{"id":12565,"date":"2021-08-25T07:38:00","date_gmt":"2021-08-25T03:08:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=12565"},"modified":"2024-11-29T18:36:44","modified_gmt":"2024-11-29T15:06:44","slug":"keras-tutorial-using-pre-trained-imagenet-models","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 Keras : \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 ImageNet"},"content":{"rendered":"<p style=\"text-align: justify\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0633\u0639\u06cc \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0645\u0627\u0646\u0646\u062f ILSVRC \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0622\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0648\u062f\u0646\u062f \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645. \u062f\u0631 \u0633\u0647 \u067e\u0633\u062a \u0628\u0639\u062f\u06cc \u0628\u0647 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0632\u06cc\u0631 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 :<\/p>\n<ol>\n<li style=\"text-align: justify\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u062e\u062a\u0644\u0641.<\/li>\n<li style=\"text-align: justify\">\u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 \u0645\u062a\u0641\u0627\u0648\u062a \u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0641\u0648\u0642 \u0627\u0644\u0630\u06a9\u0631. \u0627\u06cc\u0646 \u06a9\u0627\u0631 <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/strong> \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li style=\"text-align: justify\">\u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u060c \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0641\u0648\u0642. \u0628\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634 <strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 ( Fine-Tune )<\/strong> \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f.<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-rank-math-toc-block\"><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" 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: #0044bf;color:#0044bf\" 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 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\" >\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#ImageNet_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >ImageNet \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#ILSVRC_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >ILSVRC \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#%DA%86%D8%B1%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%A7%D8%B2_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D9%BE%DB%8C%D8%B4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D8%B1%D8%AF%D8%9F\" >\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D9%BE%DB%8C%D8%B4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D9%85%D9%88%D8%AC%D9%88%D8%AF_%D8%AF%D8%B1_Keras\" >\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 Keras<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%D8%AF%D8%B1_Keras\" >\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 Keras<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%88_%D9%BE%DB%8C%D8%B4_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%DB%8C%DA%A9_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\" >\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/keras-tutorial-using-pre-trained-imagenet-models\/#%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3_%D8%A7%D8%B4%DB%8C%D8%A7%D8%A1\" >\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0634\u06cc\u0627\u0621<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\"><\/span>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2><nav><ul><li><a href=\"#h-imagenet\" >ImageNet \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li><a href=\"#h-ilsvrc\" >ILSVRC \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li><a href=\"#h-\" >\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/a><\/li><li><a href=\"#h-keras\" >\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 Keras<\/a><\/li><li><a href=\"#h-keras-1\" >\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 Keras<\/a><\/li><li><a href=\"#h--1\" >\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><li><a href=\"#h--2\" >\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0634\u06cc\u0627\u0621<\/a><\/li><\/nav><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-imagenet\"><span class=\"ez-toc-section\" id=\"ImageNet_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span><strong>ImageNet \u0686\u06cc\u0633\u062a\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\"><a href=\"https:\/\/image-net.org\" target=\"_blank\" rel=\"noopener\">ImageNet<\/a> \u067e\u0631\u0648\u0698\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0628\u06cc\u0634 \u0627\u0632 \u06f1\u06f4 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u06f2\u06f0\u06f0\u06f0\u06f0 \u06a9\u0644\u0627\u0633 ( \u06cc\u0627 synset ) \u0627\u0633\u062a. \u0622\u0646 \u0647\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0686\u0633\u0628 \u0646\u0648\u06cc\u0633\u06cc \u0647\u0627\u06cc \u06a9\u0627\u062f\u0631 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u062f\u0648\u062f \u06f1 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u06a9\u0627\u0646 \u06cc\u0627\u0628\u06cc \u0627\u0634\u06cc\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f. \u0644\u0627\u0632\u0645 \u0628\u0647 \u0630\u06a9\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0647\u0627 \u0641\u0642\u0637 url \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ilsvrc\"><span class=\"ez-toc-section\" id=\"ILSVRC_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span><strong>ILSVRC \u0686\u06cc\u0633\u062a\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u0647\u0631 \u0633\u0627\u0644\u0647 \u0627\u0632 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f0 \u0631\u0648\u06cc\u062f\u0627\u062f \u06cc\u0627 \u0631\u0642\u0627\u0628\u062a\u06cc \u0633\u0627\u0644\u0627\u0646\u0647 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 ImageNet \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u06cc \u0634\u0648\u062f \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646ImageLet Large Scale Visual Recognition Challenge \u06cc\u0627 <a href=\"https:\/\/image-net.org\/challenges\/LSVRC\/2017\/index\" target=\"_blank\" rel=\"noopener\">ILSVRC<\/a> \u060c \u06a9\u0647 \u062a\u06cc\u0645 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0628\u0635\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0627\u0634\u06cc\u0627 \u0648 \u0645\u06a9\u0627\u0646 \u06cc\u0627\u0628\u06cc \u0627\u0634\u06cc\u0627 \u0645\u0648\u0631\u062f \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u0646\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 ImageNet \u0628\u0627 \u06f1\u066b\u06f2 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06f1\u06f0\u06f0\u06f0 \u06a9\u0644\u0627\u0633 \u0647\u0633\u062a\u0646\u062f. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f2 \u0647\u0646\u06af\u0627\u0645\u06cc \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a \u06a9\u0647 Alex Krizhevsky \u0648 \u062a\u06cc\u0645\u0634 \u0628\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u06f1\u06f1 \u062f\u0631\u0635\u062f \u0628\u0631\u0646\u062f\u0647 \u0627\u06cc\u0646 \u0631\u0642\u0627\u0628\u062a \u0634\u062f\u0646\u062f. \u06af\u0627\u0647\u06cc \u0627\u0632 ILSVRC \u0648 Imagenet \u0628\u0647 \u062c\u0627\u06cc \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\"><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%A7%D8%B2_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D9%BE%DB%8C%D8%B4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D8%B1%D8%AF%D8%9F\"><\/span><strong>\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u062f\u0648 \u0646\u0641\u0631 \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u060c \u06cc\u06a9 \u0641\u0631\u062f \u062a\u0646\u0628\u0644 \u0648 \u06cc\u06a9 \u0641\u0631\u062f \u0648\u0631\u0632\u0634\u06a9\u0627\u0631. \u0622\u0646 \u0647\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u0645\u062f\u0631\u0633\u0647 \u0641\u0648\u062a\u0628\u0627\u0644 \u062b\u0628\u062a \u0646\u0627\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0647\u06cc\u0686 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0641\u0648\u062a\u0628\u0627\u0644 \u0628\u0627\u0632\u06cc \u0646\u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u0648 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0631\u06cc\u0628\u0644 \u0632\u062f\u0646 \u060c \u067e\u0627\u0633 \u062f\u0627\u062f\u0646 \u060c \u0634\u0648\u062a \u0632\u062f\u0646 \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0648\u06cc \u0622\u0646 \u0647\u0627 \u062a\u0627\u0632\u06af\u06cc \u062f\u0627\u0631\u062f. \u062a\u0646\u0647\u0627 \u062a\u0641\u0627\u0648\u062a \u0627\u0635\u0644\u06cc \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u062d\u062a\u06cc \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0622\u0645\u0648\u0632\u0634 \u060c \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0641\u0631\u062f \u0648\u0631\u0632\u0634\u06a9\u0627\u0631 \u062a\u062d\u0631\u06a9 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0641\u0631\u062f \u062a\u0646\u0628\u0644 \u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u060c \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0641\u0631\u062f \u0648\u0631\u0632\u0634\u06a9\u0627\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0648\u0631\u0632\u0634\u06a9\u0627\u0631 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a ( \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0642\u0627\u0645\u062a \u060c \u0633\u0631\u0639\u062a \u0648 \u062d\u062a\u06cc \u063a\u0631\u06cc\u0632\u0647 \u0648\u0631\u0632\u0634\u06cc ) \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0648\u062a\u0628\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u060c \u0647\u0631\u0686\u0646\u062f \u0647\u0631\u06af\u0632 \u0628\u0631\u0627\u06cc \u0641\u0648\u062a\u0628\u0627\u0644 \u062a\u0645\u0631\u06cc\u0646 \u0646\u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0648\u0627\u0642\u0639 \u0641\u0631\u062f \u0648\u0631\u0632\u0634\u06a9\u0627\u0631 \u0627\u0632 \u062a\u0645\u0631\u06cc\u0646\u0627\u062a \u067e\u06cc\u0634\u06cc\u0646 \u062e\u0648\u062f \u0633\u0648\u062f \u0645\u06cc \u0628\u0631\u062f.