{"id":96822,"date":"2025-02-10T08:32:46","date_gmt":"2025-02-10T05:02:46","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/"},"modified":"2025-02-10T08:32:46","modified_gmt":"2025-02-10T05:02:46","slug":"pytorch-fundamentals-a-beginner-friendly-guide-16h3","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/","title":{"rendered":"\u0627\u0635\u0648\u0644 Pytorch: \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u0645\u0628\u062a\u062f\u06cc"},"content":{"rendered":"<div data-article-id=\"2268378\" id=\"article-body\">\n<p>\u0627\u06af\u0631 \u0633\u0641\u0631 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c Pytorch \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u060c \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u0635\u0646\u0639\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. Pytorch \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0627\u062f\u06af\u06cc \u060c \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0642\u0648\u06cc \u062c\u0627\u0645\u0639\u0647 \u060c \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647 \u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u060c \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 Pytorch \u0631\u0627 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0637\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#Pytorch_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >Pytorch \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D9%86%D8%B5%D8%A8_%D9%BE%DB%8C%D8%AA%D9%88%D8%B1%DA%86\" >\u0646\u0635\u0628 \u067e\u06cc\u062a\u0648\u0631\u0686<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#Tensors_%D8%A8%D9%84%D9%88%DA%A9_%D9%87%D8%A7%DB%8C_%D8%B3%D8%A7%D8%AE%D8%AA%D9%85%D8%A7%D9%86_Pytorch\" >Tensors: \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0645\u0627\u0646 Pytorch<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1\" >\u0627\u06cc\u062c\u0627\u062f \u062a\u0627\u0646\u0633\u0648\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%AF%D8%B3%D8%AA%DA%A9%D8%A7%D8%B1%DB%8C_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1_%D8%AF%D8%B1_%D9%BE%DB%8C%D8%AA%D9%88%D8%B1%DA%86\" >\u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062a\u0627\u0646\u0633\u0648\u0631 \u062f\u0631 \u067e\u06cc\u062a\u0648\u0631\u0686<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C_%D8%AD%D8%B3%D8%A7%D8%A8\" >\u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0633\u0627\u0633\u06cc \u062d\u0633\u0627\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%B6%D8%B1%D8%A8_%D9%85%D8%A7%D8%AA%D8%B1%DB%8C%D8%B3\" >\u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D8%B4%DA%A9%D9%84_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1\" >\u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u062a\u0627\u0646\u0633\u0648\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1_%D8%AF%D8%B1_%D8%AD%D8%A7%D9%84_%DA%AF%D8%B3%D8%AA%D8%B1%D8%B4_%D9%88_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF_%DA%A9%D8%B1%D8%AF%D9%86\" >\u062a\u0627\u0646\u0633\u0648\u0631 \u062f\u0631 \u062d\u0627\u0644 \u06af\u0633\u062a\u0631\u0634 \u0648 \u0647\u0645\u0627\u0647\u0646\u06af \u06a9\u0631\u062f\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D9%86%D9%85%D8%A7%DB%8C%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%88_%D8%A8%D8%B1%D8%B4_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1\" >\u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0631\u0634 \u062a\u0627\u0646\u0633\u0648\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_GPU_%D8%AF%D8%B1_Pytorch\" >\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u062f\u0631 Pytorch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D8%B3%D8%A7%D8%AE%D8%AA%D9%86_%DB%8C%DA%A9_%D8%B4%D8%A8%DA%A9%D9%87_%D8%B9%D8%B5%D8%A8%DB%8C_%D8%B3%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D9%BE%DB%8C%D8%AA%D9%88%D8%B1%DA%86\" >\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u06cc\u062a\u0648\u0631\u0686<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/pytorch-fundamentals-a-beginner-friendly-guide-16h3\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Pytorch_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  Pytorch \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Pytorch \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0641\u06cc\u0633 \u0628\u0648\u06a9 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0627\u062f\u0647 \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0648 \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. Pytorch \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627:<\/p>\n<ul>\n<li>\u0627\u06cc\u0646 \u0627\u0633\u062a <strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0622\u0633\u0627\u0646<\/strong> \u0648 \u06cc\u06a9 \u0646\u062d\u0648 \u0633\u0627\u062f\u0647 \u062f\u0627\u0631\u062f.<\/li>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f <strong>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u0648\u06cc\u0627<\/strong>\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0646\u06af\u0627\u0645 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u060c \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f.<\/li>\n<li>\u062e\u0648\u0628 \u0628\u0627 \u0627\u062f\u063a\u0627\u0645 <strong>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0646\u0648\u067e\u06cc<\/strong>\u060c \u0633\u0627\u062e\u062a \u0622\u0646 \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u0645\u0628\u062a\u062f\u06cc.