{"id":24060,"date":"2023-05-20T13:12:49","date_gmt":"2023-05-20T09:42:49","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/"},"modified":"2023-05-20T13:12:49","modified_gmt":"2023-05-20T09:42:49","slug":"plant-diseases-detection-using-deep-learning-44o4","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642"},"content":{"rendered":"<div data-article-id=\"1474144\" id=\"article-body\">\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\" 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ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_Hyperparameters\" >\u062a\u0646\u0638\u06cc\u0645 Hyperparameters<\/a><\/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\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%AF%D8%B1_%D8%AD%D8%A7%D9%84_%D8%A8%D8%A7%D8%B1%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >\u062f\u0631 \u062d\u0627\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%AA%D8%AC%D8%B3%D9%85_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1\" >\u062a\u062c\u0633\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%AA%D9%82%D8%B3%DB%8C%D9%85_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >\u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#Caching%D8%8C_Prefetching_%D9%88_Batching_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >Caching\u060c Prefetching \u0648 Batching \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87_%D9%88_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1\" >\u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062a\u0635\u0627\u0648\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/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\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D8%AF%D9%84\" >\u0633\u0627\u062e\u062a \u0645\u062f\u0644<\/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\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%AA%D8%AF%D9%88%DB%8C%D9%86_%D9%85%D8%AF%D9%84\" >\u062a\u062f\u0648\u06cc\u0646 \u0645\u062f\u0644<\/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\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%A7%D8%B1%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D9%85%D8%AF%D9%84\" >\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D9%85%D8%AF%D9%84\" >\u0630\u062e\u06cc\u0631\u0647 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/plant-diseases-detection-using-deep-learning-44o4\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D8%B1%D9%81%DB%8C\"><\/span>\n<p>  \u0645\u0639\u0631\u0641\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0645\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0633\u0627\u062e\u062a.  \u0645\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u06cc\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u0627\u0632 Kaggle \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. <\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u062d\u062f\u0648\u062f 87000 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0628\u0631\u06af \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647 \u0633\u0627\u0644\u0645 \u0648 \u0628\u06cc\u0645\u0627\u0631 \u0627\u0633\u062a.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 38 \u06a9\u0644\u0627\u0633 \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u0628\u0631\u06af \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647 \u0627\u0633\u062a.  \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0646\u0633\u0628\u062a 80\/20 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0628\u0627 \u062d\u0641\u0638 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f.  \u06cc\u06a9 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u062f\u06cc\u062f \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%88%D8%A7%D8%B1%D8%AF%D8%A7%D8%AA_%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">tensorflow<\/span> <span class=\"k\">as<\/span> <span class=\"n\">tf<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">tensorflow.keras<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">models<\/span><span class=\"p\">,<\/span> <span class=\"n\">layers<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_Hyperparameters\"><\/span>\n<p>  \u062a\u0646\u0638\u06cc\u0645 Hyperparameters<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0645\u0627 \u0627\u0632 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">image_size<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">256<\/span>\n<span class=\"n\">batch_size<\/span> <span class=\"o\">=<\/span><span class=\"mi\">32<\/span>\n<span class=\"n\">channels<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">3<\/span>\n<span class=\"n\">epoches<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">12<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1_%D8%AD%D8%A7%D9%84_%D8%A8%D8%A7%D8%B1%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u062f\u0631 \u062d\u0627\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0632 <code>image_dataset_from_directory<\/code> \u062a\u0627\u0628\u0639.  \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0645\u0633\u06cc\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 a \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f <code>tf.data.Dataset<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0631\u0627 <code>tf.data.Dataset<\/code> \u0634\u06cc \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc TensorFlow \u0627\u0633\u062a.  \u0628\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062f\u06cc\u0633\u06a9 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u062f\u0644 \u062e\u0648\u062f \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">dataset<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">keras<\/span><span class=\"p\">.<\/span><span class=\"n\">preprocessing<\/span><span class=\"p\">.<\/span><span class=\"n\">image_dataset_from_directory<\/span><span class=\"p\">(<\/span>\n    <span class=\"s\">'..