<\/p>\n<p style=\"text-align: justify\">\u0647\u0645\u06cc\u0646 \u0627\u0645\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u06cc\u0632 \u0635\u0627\u062f\u0642 \u0627\u0633\u062a. \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u06a9\u0627\u0631\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0648\u0638\u06cc\u0641\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0628\u06cc\u0646\u062f \u0627\u0645\u0627 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0632\u06cc\u0631\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u06a9\u0627\u0631 \u0642\u0628\u0644\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u062c\u062f\u06cc\u062f \u0646\u06cc\u0632 \u0645\u0641\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p style=\"text-align: justify\">\u067e\u06cc\u0634 \u062a\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u06a9\u0648\u0686\u06a9 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0627\u0631\u0642\u0627\u0645 ( \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MNIST ) \u06cc\u0627 \u0627\u0634\u06cc\u0627\u0621 \u0645\u062e\u062a\u0644\u0641 ( \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CIFAR10 ) \u0627\u06cc\u062c\u0627\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645. \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0648 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0632 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u060c \u0634\u06a9\u0644 \u060c \u0638\u0627\u0647\u0631 \u0648 \u063a\u06cc\u0631\u0647 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0637\u0644\u0648\u0628\u06cc \u0646\u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0634\u062a \u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0641\u0627\u0642\u062f \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u0633\u0627\u0632\u06cc \u0686\u0646\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0628\u0632\u0631\u06af\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify\">\u0627\u06af\u0631\u0686\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0645\u062f\u0644\u0633\u0627\u0632\u06cc \u0647\u0631 \u062a\u0627\u0628\u0639\u06cc \u0641\u0642\u0637 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0627\u0645\u0627 \u062a\u0639\u062f\u0627\u062f \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a \u0648 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u062f\u0634\u0648\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0645\u0627 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f \u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/understanding-autoencoders-using-tensorflow-python\/\" target=\"_blank\" rel=\"noopener\">\u067e\u0633\u062a \u0642\u0628\u0644\u06cc<\/a> \u062f\u0631 CNN \u0647\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p style=\"text-align: justify\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0627\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 (\u062f\u0631 \u062d\u062f \u0645\u06cc\u0644\u06cc\u0648\u0646) \u0647\u0633\u062a\u0646\u062f. \u0648\u0638\u06cc\u0641\u0647 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u06cc\u0627\u0641\u062a\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a. \u0627\u0632 \u062c\u0628\u0631 \u062e\u0637\u06cc \u060c \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0639\u0627\u062f\u0644\u0647 \u0627\u06cc \u0628\u0627 \u0633\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u060c \u0628\u0647 \u0633\u0647 \u0645\u0639\u0627\u062f\u0644\u0647 ( \u062f\u0627\u062f\u0647 ) \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645. \u0648 \u0627\u06af\u0631 \u0641\u0642\u0637 \u062f\u0648 \u0645\u0639\u0627\u062f\u0644\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0642\u06cc\u0642 \u062d\u062f\u0627\u06a9\u062b\u0631 \u06f2 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648 \u0645\u0642\u062f\u0627\u0631 \u062a\u0642\u0631\u06cc\u0628\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0633\u0648\u0645 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645.<\/p>\n<p style=\"text-align: justify\">\u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u060c \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062f\u0642\u06cc\u0642 \u0647\u0645\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u060c \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc (\u062f\u0631 \u062d\u062f \u0645\u06cc\u0644\u06cc\u0648\u0646) \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645. \u0627\u06af\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c \u0628\u0631\u0627\u06cc \u0627\u06a9\u062b\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0641\u0642\u0637 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645 \u060c \u06a9\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645. \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0632\u06cc\u0631 \u062a\u0648\u062c\u0647 \u06a9\u0631\u062f :<\/p>\n<p style=\"text-align: center\"><strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 =&gt; \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0647\u062a\u0631<\/strong><\/p>\n<p style=\"text-align: justify\">\u0627\u0645\u0627 \u0645\u0634\u06a9\u0644 \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0686\u0646\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u062e\u0648\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u060c \u0628\u0633\u06cc\u0627\u0631 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify\">\u0645\u0634\u06a9\u0644 \u062f\u06cc\u06af\u0631 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0686\u0646\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645 \u060c \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0637\u0648\u0644\u0627\u0646\u06cc \u062e\u0648\u0627\u0647\u062f \u0634\u062f ( \u062d\u062f\u0648\u062f \u0635\u062f\u0647\u0627 \u0633\u0627\u0639\u062a). \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0622\u0645\u0648\u0632\u0634 \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0632\u0645\u0627\u0646 \u060c \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062a\u0644\u0627\u0634 \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify\">\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0631\u0648\u06cc \u062d\u062c\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062f\u0634\u0648\u0627\u0631 \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0634\u0627\u0645\u0644 \u0647\u0632\u0627\u0631\u0627\u0646 \u06a9\u0644\u0627\u0633 \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0628\u0642\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f ILSVRC \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc \u06af\u0630\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0635\u062f\u0647\u0627 \u0633\u0627\u0639\u062a \u0628\u0631 \u0631\u0648\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f. \u0628\u06cc\u0634\u062a\u0631 \u0627\u0648\u0642\u0627\u062a \u0645\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645 \u060c \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify\">\u062e\u0628\u060c \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0628\u0627 \u0645\u0648\u0636\u0648\u0639 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645 \u060c \u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 Keras \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-keras\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D9%BE%DB%8C%D8%B4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D9%85%D9%88%D8%AC%D9%88%D8%AF_%D8%AF%D8%B1_Keras\"><\/span><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 Keras<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u0628\u0631\u06af\u0632\u06cc\u062f\u06af\u0627\u0646 ILSVRC \u0628\u0633\u06cc\u0627\u0631 \u0633\u062e\u0627\u0648\u062a\u0645\u0646\u062f\u0627\u0646\u0647 \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0639\u0645\u0648\u0645 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f. \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0645\u0627\u0646\u0646\u062f AlexNet \u060cVGGNet \u060c Inception \u060c ResNet \u060c Xception \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u062f\u06cc\u06af\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0648\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u063a\u06cc\u0631 \u0627\u0632 \u0628\u0631\u0646\u062f\u06af\u0627\u0646 ILSVRC \u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0646\u06cc\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u060c \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u06cc \u06af\u0630\u0627\u0631\u0646\u062f \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 MobileNet \u060c SqueezeNet \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<p style=\"text-align: justify\">\u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u06f1\u06f0\u06f0\u06f0 \u062f\u0633\u062a\u0647 \u06cc\u0627 \u06a9\u0644\u0627\u0633 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify\">Keras \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0639\u0631\u0636\u0647 \u0645\u06cc \u0634\u0648\u062f. \u06cc\u06a9 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0628\u062e\u0634 \u0627\u0633\u062a : \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u0648 \u0648\u0632\u0646 \u0645\u062f\u0644 . \u0648\u0632\u0646 \u0647\u0627\u060c \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627 Keras \u0647\u0645\u0631\u0627\u0647 \u0646\u06cc\u0633\u062a\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0627\u06af\u0631 \u062e\u0648\u0627\u0633\u062a\u06cc\u062f \u0648\u0632\u0646 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc ImageNet \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0641\u0627\u06cc\u0644 \u0648\u0632\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u0634\u0648\u062f \u0648 \u062f\u0627\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a ( \u0627\u0632 \u0646\u0633\u062e\u0647 Keras \u0646\u0633\u062e\u0647 \u06f2\u066b\u06f1\u066b\u06f2 ) :<\/p>\n<ul style=\"text-align: justify\">\n<li>VGG16<\/li>\n<li>InceptionV3<\/li>\n<li>ResNet<\/li>\n<li>MobileNet<\/li>\n<li>Xception<\/li>\n<li>InceptionResNetV2<\/li>\n<\/ul>\n<p style=\"text-align: justify\"><\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-keras-1\"><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%D8%AF%D8%B1_Keras\"><\/span><strong>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 Keras<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631\u060c \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 Keras \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as np\n# import the models for further classification experiments\nfrom tensorflow.keras.applications import (\n        vgg16,\n        resnet50,\n        mobilenet,\n        inception_v3\n    )\n\n# init the models\nvgg_model = vgg16.VGG16(weights='imagenet')\n\ninception_model = inception_v3.InceptionV3(weights='imagenet')\n\nresnet_model = resnet50.ResNet50(weights='imagenet')\n\nmobilenet_model = mobilenet.MobileNet(weights='imagenet')<\/pre>\n<p style=\"text-align: justify\">\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u060c \u0627\u0628\u062a\u062f\u0627 \u0645\u0627\u0698\u0648\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062d\u0627\u0648\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0633\u067e\u0633 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u0648 \u0648\u0632\u0646 \u0647\u0627\u06cc imagenet \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06af\u0631 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0627 \u0648\u0632\u0646 imagenet \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u060c &#8220;imagenet&#8221; \u0631\u0627 \u0628\u0627 None \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h--1\"><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%88_%D9%BE%DB%8C%D8%B4_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%DB%8C%DA%A9_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\"><\/span><strong>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f OpenCV \u060c PIL \u060c skimage \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645. Keras \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062a\u0648\u0627\u0628\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0627\u0646\u062c\u0627\u0645 \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0639\u0645\u0627\u0644 \u0622\u0646 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0645\u0627 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 keras \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u060c \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645:<\/p>\n<p style=\"text-align: justify\">\n<\/p><ol>\n<li style=\"text-align: justify\">\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 ()load_img \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. Keras \u0627\u0632 \u0641\u0631\u0645\u062a PIL \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0642\u0627\u0644\u0628 width x height x channels \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n<li style=\"text-align: justify\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 ()img_to_array \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0641\u0631\u0645\u062a PIL \u0628\u0647 \u0641\u0631\u0645\u062a Numpy \u0648 \u062f\u0631 \u0642\u0627\u0644\u0628 (width x height x channels) \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li style=\"text-align: justify\">\u0634\u0628\u06a9\u0647 \u0647\u0627 \u06cc\u06a9 Tensor \u0686\u0647\u0627\u0631 \u0628\u064f\u0639\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u0642\u0627\u0644\u0628 (\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647 \u060c \u0637\u0648\u0644 \u060c \u0639\u0631\u0636 \u060c \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627) \u0645\u06cc \u067e\u0630\u06cc\u0631\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 ()expand_dims \u062f\u0631 Numpy \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import matplotlib.pyplot as plt\nfrom tensorflow.keras.preprocessing.image import load_img\nfrom tensorflow.keras.preprocessing.image import img_to_array\nfrom tensorflow.keras.applications.imagenet_utils import decode_predictions\n\n# assign the image path for the classification experiments\nfilename = 'images\/cat.jpg'\n\n# load an image in PIL format\noriginal = load_img(filename, target_size=(224, 224))\nprint('PIL image size',original.size)\nplt.imshow(original)\nplt.show()\n\n# convert the PIL image to a numpy array\n# IN PIL - image is in (width, height, channel)\n# In Numpy - image is in (height, width, channel)\nnumpy_image = img_to_array(original)\nplt.imshow(np.uint8(numpy_image))\nplt.show()\nprint('numpy array size',numpy_image.shape)\n\n# Convert the image \/ images into batch format\n# expand_dims will add an extra dimension to the data at a particular axis\n# We want the input matrix to the network to be of the form (batchsize, height, width, channels)\n# Thus we add the extra dimension to the axis 0.\nimage_batch = np.expand_dims(numpy_image, axis=0)\nprint('image batch size', image_batch.shape)\nplt.imshow(np.uint8(image_batch[0]))<\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc :<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-linenumbers=\"false\">PIL image size (224, 224)\nnumpy array size (224, 224, 3)\nimage batch size (1, 224, 224, 3)\n<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"255\" height=\"246\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062a\u0635\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-\u0627\u0632-\u062f\u06cc\u062a\u0627\u0633\u062a-Imagenet.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u06af\u0631\u0628\u0647 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a Imagenet\" class=\"wp-image-12648\" title=\"\"><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--2\"><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3_%D8%A7%D8%B4%DB%8C%D8%A7%D8%A1\"><\/span><strong>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0644\u0627\u0633 \u0627\u0634\u06cc\u0627\u0621<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u0645\u0646\u0627\u0633\u0628 \u062f\u0627\u0631\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645. \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644 \u06af\u0631\u0641\u062a\u06cc\u0645 \u0628\u0627\u06cc\u062f \u0628\u0627 \u06a9\u0645 \u06a9\u0631\u062f\u0646 \u0627\u0632 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc ImageNet \u0646\u0631\u0645\u0627\u0644 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<ol>\n<li style=\"text-align: justify\">\u0647\u0631 \u06a9\u0627\u0646\u0627\u0644 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062f\u0633\u062a\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0627 \u06a9\u0645 \u06a9\u0631\u062f\u0646 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u060c \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u060c \u0622\u0631\u0627\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0633\u0647 \u0639\u0646\u0635\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u06cc R \u060c G \u060c B \u0627\u0632 \u062a\u0645\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 ImageNet \u062d\u0627\u0635\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0645\u0642\u0627\u062f\u06cc\u0631 ImageNet \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632 : [\u06f1\u06f0\u06f3\u066b\u06f9\u06f3\u06f9 \u060c \u06f1\u06f1\u06f6\u066b\u06f7\u06f7\u06f9 \u060c \u06f1\u06f2\u06f3\u066b\u06f6\u06f8]. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 ()preprocess_input \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li style=\"text-align: justify\">\u0646\u062a\u06cc\u062c\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u06cc\u06a9 \u062a\u0646\u0633\u0648\u0631 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f (batch size x 1000) \u0627\u0633\u062a \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u0648\u0633\u0637 \u062a\u0627\u0628\u0639 ()predict \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li style=\"text-align: justify\">\u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0627\u0634\u062f \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0631\u062f\u0627\u0631 \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0633\u062a \u062a\u0627 \u0645\u0646\u0637\u0642\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f. Keras \u060c \u062a\u0627\u0628\u0639 ()decode_predictions \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u062a\u06cc\u062c\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u060c \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u0631\u062a\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0646\u0627\u0645 \u06a9\u0644\u0627\u0633 ( \u0628\u0647 \u062c\u0627\u06cc \u0634\u0645\u0627\u0631\u0647 \u06a9\u0644\u0627\u0633 ) \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0627\u0628\u0639 \u060c \u062a\u0639\u062f\u0627\u062f \u0646\u062a\u0627\u06cc\u062c \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645. \u062e\u0631\u0648\u062c\u06cc \u060c \u0634\u0646\u0627\u0633\u0647 \u06a9\u0644\u0627\u0633 \u060c \u0646\u0627\u0645 \u06a9\u0644\u0627\u0633 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># prepare the image for the VGG model\nprocessed_image = vgg16.preprocess_input(image_batch.copy())\n\n# get the predicted probabilities for each class\npredictions = vgg_model.predict(processed_image)\n# print predictions\n# convert the probabilities to class labels\n# we will get top 5 predictions which is the default\nlabel_vgg = decode_predictions(predictions)\n# print VGG16 predictions\nfor prediction_id in range(len(label_vgg[0])):\n    print(label_vgg[0][prediction_id])<\/pre>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc :<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-linenumbers=\"false\">('n02123597', 'Siamese_cat', 0.30934194)\n('n01877812', 'wallaby', 0.08034124)\n('n02326432', 'hare', 0.07509843)\n('n02325366', 'wood_rabbit', 0.0505307)\n('n03223299', 'doormat', 0.048173614)\n<\/pre>\n<ol>\n<li style=\"text-align: justify\">\u0645\u0642\u0627\u06cc\u0633\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641. \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u0645. \u0627\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u06af\u0631\u0628\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06f4 \u0645\u062f\u0644 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 \u060c \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"552\" height=\"550\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647.png\" alt=\"\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u06af\u0631\u0628\u0647\" class=\"wp-image-12650\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647.png 552w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-300x300.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-150x150.png 150w\" sizes=\"(max-width: 552px) 100vw, 552px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u0627\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0633\u06af \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0627\u0634\u062f\u060c \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a :<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"557\" height=\"558\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af.png\" alt=\"\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0633\u06af\" class=\"wp-image-12651\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af.png 557w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af-300x300.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af-150x150.png 150w\" sizes=\"(max-width: 557px) 100vw, 557px\" \/><\/figure><\/div>\n\n\n<p>\u0648 \u0646\u062a\u06cc\u062c\u0647 \u062e\u0631\u0648\u062c\u06cc \u067e\u0631\u062a\u0642\u0627\u0644 :<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"557\" height=\"558\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u067e\u0631\u062a\u0642\u0627\u0644.png\" alt=\"\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u067e\u0631\u062a\u0642\u0627\u0644\" class=\"wp-image-12653\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u067e\u0631\u062a\u0642\u0627\u0644.png 557w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u067e\u0631\u062a\u0642\u0627\u0644-300x300.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u067e\u0631\u062a\u0642\u0627\u0644-150x150.png 150w\" sizes=\"(max-width: 557px) 100vw, 557px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06af\u0648\u062c\u0647 \u0641\u0631\u0646\u06af\u06cc\u060c \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645 :<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"557\" height=\"558\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0648\u062c\u0647-\u0641\u0631\u0646\u06af\u06cc.png\" alt=\"\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u06af\u0648\u062c\u0647 \u0641\u0631\u0646\u06af\u06cc\" class=\"wp-image-12654\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0648\u062c\u0647-\u0641\u0631\u0646\u06af\u06cc.png 557w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0648\u062c\u0647-\u0641\u0631\u0646\u06af\u06cc-300x300.