<\/li>\n<li>\u0622\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0634\u062a\u0627\u0628 GPU<\/strong>\u060c \u06a9\u0647 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0645\u062f\u0644 \u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8_%D9%BE%DB%8C%D8%AA%D9%88%D8%B1%DA%86\"><\/span>\n<p>  \u0646\u0635\u0628 \u067e\u06cc\u062a\u0648\u0631\u0686<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f Pytorch \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <strong>Google Colab<\/strong>\u060c \u06a9\u0647 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0631\u0627 \u0628\u0627 Pytorch \u06a9\u0647 \u0627\u0632 \u0642\u0628\u0644 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u062f Pytorch \u0631\u0627 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u06af\u0648\u0646\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0644\u06cc \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0647 Google Colab \u0628\u0631\u0648\u06cc\u062f \u0648 \u06cc\u06a9 \u0646\u0648\u062a \u0628\u0648\u06a9 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Pytorch \u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Pytorch \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PIP \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>torch torchvision torchaudio\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>\u06cc\u0627 \u0627\u06af\u0631 \u0627\u0632 \u0622\u0646\u0627\u06a9\u0648\u0646\u062f\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>conda <span class=\"nb\">install <\/span>pytorch torchvision torchaudio <span class=\"nt\">-c<\/span> pytorch\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>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u060c \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0631\u0633\u0645\u06cc \u0646\u0635\u0628 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tensors_%D8%A8%D9%84%D9%88%DA%A9_%D9%87%D8%A7%DB%8C_%D8%B3%D8%A7%D8%AE%D8%AA%D9%85%D8%A7%D9%86_Pytorch\"><\/span>\n<p>  Tensors: \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0645\u0627\u0646 Pytorch<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0648\u0647\u0627 <strong>\u062a\u0646\u0634\u0648\u0631<\/strong> \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 Pytorch \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 NUMPY \u0627\u0633\u062a \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1\"><\/span>\n<p>  \u0627\u06cc\u062c\u0627\u062f \u062a\u0627\u0646\u0633\u0648\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">torch<\/span>\n\n<span class=\"n\">tensor1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">])<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">tensor1<\/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>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0627\u0632 \u062a\u0646\u0634 \u0647\u0627 \u060c \u0628\u0647 \u0645\u0633\u062a\u0646\u062f\u0627\u062a Tensor Pytorch \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B3%D8%AA%DA%A9%D8%A7%D8%B1%DB%8C_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1_%D8%AF%D8%B1_%D9%BE%DB%8C%D8%AA%D9%88%D8%B1%DA%86\"><\/span>\n<p>  \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062a\u0627\u0646\u0633\u0648\u0631 \u062f\u0631 \u067e\u06cc\u062a\u0648\u0631\u0686<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u062a\u0627\u0646\u0633\u0648\u0631 \u060c \u0627\u063a\u0644\u0628 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0635\u0644\u0627\u062d \u06cc\u0627 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0631 \u0631\u0648\u06cc \u0622\u0646\u0647\u0627 \u062f\u0627\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0645\u06cc \u0634\u0648\u062f <strong>\u062d\u0633\u0627\u0628 \u0627\u0635\u0644\u06cc<\/strong>\u0628\u0627 <strong>\u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644<\/strong>\u0628\u0627 <strong>\u0647\u0645\u0627\u0647\u0646\u06af\u06cc<\/strong>\u060c \u0648 \u0628\u06cc\u0634\u062a\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DB%8C%D8%A7%D8%AA_%D8%A7%D8%B3%D8%A7%D8%B3%DB%8C_%D8%AD%D8%B3%D8%A7%D8%A8\"><\/span>\n<p>  \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0633\u0627\u0633\u06cc \u062d\u0633\u0627\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0639\u0646\u0627\u0648\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0627\u0636\u0627\u0641\u0647 \u060c \u062a\u0641\u0631\u06cc\u0642 \u060c \u0636\u0631\u0628 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">tensor_a<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">tensor_b<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">])<\/span>\n\n<span class=\"c1\"># Addition\n<\/span><span class=\"n\">sum_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor_a<\/span> <span class=\"o\">+<\/span> <span class=\"n\">tensor_b<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">sum_tensor<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Output: tensor([3, 6, 9])\n<\/span>\n<span class=\"c1\"># Subtraction\n<\/span><span class=\"n\">diff_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor_a<\/span> <span class=\"o\">-<\/span> <span class=\"n\">tensor_b<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">diff_tensor<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Output: tensor([1, 2, 3])\n<\/span>\n<span class=\"c1\"># Element-wise Multiplication\n<\/span><span class=\"n\">mul_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor_a<\/span> <span class=\"o\">*<\/span> <span class=\"n\">tensor_b<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">mul_tensor<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Output: tensor([2, 8, 18])\n<\/span>\n<span class=\"c1\"># Element-wise Division\n<\/span><span class=\"n\">div_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor_a<\/span> <span class=\"o\">\/<\/span> <span class=\"n\">tensor_b<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">div_tensor<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Output: tensor([2., 2., 2.])