\/input\/new-plant-diseases-dataset\/'<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">shuffle<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">True<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">image_size<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"n\">image_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">image_size<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">batch_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">batch_size<\/span>\n<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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u0630\u062e\u06cc\u0631\u0647 \u0648 \u0686\u0627\u067e \u0646\u0627\u0645 \u06a9\u0644\u0627\u0633 \u0647\u0627<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">class_names<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dataset<\/span><span class=\"p\">.<\/span><span class=\"n\">class_names<\/span>\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">class_names<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%AC%D8%B3%D9%85_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1\"><\/span>\n<p>  \u062a\u062c\u0633\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span> <span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">image_batch<\/span><span class=\"p\">,<\/span> <span class=\"n\">label_batch<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">dataset<\/span><span class=\"p\">.<\/span><span class=\"n\">take<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">12<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">subplot<\/span><span class=\"p\">(<\/span><span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"n\">i<\/span><span class=\"o\">+<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">image_batch<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">].<\/span><span class=\"n\">numpy<\/span><span class=\"p\">().<\/span><span class=\"n\">astype<\/span><span class=\"p\">(<\/span><span class=\"s\">\"uint8\"<\/span><span class=\"p\">))<\/span>\n        <span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"n\">class_names<\/span><span class=\"p\">[<\/span><span class=\"n\">label_batch<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u0645\u0627 \u0627\u0648\u0644\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D9%82%D8%B3%DB%8C%D9%85_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062a\u0642\u0633\u06cc\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">get_dataset_partitions_tf<\/span><span class=\"p\">(<\/span><span class=\"n\">ds<\/span><span class=\"p\">,<\/span> <span class=\"n\">train_split<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.8<\/span><span class=\"p\">,<\/span> <span class=\"n\">val_split<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_split<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">,<\/span> <span class=\"n\">shuffle<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">shuffle_size<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">10000<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">ds_size<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">ds<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">if<\/span> <span class=\"n\">shuffle<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ds<\/span><span class=\"p\">.<\/span><span class=\"n\">shuffle<\/span><span class=\"p\">(<\/span><span class=\"n\">shuffle_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">seed<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">12<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">train_size<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">int<\/span><span class=\"p\">(<\/span><span class=\"n\">train_split<\/span> <span class=\"o\">*<\/span> <span class=\"n\">ds_size<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">val_size<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">int<\/span><span class=\"p\">(<\/span><span class=\"n\">val_split<\/span><span class=\"o\">*<\/span><span class=\"n\">ds_size<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">train_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ds<\/span><span class=\"p\">.<\/span><span class=\"n\">take<\/span><span class=\"p\">(<\/span><span class=\"n\">train_size<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">val_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ds<\/span><span class=\"p\">.<\/span><span class=\"n\">skip<\/span><span class=\"p\">(<\/span><span class=\"n\">train_size<\/span><span class=\"p\">).<\/span><span class=\"n\">take<\/span><span class=\"p\">(<\/span><span class=\"n\">val_size<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">test_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ds<\/span><span class=\"p\">.<\/span><span class=\"n\">skip<\/span><span class=\"p\">(<\/span><span class=\"n\">train_size<\/span><span class=\"p\">).<\/span><span class=\"n\">skip<\/span><span class=\"p\">(<\/span><span class=\"n\">val_size<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">train_ds<\/span><span class=\"p\">,<\/span> <span class=\"n\">val_ds<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_ds<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u0645\u0627 \u062a\u0627\u0628\u0639\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0648 \u062a\u0633\u062a \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u062a\u0627\u0628\u0639 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0646\u0633\u0628\u062a \u062a\u0642\u0633\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">train_ds<\/span><span class=\"p\">,<\/span> <span class=\"n\">val_ds<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">get_dataset_partitions_tf<\/span><span class=\"p\">(<\/span><span class=\"n\">dataset<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u062f\u0631\u06cc\u0627\u0641\u062a \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Len train_set = \"<\/span><span class=\"p\">,<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">train_ds<\/span><span class=\"p\">))<\/span>\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Len val_set = \"<\/span><span class=\"p\">,<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">val_ds<\/span><span class=\"p\">))<\/span>\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Len test_set = \"<\/span><span class=\"p\">,<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">test_ds<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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<h2><span class=\"ez-toc-section\" id=\"Caching%D8%8C_Prefetching_%D9%88_Batching_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  Caching\u060c Prefetching \u0648 Batching \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">train_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_ds<\/span><span class=\"p\">.