{"id":12272,"date":"2021-08-02T12:02:20","date_gmt":"2021-08-02T07:32:20","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=12272"},"modified":"2024-11-29T18:36:48","modified_gmt":"2024-11-29T15:06:48","slug":"image-classification-using-convolutional-neural-networks-in-keras","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/","title":{"rendered":"\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u062f\u0631 Keras"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0628\u0627 \u0627\u0635\u0648\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u0648 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0634\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f <strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/understanding-feedforward-neural-networks\/\" target=\"_blank\" rel=\"noopener\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u067e\u06cc\u0634\u062e\u0648\u0631 <\/a>\u060c<\/strong> \u062a\u0648\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632\u06cc \u0648 <strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-basics-using-keras\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0628\u0627\u0646\u06cc Keras<\/a><\/strong> \u0628\u062d\u062b \u06a9\u0631\u062f\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc <a href=\"https:\/\/en.wikipedia.org\/wiki\/MNIST_database\" target=\"_blank\" rel=\"noopener\">MNIST<\/a> \u0648 <a href=\"https:\/\/www.cs.toronto.edu\/~kriz\/cifar.html\" target=\"_blank\" rel=\"noopener\">CIFAR10<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\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\" 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class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B1-%DB%B2-_%D9%84%D8%A7%DB%8C%D9%87_%DA%A9%D8%A7%D9%86%D9%88%D9%84%D9%88%D8%B4%D9%86%DB%8C\" >\u06f1-\u06f2- \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B2-%DB%B2-_CNN_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B3%D9%84%D8%B3%D9%84%D9%87_%D9%85%D8%B1%D8%A7%D8%AA%D8%A8%DB%8C_%D8%B1%D8%A7_%DB%8C%D8%A7%D8%AF_%D9%85%DB%8C_%DA%AF%DB%8C%D8%B1%D8%AF\" >\u06f2-\u06f2- CNN \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B3-%DB%B2-_%D9%84%D8%A7%DB%8C%D9%87_%D8%AD%D8%AF%D8%A7%DA%A9%D8%AB%D8%B1_%D8%AA%D8%AC%D9%85%D8%B9\" >\u06f3-\u06f2- \u0644\u0627\u06cc\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639<\/a><\/li><\/ul><\/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\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B3-_%D9%BE%DB%8C%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_CNN_%D8%AF%D8%B1_Keras\" >\u06f3- \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc CNN \u062f\u0631 Keras<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B1-%DB%B3-_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%E2%80%93_CIFAR10\" >\u06f1-\u06f3- \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8211; CIFAR10<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B2-%DB%B3-_%D8%B4%D8%A8%DA%A9%D9%87\" >\u06f2-\u06f3- \u0634\u0628\u06a9\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B3-%DB%B3-_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%B4%D8%A8%DA%A9%D9%87\" >\u06f3-\u06f3- \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B4-%DB%B3-_%D9%85%D9%86%D8%AD%D9%86%DB%8C_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D8%B2%DB%8C%D8%A7%D9%86_%D9%88_%D8%AF%D9%82%D8%AA\" >\u06f4-\u06f3- \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0627\u0632 \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B4-_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C\" >\u06f4- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B1-%DB%B4-_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%A8%D8%A7_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C\" >\u06f1-\u06f4- \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B2-%DB%B4-_%D9%85%D9%86%D8%AD%D9%86%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B2%DB%8C%D8%A7%D9%86_%D9%88_%D8%AF%D9%82%D8%AA\" >\u06f2-\u06f4- \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/#%DB%B5-_%DA%A9%D9%84%D8%A7%D9%85_%D8%A2%D8%AE%D8%B1\" >\u06f5- \u06a9\u0644\u0627\u0645 \u0622\u062e\u0631<\/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-1\" >\u06f1- \u0647\u062f\u0641<\/a><\/li><li><a href=\"#h-2\" >\u06f2- \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/a><ul><li><a href=\"#h-1-2\" >\u06f1-\u06f2- \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/a><ul><li><a