\n<\/span><\/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<h3><span class=\"ez-toc-section\" id=\"%D8%B6%D8%B1%D8%A8_%D9%85%D8%A7%D8%AA%D8%B1%DB%8C%D8%B3\"><\/span>\n<p>  \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0628\u0627 \u0636\u0631\u0628 \u0639\u0646\u0627\u0635\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u062f\u0631 Pytorch \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>torch.matmul()<\/code> \u06cc\u0627 <code>@<\/code> \u0627\u067e\u0631\u0627\u062a\u0648\u0631<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">matrix1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">]])<\/span>\n<span class=\"n\">matrix2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([[<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">7<\/span><span class=\"p\">,<\/span> <span class=\"mi\">8<\/span><span class=\"p\">]])<\/span>\n\n<span class=\"c1\"># Matrix multiplication\n<\/span><span class=\"n\">matmul_result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">matmul<\/span><span class=\"p\">(<\/span><span class=\"n\">matrix1<\/span><span class=\"p\">,<\/span> <span class=\"n\">matrix2<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">matmul_result<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Alternatively, using the @ operator\n<\/span><span class=\"n\">matmul_result2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">matrix1<\/span> <span class=\"o\">@<\/span> <span class=\"n\">matrix2<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">matmul_result2<\/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<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D8%B4%DA%A9%D9%84_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1\"><\/span>\n<p>  \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u062a\u0627\u0646\u0633\u0648\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u0647\u0646\u06af\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0642\u0627\u0644\u0628 \u0635\u062d\u06cc\u062d \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">tensor_c<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">arange<\/span><span class=\"p\">(<\/span><span class=\"mi\">9<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Creates a tensor with values from 0 to 8\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">tensor_c<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">reshaped_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor_c<\/span><span class=\"p\">.<\/span><span class=\"nf\">view<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Reshape to 3x3\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">reshaped_tensor<\/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<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1_%D8%AF%D8%B1_%D8%AD%D8%A7%D9%84_%DA%AF%D8%B3%D8%AA%D8%B1%D8%B4_%D9%88_%D9%87%D9%85%D8%A7%D9%87%D9%86%DA%AF_%DA%A9%D8%B1%D8%AF%D9%86\"><\/span>\n<p>  \u062a\u0627\u0646\u0633\u0648\u0631 \u062f\u0631 \u062d\u0627\u0644 \u06af\u0633\u062a\u0631\u0634 \u0648 \u0647\u0645\u0627\u0647\u0646\u06af \u06a9\u0631\u062f\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0628\u0639\u0627\u062f \u062a\u0646\u0634\u0648\u0631 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0686\u0646\u062f\u06cc\u0646 \u062a\u0646\u0634 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">tensor_d<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">]])<\/span>\n\n<span class=\"c1\"># Expand dimensions\n<\/span><span class=\"n\">expanded_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor_d<\/span><span class=\"p\">.<\/span><span class=\"nf\">unsqueeze<\/span><span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Adds a new dimension at index 0\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">expanded_tensor<\/span><span class=\"p\">.<\/span><span class=\"n\">shape<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Output: torch.Size([1, 2, 2])\n<\/span>\n<span class=\"c1\"># Concatenate tensors along a specific dimension\n<\/span><span class=\"n\">tensor_e<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([[<\/span><span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">]])<\/span>\n<span class=\"n\">concatenated_tensor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">cat<\/span><span class=\"p\">((<\/span><span class=\"n\">tensor_d<\/span><span class=\"p\">,<\/span> <span class=\"n\">tensor_e<\/span><span class=\"p\">),<\/span> <span class=\"n\">dim<\/span><span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">concatenated_tensor<\/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<h3><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D8%A7%DB%8C%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%88_%D8%A8%D8%B1%D8%B4_%D8%AA%D8%A7%D9%86%D8%B3%D9%88%D8%B1\"><\/span>\n<p>  \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0631\u0634 \u062a\u0627\u0646\u0633\u0648\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0647\u0631\u0633\u062a \u0628\u0646\u062f\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0639\u0646\u0627\u0635\u0631 \u062e\u0627\u0635 \u06cc\u06a9 \u062a\u0627\u0646\u0633\u0648\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">tensor_f<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">([[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">,<\/span> <span class=\"mi\">6<\/span><span class=\"p\">]])<\/span>\n\n<span class=\"c1\"># Access a single element\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">tensor_f<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>  <span class=\"c1\"># Output: 2\n<\/span>\n<span class=\"c1\"># Slice a tensor (get first row)\n<\/span><span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">tensor_f<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"p\">:])<\/span>  <span class=\"c1\"># Output: tensor([1, 2, 3])\n<\/span><\/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>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u060c \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0641\u0647\u0631\u0633\u062a \u0628\u0646\u062f\u06cc Tensor \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_GPU_%D8%AF%D8%B1_Pytorch\"><\/span>\n<p>  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u062f\u0631 Pytorch<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Pytorch \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639\u062a\u0631 \u062a\u0627\u0646\u0633\u0648\u0631 \u0631\u0627 \u0631\u0648\u06cc \u06cc\u06a9 GPU \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">if<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"n\">cuda<\/span><span class=\"p\">.<\/span><span class=\"nf\">is_available<\/span><span class=\"p\">():<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">GPU is available!