<\/span><span class=\"n\">cache<\/span><span class=\"p\">().<\/span><span class=\"n\">shuffle<\/span><span class=\"p\">(<\/span><span class=\"mi\">1000<\/span><span class=\"p\">).<\/span><span class=\"n\">prefetch<\/span><span class=\"p\">(<\/span><span class=\"n\">buffer_size<\/span><span class=\"o\">=<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"n\">AUTOTUNE<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">val_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">val_ds<\/span><span class=\"p\">.<\/span><span class=\"n\">cache<\/span><span class=\"p\">().<\/span><span class=\"n\">shuffle<\/span><span class=\"p\">(<\/span><span class=\"mi\">1000<\/span><span class=\"p\">).<\/span><span class=\"n\">prefetch<\/span><span class=\"p\">(<\/span><span class=\"n\">buffer_size<\/span><span class=\"o\">=<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"n\">AUTOTUNE<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">test_ds<\/span> <span class=\"o\">=<\/span> <span class=\"n\">test_ds<\/span><span class=\"p\">.<\/span><span class=\"n\">cache<\/span><span class=\"p\">().<\/span><span class=\"n\">shuffle<\/span><span class=\"p\">(<\/span><span class=\"mi\">1000<\/span><span class=\"p\">).<\/span><span class=\"n\">prefetch<\/span><span class=\"p\">(<\/span><span class=\"n\">buffer_size<\/span><span class=\"o\">=<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"n\">AUTOTUNE<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u062f\u0631 \u0628\u0627\u0644\u0627 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0646\u060c \u0628\u0647 \u0647\u0645 \u0632\u062f\u0646 \u0648 \u0648\u0627\u06a9\u0634\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u06cc\u0645.  \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u067e\u0633 \u0627\u0632 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u06cc\u0633\u06a9 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0627\u0648\u0644\u060c \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0647 \u06af\u0644\u0648\u06af\u0627\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0646\u0634\u0648\u062f.  \u0628\u0647 \u0647\u0645 \u0632\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u0647\u0631 \u062f\u0648\u0631\u0647 \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u06cc \u06a9\u0646\u062f.  \u0648\u0627\u06a9\u0634\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u0631\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631 \u0628\u0639\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87_%D9%88_%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1\"><\/span>\n<p>  \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062a\u0635\u0627\u0648\u06cc\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">resize_and_rescale<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">keras<\/span><span class=\"p\">.<\/span><span class=\"n\">Sequential<\/span><span class=\"p\">([<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">experimental<\/span><span class=\"p\">.<\/span><span class=\"n\">preprocessing<\/span><span class=\"p\">.<\/span><span class=\"n\">Resizing<\/span><span class=\"p\">(<\/span><span class=\"n\">image_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">image_size<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">experimental<\/span><span class=\"p\">.<\/span><span class=\"n\">preprocessing<\/span><span class=\"p\">.<\/span><span class=\"n\">Rescaling<\/span><span class=\"p\">(<\/span><span class=\"mf\">1.0<\/span><span class=\"o\">\/<\/span><span class=\"mi\">255<\/span><span class=\"p\">)<\/span>\n<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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u062f\u0631 \u0628\u0627\u0644\u0627 \u0645\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 0 \u062a\u0627 1 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">data_augumentation<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">keras<\/span><span class=\"p\">.<\/span><span class=\"n\">Sequential<\/span><span class=\"p\">([<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">experimental<\/span><span class=\"p\">.<\/span><span class=\"n\">preprocessing<\/span><span class=\"p\">.<\/span><span class=\"n\">RandomFlip<\/span><span class=\"p\">(<\/span><span class=\"s\">\"horizontal_and_vertical\"<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">experimental<\/span><span class=\"p\">.<\/span><span class=\"n\">preprocessing<\/span><span class=\"p\">.<\/span><span class=\"n\">RandomRotation<\/span><span class=\"p\">(<\/span><span class=\"mf\">0.2<\/span><span class=\"p\">)<\/span>\n<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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u062f\u0631 \u0628\u0627\u0644\u0627 \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0647\u0633\u062a\u06cc\u0645.  \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u062f\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0631\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  \u0633\u0627\u062e\u062a \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">input_shape<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"n\">batch_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">image_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">image_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">channels<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">num_classes<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">38<\/span>\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">models<\/span><span class=\"p\">.