href=\"#h-1-1-2\" >\u06f1-\u06f1-\u06f2- \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644\u0633\u0627\u0632\u06cc<\/a><\/li><li><a href=\"#h-2-1-2\" >\u06f2-\u06f1-\u06f2- \u0648\u0632\u0646 \u0647\u0627 \u0648 \u0628\u0627\u06cc\u0627\u0633 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647<\/a><\/li><li><a href=\"#h-3-1-2\" >\u06f3-\u06f1-\u06f2- \u06af\u0627\u0645 \u062d\u0631\u06a9\u062a \u0641\u06cc\u0644\u062a\u0631<\/a><\/li><li><a href=\"#h-4-1-2\" >\u06f4-\u06f1-\u06f2- \u0641\u06cc\u0644\u062a\u0631\u0647\u0627\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/a><\/li><li><a href=\"#h-5-1-2\" >\u06f5-\u06f1-\u06f2- \u0644\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0628\u0627 \u0635\u0641\u0631<\/a><\/li><\/ul><\/li><li><a href=\"#h-2-2-cnn\" >\u06f2-\u06f2- CNN \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f<\/a><\/li><li><a href=\"#h-3-2\" >\u06f3-\u06f2- \u0644\u0627\u06cc\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639<\/a><\/li><\/ul><\/li><li><a href=\"#h-3-cnn-keras\" >\u06f3- \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc CNN \u062f\u0631 Keras<\/a><ul><li><a href=\"#h-1-3-cifar10\" >1-3- \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8211; CIFAR10<\/a><\/li><li><a href=\"#h-2-3\" >2-3- \u0634\u0628\u06a9\u0647<\/a><\/li><li><a href=\"#h-3-3\" >\u06f3-\u06f3- \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647<\/a><\/li><li><a href=\"#h-4-3\" >\u06f4-\u06f3- \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0627\u0632 \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a<\/a><\/li><\/ul><\/li><li><a href=\"#h-4\" >\u06f4- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/a><ul><li><a href=\"#h-1-4\" >\u06f1-\u06f4- \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/a><\/li><li><a href=\"#h-2-4\" >\u06f2-\u06f4- \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a<\/a><\/li><\/ul><\/li><li><a href=\"#h-5\" >\u06f5- \u06a9\u0644\u0627\u0645 \u0622\u062e\u0631<\/a><\/li><\/nav><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%D9%87%D8%AF%D9%81\"><\/span><strong>\u06f1- \u0647\u062f\u0641<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 <strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-feedforward-neural-network-in-keras\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc<\/a><\/strong> \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u060c \u0645\u0627 \u0627\u0632 \u067e\u0631\u0633\u067e\u062a\u0631\u0648\u0646 \u0686\u0646\u062f \u0644\u0627\u06cc\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0631\u0642\u0627\u0645 MNIST \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u0628\u0648\u062f \u0632\u06cc\u0631\u0627 \u0645\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0647 \u062f\u0642\u062a \u06f9\u06f8\u066b\u06f3 \u062f\u0631\u0635\u062f\u06cc \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u06cc\u0645. \u0627\u0645\u0627 \u0645\u0634\u06a9\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0627 \u060c \u062a\u0645\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0631\u06a9\u0632 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u0627\u06af\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062f\u0631 \u0645\u0631\u06a9\u0632 \u0642\u0631\u0627\u0631 \u0646\u06af\u06cc\u0631\u0646\u062f \u060c \u0631\u0648\u0634 MLP \u0686\u0646\u062f\u0627\u0646 \u0645\u0648\u0641\u0642 \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0634\u0628\u06a9\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u06cc\u0645\u0646 \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0627\u0646\u062a\u0642\u0627\u0644 \u0639\u062f\u062f \u06f7 \u0628\u0647 \u062c\u0647\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0645\u0631\u06a9\u0632 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0627\u0645\u0627 \u062f\u0631 \u062f\u0648 \u062d\u0627\u0644\u062a \u062f\u06cc\u06af\u0631 \u0634\u06a9\u0633\u062a \u0645\u06cc \u062e\u0648\u0631\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0647\u0645 \u0645\u0648\u0641\u0642 \u0628\u0627\u0634\u062f \u060c \u06cc\u0627 \u0628\u0627\u06cc\u062f MLP \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645 \u06cc\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u060c \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0628\u0627\u0634\u062f\u060c \u06a9\u0647 \u0627\u0644\u0628\u062a\u0647 \u06a9\u0627\u0631 \u062f\u0634\u0648\u0627\u0631\u06cc \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"916\" height=\"366\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0627\u0634\u062a\u0628\u0627\u0647-\u0634\u0628\u06a9\u0647-MLP-\u0628\u0627-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0646-\u0646\u0648\u0634\u062a\u0647-\u062f\u0631-\u062a\u0635\u0648\u06cc\u0631.jpg\" alt=\"\u0627\u0634\u062a\u0628\u0627\u0647 \u0634\u0628\u06a9\u0647 MLP \u0628\u0627 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0646 \u0646\u0648\u0634\u062a\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631\" class=\"wp-image-12292\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0627\u0634\u062a\u0628\u0627\u0647-\u0634\u0628\u06a9\u0647-MLP-\u0628\u0627-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0646-\u0646\u0648\u0634\u062a\u0647-\u062f\u0631-\u062a\u0635\u0648\u06cc\u0631.jpg 916w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0627\u0634\u062a\u0628\u0627\u0647-\u0634\u0628\u06a9\u0647-MLP-\u0628\u0627-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0646-\u0646\u0648\u0634\u062a\u0647-\u062f\u0631-\u062a\u0635\u0648\u06cc\u0631-300x120.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0627\u0634\u062a\u0628\u0627\u0647-\u0634\u0628\u06a9\u0647-MLP-\u0628\u0627-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0646-\u0646\u0648\u0634\u062a\u0647-\u062f\u0631-\u062a\u0635\u0648\u06cc\u0631-768x307.jpg 768w\" sizes=\"(max-width: 916px) 100vw, 916px\" \/><figcaption>\u0627\u0634\u062a\u0628\u0627\u0647 \u0634\u0628\u06a9\u0647 MLP \u0628\u0627 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0646 \u0646\u0648\u0634\u062a\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0634\u0628\u06a9\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u06cc\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u06a9\u0644\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u062f. \u0645\u0634\u06a9\u0644 \u0627\u0635\u0644\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627 \u062e\u06cc\u0644\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f \u0632\u06cc\u0631\u0627 \u0647\u0631 \u06af\u0631\u0647 \u062f\u0631 \u0644\u0627\u06cc\u0647 L \u0628\u0647 \u06cc\u06a9 \u06af\u0631\u0647 \u062f\u0631 \u0644\u0627\u06cc\u0647 L-1 \u0645\u062a\u0635\u0644 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0639\u0645\u06cc\u0642 \u0641\u0642\u0637 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 MLP \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0646\u06cc\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u06a9\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u060c \u0647\u0631 \u062f\u0648 \u0645\u0634\u06a9\u0644 \u0641\u0648\u0642 \u062a\u0627 \u062d\u062f \u0632\u06cc\u0627\u062f\u06cc \u062d\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0645\u0627 \u0627\u0628\u062a\u062f\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u0634\u0631\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0648 \u0633\u067e\u0633 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc CNN \u0631\u0627 \u062f\u0631 Keras \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u062a\u0627 \u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D8%B4%D8%A8%DA%A9%D9%87_%D8%B9%D8%B5%D8%A8%DB%8C_%DA%A9%D8%A7%D9%86%D9%88%D9%84%D9%88%D8%B4%D9%86%DB%8C\"><\/span><strong>\u06f2- \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0646\u0648\u0639\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u067e\u06cc\u0634\u062e\u0648\u0631 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u06cc\u06a9 \u0637\u0631\u062d \u06a9\u0644\u06cc \u0627\u0632 \u06cc\u06a9 CNN \u0645\u062a\u062f\u0627\u0648\u0644 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0642\u0633\u0645\u062a \u0627\u0648\u0644 \u0634\u0627\u0645\u0644 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0648 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639 ( max-pooling ) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0642\u0633\u0645\u062a \u062f\u0648\u0645 \u0634\u0627\u0645\u0644 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u063a\u06cc\u0631\u062e\u0637\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"446\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0634\u0645\u0627\u062a\u06cc\u06a9-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc.jpg\" alt=\"\u0634\u0645\u0627\u062a\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc\" class=\"wp-image-12294\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0634\u0645\u0627\u062a\u06cc\u06a9-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0634\u0645\u0627\u062a\u06cc\u06a9-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc-300x191.