<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">device<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">device<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">cuda<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Using CPU<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">device<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">device<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">cpu<\/span><span class=\"sh\">\"<\/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>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632: \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u062a\u0627\u0646\u0633\u0648\u0631 \u0631\u0627 \u0628\u0647 GPU \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">tensor_gpu<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tensor1<\/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=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">tensor_gpu<\/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>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u062a\u0627\u0628 GPU \u060c \u0628\u0647 \u0645\u0633\u062a\u0646\u062f\u0627\u062a CUDA \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA%D9%86_%DB%8C%DA%A9_%D8%B4%D8%A8%DA%A9%D9%87_%D8%B9%D8%B5%D8%A8%DB%8C_%D8%B3%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D9%BE%DB%8C%D8%AA%D9%88%D8%B1%DA%86\"><\/span>\n<p>  \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u06cc\u062a\u0648\u0631\u0686<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062f\u0631 Pytorch \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>torch.nn<\/code> \u0645\u0627\u0698\u0648\u0644 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0627 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">torch.nn<\/span> <span class=\"k\">as<\/span> <span class=\"n\">nn<\/span>\n\n<span class=\"c1\"># Define a simple neural network\n<\/span><span class=\"k\">class<\/span> <span class=\"nc\">SimpleNN<\/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>\n        <span class=\"nf\">super<\/span><span class=\"p\">(<\/span><span class=\"n\">SimpleNN<\/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\">layer1<\/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=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">layer2<\/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=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/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\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">torch<\/span><span class=\"p\">.<\/span><span class=\"nf\">relu<\/span><span class=\"p\">(<\/span><span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"nf\">layer1<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">))<\/span>\n        <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">self<\/span><span class=\"p\">.<\/span><span class=\"nf\">layer2<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">x<\/span>\n\n<span class=\"c1\"># Create an instance of the model\n<\/span><span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">SimpleNN<\/span><span class=\"p\">()<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">model<\/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>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u060c \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u0627\u0698\u0648\u0644 Pytorch NN \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Pytorch \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0645\u0628\u062a\u062f\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u060c \u0645\u0627 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u06cc\u0645:<\/p>\n<ul>\n<li>Pytorch \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/li>\n<li>\u0646\u062d\u0648\u0647 \u0646\u0635\u0628 Pytorch.<\/li>\n<li>\u062a\u0627\u0646\u0633\u0648\u0631 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0633\u0627\u0633\u06cc.<\/li>\n<li>\u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062a\u0627\u0646\u0633\u0648\u0631: \u062d\u0633\u0627\u0628\u06cc \u060c \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u060c \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639\u062a\u0631.<\/li>\n<li>\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0622\u063a\u0627\u0632 \u0627\u0633\u062a! \u062f\u0631 \u0648\u0628\u0644\u0627\u06af \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u060c \u0645\u0627 \u0628\u0627 \u06a9\u0627\u0648\u0634 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u0647 Pytorch \u0634\u06cc\u0631\u062c\u0647 \u0645\u06cc \u0632\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>DataSet \u0648 Dataloader \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f.<\/li>\n<li>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645.<\/li>\n<li>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Pytorch \u0645\u0627\u0646\u0646\u062f autograd \u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc.<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0642\u0633\u0645\u062a \u0628\u0639\u062f\u06cc \u0627\u06cc\u0646 \u0633\u0631\u06cc Pytorch \u0628\u0627 \u0645\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f! \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u0628\u0627\u0631\u06a9!<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u06af\u0631 \u0633\u0641\u0631 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c Pytorch \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u060c \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u0635\u0646\u0639\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. Pytorch \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0627\u062f\u06af\u06cc \u060c \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0642\u0648\u06cc \u062c\u0627\u0645\u0639\u0647 \u060c \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":96823,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-96822","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96822","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=96822"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96822\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96823"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96822"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96822"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96822"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}