{"id":98769,"date":"2025-02-23T19:10:45","date_gmt":"2025-02-23T15:40:45","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/"},"modified":"2025-02-23T19:10:45","modified_gmt":"2025-02-23T15:40:45","slug":"setting-up-your-deep-learning-environment-and-training-your-first-model-bff","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/","title":{"rendered":"\u0645\u062d\u06cc\u0637 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2294074\" id=\"article-body\">\n<p>\u0645\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062d\u0642\u0642 \u0648 \u0645\u0647\u0646\u062f\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u0645\u0646 \u0647\u06cc\u062c\u0627\u0646 \u0632\u062f\u0647 \u0627\u0645 \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u0645 \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0645\u06a9 \u06a9\u0646\u0645. \u0627\u06cc\u0646 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0627\u0632\u0647 \u0648\u0627\u0631\u062f \u0647\u0633\u062a\u06cc\u062f \u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u062d\u06a9\u06cc\u0645 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f \u060c \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644 \u062e\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u0630\u0627\u0628 \u060c \u0637\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645!<\/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=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><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\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#%D9%85%D9%82%D8%AF%D9%85%D9%87\" >\u0645\u0642\u062f\u0645\u0647<\/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\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\" >\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#1_%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86_%D8%B1%D8%A7_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\" >1. \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#2_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B9%D9%85%DB%8C%D9%82_%D8%B1%D8%A7_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\" >2. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#3_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B6%D8%A7%D9%81%DB%8C_%D8%B1%D8%A7_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\" >3. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#4_%D9%86%D8%B5%D8%A8_%D8%B1%D8%A7_%D8%AA%D8%A3%DB%8C%DB%8C%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >4. \u0646\u0635\u0628 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f<\/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\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#5_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DB%8C%DA%A9_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AC%D8%A7%D9%84%D8%A8\" >5. \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u0627\u0644\u0628<\/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\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#6_%D8%A8%D8%B1%DA%86%D8%B3%D8%A8_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%B1%D9%85%D8%B2%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\" >6. \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/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\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#7_%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D8%AF%D9%84\" >7. \u0633\u0627\u062e\u062a \u0645\u062f\u0644<\/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\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#8_%D8%AA%D8%A7%D9%84%DB%8C%D9%81_%D9%85%D8%AF%D9%84\" >8. \u062a\u0627\u0644\u06cc\u0641 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#9_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84\" >9. \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#10_%D8%A7%D8%B1%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D9%85%D8%AF%D9%84\" >10. \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#11_%D8%AA%D8%AC%D8%B3%D9%85_%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\" >11. \u062a\u062c\u0633\u0645 \u0646\u062a\u0627\u06cc\u062c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/setting-up-your-deep-learning-environment-and-training-your-first-model-bff\/#%D8%AE%D9%84%D8%A7%D8%B5%D9%87\" >\u062e\u0644\u0627\u0635\u0647<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  \u0645\u0642\u062f\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0627\u0634\u06cc\u0646 \u0622\u0644\u0627\u062a \u0631\u0627 \u062a\u0648\u0627\u0646\u0645\u0646\u062f \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f \u0648 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0648\u062f \u0631\u0627 \u06a9\u0647 \u06cc\u06a9\u0628\u0627\u0631 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0627\u0646\u0633\u0627\u0646 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0631\u062f\u0646\u062f \u060c \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f &#8211; \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0622\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f. \u0642\u062f\u0631\u062a \u0622\u0646 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a \u060c \u06a9\u0647 \u0645\u063a\u0632 \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Cifar-10 \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f-\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 60\u060c000 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0631\u0646\u06af \u06a9\u0648\u0686\u06a9 \u062f\u0631 10 \u06a9\u0644\u0627\u0633 \u0645\u0627\u0646\u0646\u062f \u0647\u0648\u0627\u067e\u06cc\u0645\u0627 \u060c \u0645\u0627\u0634\u06cc\u0646 \u0648 \u067e\u0631\u0646\u062f\u06af\u0627\u0646. \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a: \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0645\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0646 \u0627\u0633\u062a. \u0645\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u062d\u06cc\u0637 \u060c \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0631\u0627 \u0628\u0627 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u067e\u0648\u0634\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0648 \u0628\u0627 \u063a\u0630\u0627\u06cc \u0627\u0635\u0644\u06cc \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u06cc\u0631\u062c\u0647 \u0628\u0632\u0646\u06cc\u0645!