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption>\u0634\u0645\u0627\u062a\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627\u0644\u0627 \u060c \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc Conv \u060c Pool \u0648 Dense \u0639\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0644\u0627\u06cc\u0647 softmax \u0628\u0627\u0634\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f \u062a\u0635\u0648\u06cc\u0631 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u06af\u0631\u0628\u0647 \u0627\u0633\u062a \u06cc\u0627 \u0686\u06cc\u0632 \u062f\u06cc\u06af\u0631. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0644\u0627\u06cc\u0647 sigmoid \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u062a\u0627 \u0627\u062d\u062a\u0645\u0627\u0644 \u06af\u0631\u0628\u0647 \u0628\u0648\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0628\u062f\u0647\u062f. \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u062f\u0648 \u0644\u0627\u06cc\u0647 \u0631\u0627 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-2\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B2-_%D9%84%D8%A7%DB%8C%D9%87_%DA%A9%D8%A7%D9%86%D9%88%D9%84%D9%88%D8%B4%D9%86%DB%8C\"><\/span><strong>\u06f1-\u06f2- \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0686\u0634\u0645 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 CNN \u062f\u0627\u0646\u0633\u062a. \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0647\u0633\u062a\u0646\u062f. \u0627\u06af\u0631 \u0622\u0646 \u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f \u060c \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632 \u0622\u0646 \u0647\u0627 \u0641\u0639\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u06cc \u062a\u0648\u0627\u0646 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0631\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639 \u0648\u0632\u0646 \u062f\u0627\u0631 \u0628\u06cc\u0646 \u062f\u0648 \u0633\u06cc\u06af\u0646\u0627\u0644 ( \u0627\u0632 \u0646\u0638\u0631 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0641\u0646\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u06cc\u06af\u0646\u0627\u0644 ) \u06cc\u0627 \u062a\u0648\u0627\u0628\u0639 ( \u0627\u0632 \u0646\u0638\u0631 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a ) \u062f\u0627\u0646\u0633\u062a. \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u062f\u0631 \u06cc\u06a9 \u0645\u06a9\u0627\u0646 \u062e\u0627\u0635 (x,y) \u060c \u0642\u0637\u0639\u0647 \u0627\u06cc \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 k x k \u0631\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u0631\u06a9\u0632\u06cc\u062a (x,y) &nbsp;\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0633\u067e\u0633 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0637\u0639\u0647 \u0631\u0627 \u0639\u0646\u0635\u0631 \u0628\u0647 \u0639\u0646\u0635\u0631 \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 (\u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 &nbsp;k x k) \u0636\u0631\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0647\u0645\u0647 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0648\u0627\u062d\u062f \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645. \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 k \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0631\u0646\u0644 \u06cc\u0627 \u0641\u06cc\u0644\u062a\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0645\u062b\u0627\u0644\u06cc-\u0627\u0632-\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646-\u0645\u0627\u062a\u0631\u06cc\u0633-\u0647\u0627.gif\" alt=\"\u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627\" class=\"wp-image-12295\" title=\"\"><figcaption>\u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a 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https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u06cc\u0627\u06af\u0631\u0627\u0645-\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646-\u0631\u0648\u06cc-\u062a\u0635\u0648\u06cc\u0631-300x172.