0433\u043d\u043e\u0437.<\/p>\n<p>\u041a\u0430\u043a \u0432\u0438\u0434\u0438\u0442\u0435, \u044d\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0432 \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u043b\u043e\u0435\u0432 \u0438 \u0430\u0442\u0440\u0438\u0431\u0443\u0442\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 (\u043e\u0442 \u0442\u0432\u0438\u0442\u0442\u0435\u0440-\u043a\u0430\u043d\u0430\u043b\u043e\u0432 \u0434\u043e \u0440\u044b\u043d\u043e\u0447\u043d\u043e\u0439 \u043a\u0430\u043f\u0438\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u044a\u0435\u043c\u0430).  \u0418 \u0432\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0445, \u0435\u0441\u043b\u0438 \u0432\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u0441\u044c \u043a \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0446\u0435\u043d \u043d\u0430 \u043a\u0440\u0438\u043f\u0442\u043e\u0432\u0430\u043b\u044e\u0442\u044b.  \u0417\u0434\u0435\u0441\u044c \u044f \u043f\u0440\u043e\u0441\u0442\u043e \u043f\u044b\u0442\u0430\u044e\u0441\u044c \u0434\u0430\u0442\u044c \u0432\u0430\u043c \u043e\u0441\u043d\u043e\u0432\u0443 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b.<\/p>\n<p>\u0414\u043b\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043c\u044b \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u0410\u0434\u0430\u043c\u0430 \u0438 \u0441\u0440\u0435\u0434\u043d\u0435\u043a\u0432\u0430\u0434\u0440\u0430\u0442\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u043e\u0442\u0435\u0440\u044c.<\/p>\n<p>\u041a\u0441\u0442\u0430\u0442\u0438, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0410\u0434\u0430\u043c\u0430 (\u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u0430\u044f \u043e\u0446\u0435\u043d\u043a\u0430 \u043c\u043e\u043c\u0435\u043d\u0442\u0430) \u2014 \u044d\u0442\u043e \u0443\u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u043e\u0445\u0430\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u043d\u043e\u0433\u043e \u0441\u043f\u0443\u0441\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u0442 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043c\u043e\u043c\u0435\u043d\u0442\u0430 \u0438 \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043c\u043e\u043c\u0435\u043d\u0442\u0430.  \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u043e\u0431 \u044d\u0442\u043e\u043c \u0437\u0434\u0435\u0441\u044c (\u0438\u0437 \u043a\u0443\u0440\u0441\u0430 deeplearning.ai \u043d\u0430 Coursera).<\/p>\n<pre class=\"prism-code language-python\" style=\"color:#F8F8F2;background-color:#282A36\"><p><span class=\"token plain\">model <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> tf<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">keras<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">models<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">Sequential<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">model<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">add<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">tf<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">keras<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">layers<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">LSTM<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">units<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">activation<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'tanh'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">input_shape<\/span><span class=\"token operator\">=<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">model<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">add<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">tf<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">keras<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">layers<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">Dropout<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">rate<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">0.2<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">model<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">add<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">tf<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">keras<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">layers<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">Dense<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">units<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">  activation<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'linear'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">model<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token builtin\" style=\"color:rgb(189, 147, 249)\">compile<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">optimizer<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'adam'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> loss<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'mse'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><\/p><\/pre>\n<p>\u0427\u0435\u0440\u0435\u0437 100 \u044d\u043f\u043e\u0445 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0438 \u043c\u043e\u0436\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0446\u0435\u043d \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043c\u0435\u0441\u044f\u0446.