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D9%85%D8%AD%DB%8C%D8%B7\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0633\u0627\u062e\u062a \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u062e\u0648\u062f \u060c \u0628\u0647 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 GPU \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u0645\u06cc \u06a9\u0646\u062f \u060c \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 CPU \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<blockquote>\n<p>\u062a\u0648\u062c\u0647: \u062a\u0646\u0638\u06cc\u0645 \u0628\u062f\u0648\u0646 \u062f\u0631\u062f\u0633\u0631 \u0631\u0627 \u062a\u0631\u062c\u06cc\u062d \u0645\u06cc \u062f\u0647\u06cc\u062f\u061f \u0627\u0632 Google Colab \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f-\u06cc\u06a9 GPU \u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 Tensorflow \u0627\u0632 \u067e\u06cc\u0634 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0641\u0642\u0637 \u0646\u0648\u062a \u0628\u0648\u06a9 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0633\u0644\u0648\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0622\u0646\u062c\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p>\u0645\u0631\u0627\u062d\u0644:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86_%D8%B1%D8%A7_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  1. \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0634\u062f\u062a \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a. \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0627\u0632 Python.org \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u062e\u0648\u062f \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B9%D9%85%DB%8C%D9%82_%D8%B1%D8%A7_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  2. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>TensorFlow<\/code> \u0648\u062a <code>Keras<\/code> (\u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 TensorFlow) \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634. \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 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>tensorflow keras\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>GPU \u062f\u0627\u0631\u06cc\u062f\u061f \u0646\u0633\u062e\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 GPU \u0631\u0627 \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>tensorflow-gpu\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=\"3_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B6%D8%A7%D9%81%DB%8C_%D8%B1%D8%A7_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  3. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0648 \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u06cc\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>pip <span class=\"nb\">install <\/span>numpy pandas matplotlib\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=\"4_%D9%86%D8%B5%D8%A8_%D8%B1%D8%A7_%D8%AA%D8%A3%DB%8C%DB%8C%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  4. \u0646\u0635\u0628 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0648\u0633\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">tensorflow<\/span> <span class=\"k\">as<\/span> <span class=\"n\">tf<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">keras<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"n\">plt<\/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\u062f\u0648\u0646 \u062e\u0637\u0627\u061f \u0634\u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0647\u0633\u062a\u06cc\u062f!<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DB%8C%DA%A9_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AC%D8%A7%D9%84%D8%A8\"><\/span>\n<p>  5. \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062c\u0627\u0644\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 CIFAR-10 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 50\u060c000 \u062a\u0635\u0648\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 10\u060c000 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0633\u062a \u060c \u0647\u0631 32&#215;32 \u067e\u06cc\u06a9\u0633\u0644 \u060c \u0628\u0627 \u0628\u0631\u0686\u0633\u0628 10 \u062f\u0633\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0631\u0627 \u0645\u062a\u0639\u0627\u062f\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0622\u0646 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 \u06a9\u0631\u0648\u0633 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">keras.datasets<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">cifar10<\/span>\n<span class=\"p\">(<\/span><span class=\"n\">x_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">),<\/span> <span class=\"p\">(<\/span><span class=\"n\">x_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">)<\/span> <span class=\"o\">=<\/span> <span class=\"n\">cifar10<\/span><span class=\"p\">.<\/span><span class=\"nf\">load_data<\/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><strong>\u06a9\u062f \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/strong><\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062d\u0644\u0642\u0648\u06cc (CNN) \u0628\u0633\u0627\u0632\u06cc\u0645 \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645.<\/p>\n<ul>\n<li>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0642\u0628\u0644 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u0631\u0646\u062f:<\/li>\n<li>\u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0639\u0627\u062f\u06cc \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u06a9\u0633\u0644 \u0627\u0632 0 \u062a\u0627 255 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a. \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f [0, 1] \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631 \u0645\u062f\u0644:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">x_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x_train<\/span><span class=\"p\">.<\/span><span class=\"nf\">astype<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">float32<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"mi\">255<\/span>\n<span class=\"n\">x_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">x_test<\/span><span class=\"p\">.