<\/span><span class=\"n\">Sequential<\/span><span class=\"p\">([<\/span>\n    <span class=\"n\">resize_and_rescale<\/span><span class=\"p\">,<\/span> \n    <span class=\"n\">data_augumentation<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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=\"s\">'relu'<\/span><span class=\"p\">,<\/span> <span class=\"n\">input_shape<\/span><span class=\"o\">=<\/span><span class=\"n\">input_shape<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">Conv2D<\/span><span class=\"p\">(<\/span><span class=\"mi\">64<\/span><span class=\"p\">,<\/span> <span class=\"n\">kernel_size<\/span> <span class=\"o\">=<\/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=\"s\">'relu'<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">Conv2D<\/span><span class=\"p\">(<\/span><span class=\"mi\">64<\/span><span class=\"p\">,<\/span> <span class=\"n\">kernel_size<\/span> <span class=\"o\">=<\/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=\"s\">'relu'<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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=\"s\">'relu'<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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=\"s\">'relu'<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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=\"s\">'relu'<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">Flatten<\/span><span class=\"p\">(),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">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=\"s\">'relu'<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">layers<\/span><span class=\"p\">.<\/span><span class=\"n\">Dense<\/span><span class=\"p\">(<\/span><span class=\"n\">num_classes<\/span><span class=\"p\">,<\/span> <span class=\"n\">activation<\/span><span class=\"o\">=<\/span><span class=\"s\">'softmax'<\/span><span class=\"p\">),<\/span>\n<span class=\"p\">])<\/span>\n\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"n\">build<\/span><span class=\"p\">(<\/span><span class=\"n\">input_shape<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"n\">summary<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0631\u062a\u06cc\u0628\u06cc \u0628\u0627 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong>\u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0644\u0627\u06cc\u0647<\/strong> &#8211; \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u0647 0 \u062a\u0627 1 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\n<strong>\u0644\u0627\u06cc\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647<\/strong> &#8211; \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u062f\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0628\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0631\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644<\/strong> &#8211; \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06cc\u06a9 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0648 \u0648\u0631\u0648\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u062a\u0631\u06cc\u0633 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u06cc\u0627 \u06a9\u0631\u0646\u0644 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f.  \u0641\u06cc\u0644\u062a\u0631 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0644\u0627\u06cc\u0647 \u0627\u062f\u063a\u0627\u0645<\/strong> &#8211; \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0627\u062f\u063a\u0627\u0645 \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  Max Pooling \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u06af\u0631\u0641\u062a\u0646 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u062f\u0627\u0631 \u0627\u0632 \u0642\u0633\u0645\u062a\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0631\u0646\u0644 \u067e\u0648\u0634\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\n<strong>\u0635\u0627\u0641 \u06a9\u0631\u062f\u0646 \u0644\u0627\u06cc\u0647<\/strong> &#8211; \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0628\u0639\u062f \u0645\u0633\u0637\u062d \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0644\u0627\u06cc\u0647 \u0645\u062a\u0631\u0627\u06a9\u0645<\/strong> &#8211; \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u062e\u0631\u0648\u062c\u06cc = \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc (\u0646\u0642\u0637\u0647(\u0648\u0631\u0648\u062f\u06cc\u060c \u0647\u0633\u062a\u0647) + \u0628\u0627\u06cc\u0627\u0633) \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%AF%D9%88%DB%8C%D9%86_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  \u062a\u062f\u0648\u06cc\u0646 \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nb\">compile<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">optimizer<\/span><span class=\"o\">=<\/span><span class=\"s\">'adam'<\/span><span class=\"p\">,<\/span> \n    <span class=\"n\">loss<\/span><span class=\"o\">=<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">keras<\/span><span class=\"p\">.<\/span><span class=\"n\">losses<\/span><span class=\"p\">.