<\/p>\n<pre class=\"prism-code language-python\" style=\"color:#F8F8F2;background-color:#282A36\"><p><span class=\"token plain\">model<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">fit<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">x<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\">x_train<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">y<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\">y_train<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">batch_size<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">epochs<\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">100<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">verbose<\/span><span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token plain\"> <\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">;<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">inputs <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> min_max_scaler<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">transform<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">inputs<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">inputs <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> np<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">reshape<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">inputs<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token builtin\" style=\"color:rgb(189, 147, 249)\">len<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">inputs<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">predicted_price <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> model<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">predict<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">inputs<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">plt<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">plot<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">dates<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">[<\/span><span class=\"token builtin\" style=\"color:rgb(189, 147, 249)\">len<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">df<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token operator\">-<\/span><span class=\"token plain\">prediction_days<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">:<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">]<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">test_set<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">[<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">:<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">]<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> color<\/span><span class=\"token operator\">=<\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'red'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> label<\/span><span class=\"token operator\">=<\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'Real BTC Price'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token plain\"\/><\/p><p><span class=\"token plain\">plt<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">.<\/span><span class=\"token plain\">plot<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">dates<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">[<\/span><span class=\"token builtin\" style=\"color:rgb(189, 147, 249)\">len<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">(<\/span><span class=\"token plain\">df<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><span class=\"token operator\">-<\/span><span class=\"token plain\">prediction_days<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">:<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">]<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\">predicted_price<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">[<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">:<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> <\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">]<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> color <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'blue'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">,<\/span><span class=\"token plain\"> label <\/span><span class=\"token operator\">=<\/span><span class=\"token plain\"> <\/span><span class=\"token string\" style=\"color:rgb(255, 121, 198)\">'Predicted BTC Price'<\/span><span class=\"token punctuation\" style=\"color:rgb(248, 248, 242)\">)<\/span><\/p><\/pre>\n<p><span class=\"gatsby-resp-image-wrapper\" style=\"position:relative;display:block;margin-left:auto;margin-right:auto;max-width:1200px\"><\/p>\n<p>    <span class=\"gatsby-resp-image-background-image\" style=\"padding-bottom:98.66666666666666%;position:relative;bottom:0;left:0;background-image:url('data:image\/jpeg;base64,\/9j\/2wBDABALDA4MChAODQ4SERATGCgaGBYWGDEjJR0oOjM9PDkzODdASFxOQERXRTc4UG1RV19iZ2hnPk1xeXBkeFxlZ2P\/2wBDARESEhgVGC8aGi9jQjhCY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2NjY2P\/wgARCAAUABQDASIAAhEBAxEB\/8QAFwABAQEBAAAAAAAAAAAAAAAAAAECBf\/EABUBAQEAAAAAAAAAAAAAAAAAAAAB\/9oADAMBAAIQAxAAAAHtoqgZI0D\/xAAVEAEBAAAAAAAAAAAAAAAAAAAwQf\/aAAgBAQABBQKh\/8QAFBEBAAAAAAAAAAAAAAAAAAAAIP\/aAAgBAwEBPwEf\/8QAFBEBAAAAAAAAAAAAAAAAAAAAIP\/aAAgBAgEBPwEf\/8QAFBABAAAAAAAAAAAAAAAAAAAAMP\/aAAgBAQAGPwIf\/8QAGRAAAgMBAAAAAAAAAAAAAAAAEDEAASER\/9oACAEBAAE\/Ie6N5ELcY\/\/aAAwDAQACAAMAAAAQMA+C\/8QAFBEBAAAAAAAAAAAAAAAAAAAAIP\/aAAgBAwEBPxAf\/8QAFBEBAAAAAAAAAAAAAAAAAAAAIP\/aAAgBAgEBPxAf\/8QAGxABAQEAAwEBAAAAAAAAAAAAAREAITFBcaH\/2gAIAQEAAT8QVK8eYnZ+Zxq3px46MNOc4\/utIhw4Brv\/2Q==');background-size:cover;display:block\"\/><br \/>\n  <img decoding=\"async\" class=\"gatsby-resp-image-image\" alt=\"\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b\" title=\"\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b\" src=\"https:\/\/theaisummer.com\/static\/3eacb4755ae385beadf10d89aaa8c097\/e5166\/btc_prediction_plot.jpg\" srcset=\"\/static\/3eacb4755ae385beadf10d89aaa8c097\/f93b5\/btc_prediction_plot.jpg 300w,\/static\/3eacb4755ae385beadf10d89aaa8c097\/b4294\/btc_prediction_plot.jpg 600w,\/static\/3eacb4755ae385beadf10d89aaa8c097\/e5166\/btc_prediction_plot.jpg 1200w,\/static\/3eacb4755ae385beadf10d89aaa8c097\/670dc\/btc_prediction_plot.jpg 1650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" style=\"width:100%;height:100%;margin:0;vertical-align:middle;position:absolute;top:0;left:0\" loading=\"lazy\"\/><\/p>\n<p>    <\/span><\/p>\n<p>\u0412\u0430\u0443\u2026 \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u0430\u0436\u0435 \u043b\u0443\u0447\u0448\u0435, \u0447\u0435\u043c \u044f \u043e\u0436\u0438\u0434\u0430\u043b.  \u0418 \u043c\u044b \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u043c \u044d\u0442\u043e\u0433\u043e \u0441\u0430\u043c\u044b\u043c \u043f\u0440\u043e\u0441\u0442\u044b\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c.  \u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u044c\u0442\u0435, \u0435\u0441\u043b\u0438 \u043c\u044b \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u0435 \u0441\u043b\u043e\u0435\u0432, \u0431\u043e\u043b\u044c\u0448\u0435 \u044d\u043f\u043e\u0445, \u0442\u043e\u0447\u043d\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u043c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0438, \u0441\u0430\u043c\u043e\u0435 \u0433\u043b\u0430\u0432\u043d\u043e\u0435, \u0434\u043e\u0431\u0430\u0432\u0438\u043c \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0438\u0434\u043e\u0432 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.  \u0427\u0442\u043e\u0431\u044b \u0434\u0430\u0442\u044c \u0432\u0430\u043c \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0443, \u043c\u044b \u043c\u043e\u0436\u0435\u043c:<\/p>\n<p>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0442\u0432\u0438\u0442\u0442\u0435\u0440-\u043b\u0435\u043d\u0442\u0443 \u0438\u043b\u0438 \u043d\u043e\u0432\u043e\u0441\u0442\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0439\u0442\u0435 \u0430\u043d\u0430\u043b\u0438\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0439, \u0447\u0442\u043e\u0431\u044b \u0443\u0437\u043d\u0430\u0442\u044c \u043e\u0431\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u043d\u0435\u043d\u0438\u0435 \u043e \u0431\u0438\u0442\u043a\u043e\u0439\u043d\u0430\u0445.<\/p>\n<p>\u0418 \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u0435\u0441\u043a\u0443\u0440\u0430\u0436\u0438\u0442\u044c \u0432\u0430\u0441, \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0435 \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0448\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u043d\u0435 \u0442\u0430\u043a\u0438\u043c\u0438 \u0438\u0434\u0435\u0430\u043b\u044c\u043d\u044b\u043c\u0438, \u043a\u0430\u043a \u043a\u0430\u0436\u0443\u0442\u0441\u044f.  \u041f\u0440\u0438\u0447\u0438\u043d\u0430 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0438\u0442\u043e\u0433\u0435 \u0441\u0435\u0442\u044c \u0443\u0447\u0438\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u043e\u0447\u0435\u043d\u044c \u0431\u043b\u0438\u0437\u043a\u043e\u0435 \u043a \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u043c\u0443, \u0441 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u043d\u0435\u043a\u0432\u0430\u0434\u0440\u0430\u0442\u0438\u0447\u043d\u043e\u0439 \u043e\u0448\u0438\u0431\u043a\u0438.  \u0412 \u043e\u0431\u0449\u0435\u043c, \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u2014 \u043d\u0435 \u043b\u0443\u0447\u0448\u0438\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043d\u0443, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0438 \u043f\u043e\u0434\u0432\u0435\u0440\u0436\u0435\u043d\u044b \u0442\u0430\u043a\u0438\u043c \u043d\u0435\u0434\u043e\u0440\u0430\u0437\u0443\u043c\u0435\u043d\u0438\u044f\u043c.<\/p>\n<p>\u0422\u0435\u043c \u043d\u0435 \u043c\u0435\u043d\u0435\u0435, \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0437\u0434\u0435\u0441\u044c \u0435\u0441\u0442\u044c, \u0438 \u043d\u0435\u0442 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u0441\u043e\u043c\u043d\u0435\u043d\u0438\u0439 \u0432 \u0442\u043e\u043c, \u0447\u0442\u043e \u0438\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u0437\u0430\u0434\u0430\u0447, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f \u0441 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043c\u0438, \u0442\u0430\u043a\u0438\u043c\u0438 \u043a\u0430\u043a \u0441\u0432\u0435\u0440\u0442\u043e\u0447\u043d\u044b\u0435 \u0441\u0435\u0442\u0438.<\/p>\n<p>\u041d\u0443 \u0432\u043e\u0442 \u0438 \u0432\u0441\u0435 \u0440\u0435\u0431\u044f\u0442\u0430.  \u042f \u043d\u0430\u0434\u0435\u044e\u0441\u044c, \u0447\u0442\u043e \u0445\u043e\u0442\u044c \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043f\u043e\u043c\u043e\u0433 \u0432\u0430\u043c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LSTM \u0438 \u043a\u0430\u043a \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0445, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u0431\u0438\u0442\u043a\u043e\u0439\u043d\u0430 \u0438 \u0441\u0442\u0430\u0442\u044c \u043d\u0435\u043f\u0440\u0438\u043b\u0438\u0447\u043d\u043e \u0431\u043e\u0433\u0430\u0442\u044b\u043c (\u043c\u0443\u0430\u0445\u0430\u0445\u0430\u0445\u0430)<\/p>\n<p>\u041f\u0440\u043e\u0449\u0430\u0439\u2026<\/p>\n<div class=\"dl-prod-book-inline-banner\">\n<div class=\"dl-prod-book-inline-banner__image gatsby-image-wrapper\" style=\"position:relative;overflow:hidden\"><img decoding=\"async\" aria-hidden=\"true\" 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alt=\"\u041a\u043d\u0438\u0433\u0430 \u00ab\u0413\u043b\u0443\u0431\u043e\u043a\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u00bb\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:contain;object-position:center;opacity:1;transition-delay:500ms\"\/><noscript><picture><source srcset=\"https:\/\/theaisummer.com\/static\/502e7c498dd9d981ac44c1dcd10f9276\/69585\/deep-learning-book-cover.png 200w,&#10;https:\/\/theaisummer.com\/static\/502e7c498dd9d981ac44c1dcd10f9276\/497c6\/deep-learning-book-cover.png 400w,&#10;https:\/\/theaisummer.com\/static\/502e7c498dd9d981ac44c1dcd10f9276\/3c17d\/deep-learning-book-cover.png 720w\" sizes=\"(max-width: 720px) 100vw, 720px\"\/><img decoding=\"async\" loading=\"lazy\" sizes=\"(max-width: 720px) 100vw, 720px\" srcset=\"https:\/\/theaisummer.com\/static\/502e7c498dd9d981ac44c1dcd10f9276\/69585\/deep-learning-book-cover.png 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1599,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-1598","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-research-and-news"},"_links":{"self":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts\/1598","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1598"}],"version-history":[{"count":0,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts\/1598\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/media\/1599"}],"wp:attachment":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}