<\/span><span class=\"nf\">astype<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">float32<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"mi\">255<\/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=\"6_%D8%A8%D8%B1%DA%86%D8%B3%D8%A8_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%B1%D9%85%D8%B2%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  6. \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0639\u062f\u062f \u0635\u062d\u06cc\u062d (0-9) \u0631\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0686\u0646\u062f \u0637\u0628\u0642\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">keras.utils<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">to_categorical<\/span>\n<span class=\"n\">y_train<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">to_categorical<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">to_categorical<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/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=\"7_%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  7. \u0633\u0627\u062e\u062a \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u06cc\u06a9 CNN \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">keras.models<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Sequential<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">keras.layers<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Conv2D<\/span><span class=\"p\">,<\/span> <span class=\"n\">MaxPooling2D<\/span><span class=\"p\">,<\/span> <span class=\"n\">Flatten<\/span><span class=\"p\">,<\/span> <span class=\"n\">Dense<\/span>\n\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Sequential<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">Conv2D<\/span><span class=\"p\">(<\/span><span class=\"mi\">32<\/span><span class=\"p\">,<\/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=\"n\">activation<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">relu<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">input_shape<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">32<\/span><span class=\"p\">,<\/span> <span class=\"mi\">32<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">)))<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">MaxPooling2D<\/span><span class=\"p\">((<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)))<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">Conv2D<\/span><span class=\"p\">(<\/span><span class=\"mi\">64<\/span><span class=\"p\">,<\/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=\"n\">activation<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">relu<\/span><span class=\"sh\">'<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">MaxPooling2D<\/span><span class=\"p\">((<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)))<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">Conv2D<\/span><span class=\"p\">(<\/span><span class=\"mi\">64<\/span><span class=\"p\">,<\/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=\"n\">activation<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">relu<\/span><span class=\"sh\">'<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">Flatten<\/span><span class=\"p\">())<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">Dense<\/span><span class=\"p\">(<\/span><span class=\"mi\">64<\/span><span class=\"p\">,<\/span> <span class=\"n\">activation<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">relu<\/span><span class=\"sh\">'<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">add<\/span><span class=\"p\">(<\/span><span class=\"nc\">Dense<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"n\">activation<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">softmax<\/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><strong>\u062a\u0648\u0636\u06cc\u062d:<\/strong><\/p>\n<p><strong>\u06a9\u0627\u0631\u0648\u0627\u0646<\/strong>: Extracts \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 (\u0644\u0628\u0647 \u0647\u0627 \u060c \u0628\u0627\u0641\u062a \u0647\u0627) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627\u06cc 3&#215;3. \u0644\u0627\u06cc\u0647 \u0627\u0648\u0644 \u062f\u0627\u0631\u0627\u06cc 32 \u0641\u06cc\u0644\u062a\u0631 \u0627\u0633\u062a \u060c \u0628\u0639\u062f\u0627\u064b 64. \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc RELU \u063a\u06cc\u0631\u062e\u0637\u06cc \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>maxpooling2d<\/strong>: Downsamples \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c 2&#215;2 \u0627\u0646\u062f\u0627\u0632\u0647 \u0631\u0627 \u0628\u0647 \u0646\u0635\u0641 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f) \u060c \u0648 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u0634 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0645\u0633\u0637\u062d \u06a9\u0631\u062f\u0646<\/strong>: \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc 2D \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 1D \u0628\u0631\u0627\u06cc \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0645\u062a\u0631\u0627\u06a9\u0645<\/strong>: \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u061b \u0645\u0648\u0631\u062f \u0646\u0647\u0627\u06cc\u06cc \u0627\u0632 SoftMax \u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644 10 \u0637\u0628\u0642\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><code>input_shape=(32, 32, 3)<\/code>: \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 CIFAR-10 32&#215;32 RGB \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_%D8%AA%D8%A7%D9%84%DB%8C%D9%81_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  8. \u062a\u0627\u0644\u06cc\u0641 \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">compile<\/span><span class=\"p\">(<\/span><span class=\"n\">optimizer<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">adam<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span>\n              <span class=\"n\">loss<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">categorical_crossentropy<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span>\n              <span class=\"n\">metrics<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">accuracy<\/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><strong>\u062a\u0648\u0636\u06cc\u062d:<\/strong><\/p>\n<p><code>optimizer=\"adam\"<\/code>: \u0633\u0631\u0639\u062a \u0648 \u062f\u0642\u062a \u062a\u0639\u0627\u062f\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 \u062a\u0637\u0628\u06cc\u0642\u06cc.<\/p>\n<p><code>loss=\"categorical_crossentropy\"<\/code>: \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0686\u0646\u062f \u0637\u0628\u0642\u0647 \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc \u0628\u0631\u0686\u0633\u0628 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc.<\/p>\n<p><code>metrics=['accuracy']<\/code>: \u062f\u0642\u062a \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  9. \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0645\u062f\u0644 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">history<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">x_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">epochs<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"n\">batch_size<\/span><span class=\"o\">=<\/span><span class=\"mi\">64<\/span><span class=\"p\">,<\/span> <span class=\"n\">validation_split<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.2<\/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><strong>\u062a\u0648\u0636\u06cc\u062d:<\/strong><\/p>\n<p><code>epochs=10<\/code>: 10 \u0628\u0627\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0648\u0631\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0642\u062a \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f \u0627\u0645\u0627 \u062e\u0637\u0631 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u062e\u0637\u0631 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><code>batch_size=64<\/code>: \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0639\u062f \u0627\u0632 \u0647\u0631 64 \u0646\u0645\u0648\u0646\u0647 \u060c \u062a\u0639\u0627\u062f\u0644 \u0633\u0631\u0639\u062a \u0648 \u062b\u0628\u0627\u062a \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><code>validation_split=0.2<\/code>: 20 \u066a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u060c \u0627\u0632 \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0627\u062a\u06a9\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062f\u0631 \u062a\u0646\u0627\u0633\u0628 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_%D8%A7%D8%B1%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  10. \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">test_loss<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_acc<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">evaluate<\/span><span class=\"p\">(<\/span><span class=\"n\">x_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">'<\/span><span class=\"s\">Test accuracy: <\/span><span class=\"si\">{<\/span><span class=\"n\">test_acc<\/span><span class=\"si\">}<\/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><strong>\u062a\u0648\u0636\u06cc\u062d:<\/strong><\/p>\n<p><code>evaluate<\/code>: \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0648 \u062f\u0642\u062a \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 \u063a\u06cc\u0628 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0639\u06a9\u0633 \u0641\u0648\u0631\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_%D8%AA%D8%AC%D8%B3%D9%85_%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\"><\/span>\n<p>  11. \u062a\u062c\u0633\u0645 \u0646\u062a\u0627\u06cc\u062c<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u06cc\u0634\u0631\u0641\u062a \u0622\u0645\u0648\u0632\u0634 \u0637\u0631\u062d:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">history<\/span><span class=\"p\">.<\/span><span class=\"n\">history<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">accuracy<\/span><span class=\"sh\">'<\/span><span class=\"p\">],<\/span> <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">accuracy<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">history<\/span><span class=\"p\">.<\/span><span class=\"n\">history<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">val_accuracy<\/span><span class=\"sh\">'<\/span><span class=\"p\">],<\/span> <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">val_accuracy<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Epoch<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Accuracy<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">ylim<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">lower right<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"nf\">show<\/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><strong>\u062a\u0648\u0636\u06cc\u062d:<\/strong><\/p>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u062f\u0631 \u0647\u0631 \u062f\u0648\u0631\u0647. \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u060c \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u06a9\u0645) \u0633\u06cc\u06af\u0646\u0627\u0644 \u0647\u0627\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AE%D9%84%D8%A7%D8%B5%D9%87\"><\/span>\n<p>  \u062e\u0644\u0627\u0635\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 CNN \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Cifar-10 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645. \u0645\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u06cc\u0645 \u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0633\u0627\u062e\u062a\u06cc\u0645 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u0645\u0639\u0645\u0627\u0631\u06cc \u0633\u0627\u062f\u0647 \u0645\u0627 \u0646\u062a\u0627\u06cc\u062c \u0645\u0646\u0627\u0633\u0628\u06cc \u06a9\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0627\u0645\u0627 \u0641\u0636\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0631\u0634\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<br \/>\u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0635\u062d\u062a \u060c \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dropout \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u062c\u062f\u062f \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u062a\u0639\u0645\u06cc\u0645. Deep Learning \u06cc\u06a9 \u0632\u0645\u06cc\u0646 \u0628\u0627\u0632\u06cc \u0648\u0633\u06cc\u0639 \u0627\u0633\u062a &#8211; \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627 \u060c \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u06cc\u0627 \u06a9\u0634\u0641 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062f\u0627\u0645\u0646\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0645\u0627\u0646\u0646\u062f NLP \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a. \u062a\u0645\u0631\u06cc\u0646 \u0639\u0627\u0644\u06cc \u0645\u06cc \u0634\u0648\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u062f\u0627\u0645\u0647 \u06a9\u0627\u0631 \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u06cc\u062f. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u0631\u06a9!<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062d\u0642\u0642 \u0648 \u0645\u0647\u0646\u062f\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u0645\u0646 \u0647\u06cc\u062c\u0627\u0646 \u0632\u062f\u0647 \u0627\u0645 \u06a9\u0647 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u0645 \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0645\u06a9 \u06a9\u0646\u0645. \u0627\u06cc\u0646 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0627\u0632\u0647 \u0648\u0627\u0631\u062f \u0647\u0633\u062a\u06cc\u062f \u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u062d\u06a9\u06cc\u0645 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f \u060c \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":98770,"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-98769","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\/98769","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=98769"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/98769\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/98770"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=98769"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=98769"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=98769"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}