<\/span><span class=\"n\">SparseCategoricalCrossentropy<\/span><span class=\"p\">(<\/span><span class=\"n\">from_logits<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/span><span class=\"p\">),<\/span>\n    <span class=\"n\">metrics<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s\">'accuracy'<\/span><span class=\"p\">]<\/span>\n<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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644 \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0647\u0633\u062a\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632<\/strong> &#8211; \u0627\u06cc\u0646 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0648\u0632\u0646 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0627 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 Adam \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li>\n<strong>\u0636\u0631\u0631 &#8211; \u0632\u06cc\u0627\u0646<\/strong> &#8211; \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0636\u0631\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0636\u0631\u0631 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0627 \u0627\u0632 \u062a\u0627\u0628\u0639 \u062a\u0644\u0641\u0627\u062a \u0645\u062a\u0642\u0627\u0637\u0639 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li>\n<strong>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc<\/strong> &#8211; \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0627 \u0627\u0632 \u0645\u062a\u0631\u06cc\u06a9 \u062f\u0642\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\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=\"n\">fit<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">train_ds<\/span><span class=\"p\">,<\/span> \n    <span class=\"n\">epochs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">epoches<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">batch_size<\/span> <span class=\"o\">=<\/span> <span class=\"n\">batch_size<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">verbose<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">validation_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">val_ds<\/span>\n<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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0647\u0633\u062a\u06cc\u0645:<\/p>\n<ul>\n<li>\n<strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/strong> &#8211; \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n<li>\n<strong>\u062f\u0648\u0631\u0647 \u0647\u0627<\/strong> &#8211; \u0627\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n<li>\n<strong>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647<\/strong> &#8211; \u0627\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>\n<strong>\u067e\u0631\u0645\u062e\u0627\u0637\u0628<\/strong> &#8211; \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u067e\u0631\u062d\u0631\u0641\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n<li>\n<strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc<\/strong> &#8211; \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B1%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"n\">evaluate<\/span><span class=\"p\">(<\/span><span class=\"n\">test_ds<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0647\u0633\u062a\u06cc\u0645.  \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0647 \u062f\u0642\u062a 0.96 \u062f\u0633\u062a \u0645\u06cc \u06cc\u0627\u0628\u062f.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0642\u0627\u062f\u0631 \u0627\u0633\u062a 96\u066a \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 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\u062a\u0627\u0628\u0639 \u062a\u0644\u0641\u0627\u062a \u0645\u062a\u0641\u0627\u0648\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u0631\u06cc\u06a9 \u0645\u062a\u0641\u0627\u0648\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0647\u0628\u0648\u062f \u062f\u0647\u06cc\u0645. \u0648 \u063a\u06cc\u0631\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. <\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D9%85%D8%AF%D9%84\"><\/span>\n<p>  \u0630\u062e\u06cc\u0631\u0647 \u0645\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"n\">save<\/span><span class=\"p\">(<\/span><span class=\"s\">\"model.h5\"<\/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>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\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>\u0645\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0641\u0631\u0645\u062a h5 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0641\u0631\u0645\u062a h5 \u06cc\u06a9 \u0641\u0631\u0645\u062a \u0641\u0627\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648\u0632\u0646 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 h5 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 load_model () \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87\"><\/span>\n<p>  \u0646\u062a\u06cc\u062c\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0628\u0631\u06af \u06af\u06cc\u0627\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Keras API \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0633\u0627\u0632\u06cc\u0645.  \u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u062a\u0648\u0627\u0644\u06cc \u0628\u0627 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u060c \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062a\u062c\u0645\u0639 \u062d\u062f\u0627\u06a9\u062b\u0631\u060c \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0633\u0637\u062d\u060c \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0633\u0627\u0632\u06cc\u0645. \u0646\u062d\u0648\u0647 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632 Adam\u060c \u062a\u0627\u0628\u0639 \u062a\u0644\u0641\u0627\u062a \u0645\u062a\u0642\u0627\u0637\u0639 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0648 \u0645\u062a\u0631\u06cc\u06a9 \u062f\u0642\u062a \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645.  \u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645 \u0648 \u0645\u062f\u0644 \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0641\u0631\u0645\u062a h5 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u0645. <\/p>\n<p><strong>\u0648\u0648\u06cc\u0644\u0627!  \u0645\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627 \u062f\u0631 \u0628\u0631\u06af \u06af\u06cc\u0627\u0647\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/strong><\/p>\n<p><strong>\u0628\u0627 \u062a\u0634\u06a9\u0631 \u0627\u0632 \u0634\u0645\u0627 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