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u06af\u0648\u062c\u0647-\u0641\u0631\u0646\u06af\u06cc-150x150.png 150w\" sizes=\"(max-width: 557px) 100vw, 557px\" \/><\/figure><\/div>\n\n\n<p>\u0648 \u0646\u062a\u06cc\u062c\u0647 \u062e\u0631\u0648\u062c\u06cc \u0647\u0646\u062f\u0648\u0627\u0646\u0647 :<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"557\" height=\"558\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0647\u0646\u062f\u0648\u0627\u0646\u0647.png\" alt=\"\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0647\u0646\u062f\u0648\u0627\u0646\u0647\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0647\u0646\u062f\u0648\u0627\u0646\u0647\" class=\"wp-image-12655\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0647\u0646\u062f\u0648\u0627\u0646\u0647.png 557w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0647\u0646\u062f\u0648\u0627\u0646\u0647-300x300.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u062a\u06cc\u062c\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062a\u0635\u0648\u06cc\u0631-\u0647\u0646\u062f\u0648\u0627\u0646\u0647-150x150.png 150w\" sizes=\"(max-width: 557px) 100vw, 557px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u062e\u0628 \u060c \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f ILSVRC \u060c \u06af\u0648\u062c\u0647 \u0641\u0631\u0646\u06af\u06cc \u0648 \u0647\u0646\u062f\u0648\u0627\u0646\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u067e\u0633\u062a \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645 \u062a\u0627 \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u0627\u0634\u06cc\u0627\u0621 \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 ILSVRC \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f. \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u062f\u0648 \u067e\u0633\u062a \u0628\u0639\u062f\u06cc \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0628\u0627 \u0645\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f!<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<div class=\"wp-block-columns has-vivid-green-cyan-color has-text-color is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/programming-tools\/get-started-with-imagenet-part-1\/\">\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 ImageNet &#8211; \u0642\u0633\u0645\u062a \u0627\u0648\u0644<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/programming-tools\/get-started-with-imagenet-part-2\/\">\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 ImageNet &#8211; \u0642\u0633\u0645\u062a \u062f\u0648\u0645<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/en-articles\/computer-vision-tutorial-implementing-mask-r-cnn-for-image-segmentation-with-python-code\/\">Computer Vision Tutorial: Implementing Mask R-CNN for Image Segmentation + Python Code<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/en-articles\/instance-segmentation-with-mask-r-cnn-and-tensorflow\/\">Splash of Color: Instance Segmentation with Mask R-CNN and TensorFlow<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/natural-language-processing-is-fun-part-1\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062c\u0630\u0627\u0628 \u0627\u0633\u062a! \u0642\u0633\u0645\u062a \u0627\u0648\u0644<\/a><\/li><\/ul>\n<\/div>\n<\/div>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/learnopencv.com\/keras-tutorial-using-pre-trained-imagenet-models\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Learn OpenCV<\/a>\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;12565&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0622\u0645\u0648\u0632\u0634 Keras : \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 ImageNet&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0633\u0639\u06cc \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0645\u0627\u0646\u0646\u062f ILSVRC \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0622\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0648\u062f\u0646\u062f \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645. \u062f\u0631 \u0633\u0647 \u067e\u0633\u062a \u0628\u0639\u062f\u06cc \u0628\u0647 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0632\u06cc\u0631 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645 : &hellip;<\/p>\n","protected":false},"author":17,"featured_media":12659,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[147,97,101,86],"class_list":["post-12565","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-147","tag-97","tag-101","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12565","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=12565"}],"version-history":[{"count":21,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12565\/revisions"}],"predecessor-version":[{"id":16180,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12565\/revisions\/16180"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/12659"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=12565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=12565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=12565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}