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u06cc\u0627\u06af\u0631\u0627\u0645-\u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646-\u0631\u0648\u06cc-\u062a\u0635\u0648\u06cc\u0631-768x441.jpg 768w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><figcaption>\u062f\u06cc\u0627\u06af\u0631\u0627\u0645 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u0627\u06af\u0631 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0644\u063a\u0632\u0627\u0646\u062f\u0646 \u0641\u06cc\u0644\u062a\u0631 \u06f3x3x3 \u0631\u0648\u06cc \u06a9\u0644 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 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\u060c \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0641\u0639\u0627\u0644\u0633\u0627\u0632\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f3\u06f0x30x32 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a. \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u06a9\u0644 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0644\u0627\u062d\u0638\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u062f\u0627\u0631\u0627\u06cc \u0648\u0632\u0646 \u0647\u0627 \u0648 \u0628\u0627\u06cc\u0627\u0633 \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0648\u0632\u0646 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06f3\u06f2 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0647 \u06f3x3x3x32 = 288 \u0648 \u062a\u0639\u062f\u0627\u062f \u0628\u0627\u06cc\u0627\u0633 \u0647\u0627 \u0628\u0647 \u06f3\u06f2 \u0645\u06cc \u0631\u0633\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0642\u0633\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0628\u0631\u0627\u06cc-32-\u06a9\u0631\u0646\u0644.jpg\" alt=\"\u0646\u0642\u0633\u0647 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc 32 \u06a9\u0631\u0646\u0644\" class=\"wp-image-12297\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0642\u0633\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0628\u0631\u0627\u06cc-32-\u06a9\u0631\u0646\u0644.jpg 960w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0642\u0633\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0628\u0631\u0627\u06cc-32-\u06a9\u0631\u0646\u0644-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0642\u0633\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0628\u0631\u0627\u06cc-32-\u06a9\u0631\u0646\u0644-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption>\u0646\u0642\u0633\u0647 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u06f3\u06f2 \u06a9\u0631\u0646\u0644<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u06f3\u06f2 \u0646\u0642\u0634\u0647 \u0641\u0639\u0627\u0644\u0633\u0627\u0632\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u060c \u062d\u0627\u0635\u0644 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0644 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0645\u06cc \u0628\u0627\u0634\u062f.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-5-1-2\"><strong>\u06f5-\u06f1-\u06f2- \u0644\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0628\u0627 \u0635\u0641\u0631<\/strong><\/h4>\n\n\n<p style=\"text-align: justify\">\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u067e\u0633 \u0627\u0632 \u0647\u0631 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f (\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0632 \u06f3\u06f2\u00d7\u06f3\u06f2 \u0628\u0647 \u06f3\u06f0\u00d7\u06f3\u06f0 \u0631\u0633\u06cc\u062f\u06cc\u0645). \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0627\u0633\u062a \u06a9\u0647 \u0635\u0641\u0631\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0631\u0632 \u0648 \u0627\u0637\u0631\u0627\u0641 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0644\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0645 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0627\u0634\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c \u0627\u06af\u0631 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f1 \u062f\u0631 \u0647\u0631 \u062f\u0648 \u0637\u0631\u0641 \u0644\u0627\u06cc\u0647 \u0648\u0631\u0648\u062f\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645 \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0644\u0627\u06cc\u0647 \u062e\u0631\u0648\u062c\u06cc \u06f3\u06f2x32x32 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u06a9\u0647 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0633\u0627\u062f\u0647 \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0634\u0645\u0627 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 NxN \u060c \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 F \u062f\u0627\u0631\u06cc\u062f \u0648 \u06af\u0627\u0645 S \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0628\u0627 \u0635\u0641\u0631 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 P \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0633\u067e\u0633 \u060c \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 MxM \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u06a9\u0647 M = ((N-F + 2P) \/ S) + 1<\/p>\n<p style=\"text-align: justify\">\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0631\u0648\u06cc \u0645\u0639\u0627\u062f\u0644\u0647 \u0641\u0648\u0642 \u0648 \u0631\u0627\u0647 \u062d\u0644 P \u060c \u0644\u0627\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0627\u0628\u0639\u0627\u062f \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0627\u0634\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-cnn\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B2-_CNN_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B3%D9%84%D8%B3%D9%84%D9%87_%D9%85%D8%B1%D8%A7%D8%AA%D8%A8%DB%8C_%D8%B1%D8%A7_%DB%8C%D8%A7%D8%AF_%D9%85%DB%8C_%DA%AF%DB%8C%D8%B1%D8%AF\"><\/span><strong>\u06f2-\u06f2- CNN \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 CNN \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628\u06cc-CNN.jpg\" alt=\"\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc CNN\" class=\"wp-image-12298\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628\u06cc-CNN.jpg 960w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628\u06cc-CNN-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0648\u06cc\u0698\u06af\u06cc-\u0647\u0627\u06cc-\u0633\u0644\u0633\u0644\u0647-\u0645\u0631\u0627\u062a\u0628\u06cc-CNN-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc CNN<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0634\u06a9\u0644 \u0628\u0627\u0644\u0627 \u060c \u0645\u0631\u0628\u0639 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0646\u0627\u062d\u06cc\u0647 \u0627\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u0631\u0628\u0639 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0639\u062f\u062f \u0627\u0633\u062a. \u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u062f\u0631 \u0644\u0627\u06cc\u0647 \u0627\u0648\u0644 \u060c \u0645\u0631\u0628\u0639 \u0634\u0645\u0627\u0631\u0647 \u06f1 \u0627\u0632 \u0646\u0627\u062d\u06cc\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u06af \u0627\u0633\u062a \u060c \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f.<\/li>\n<li>\u062f\u0631 \u0644\u0627\u06cc\u0647 \u062f\u0648\u0645 \u060c \u0645\u0631\u0628\u0639 \u0634\u0645\u0627\u0631\u0647 \u06f2 \u0627\u0632 \u0645\u0631\u0628\u0639 \u0628\u0632\u0631\u06af\u062a\u0631 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u06f1 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f. \u0627\u0639\u062f\u0627\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u0628\u0639 \u0627\u0632 \u0645\u0646\u0627\u0637\u0642 \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u060c \u06a9\u0644 \u0627\u0637\u0631\u0627\u0641 \u06af\u0648\u0634 \u0686\u067e \u06af\u0631\u0628\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u0645\u0631\u0628\u0639 \u0634\u0645\u0627\u0631\u0647 \u06f2 \u0627\u0633\u062a.<\/li>\n<li>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0633\u0648\u0645 \u060c \u0627\u06cc\u0646 \u0627\u062b\u0631 \u0622\u0628\u0634\u0627\u0631\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0645\u0631\u0628\u0639 \u0634\u0645\u0627\u0631\u0647 \u06f3 \u0627\u0632 \u06cc\u06a9 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0632\u0631\u06af \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0646\u0627\u062d\u06cc\u0647 \u067e\u0627 \u0628\u062f\u0633\u062a \u0622\u06cc\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u0632 \u06af\u0641\u062a\u0647 \u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u0646\u0627\u0637\u0642 \u06a9\u0648\u0686\u06a9\u062a\u0631\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0644\u0628\u0647 \u0647\u0627 \u060c \u06af\u0648\u0634\u0647 \u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f. \u0647\u0631\u0686\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0639\u0645\u0642 \u0634\u0628\u06a9\u0647 \u067e\u06cc\u0634 \u0645\u06cc \u0631\u0648\u06cc\u0645 \u060c \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0627\u0632 \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u06cc\u06af\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0686\u0634\u0645 \u060c \u067e\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f!<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2\"><span class=\"ez-toc-section\" id=\"%DB%B3-%DB%B2-_%D9%84%D8%A7%DB%8C%D9%87_%D8%AD%D8%AF%D8%A7%DA%A9%D8%AB%D8%B1_%D8%AA%D8%AC%D9%85%D8%B9\"><\/span><strong>\u06f3-\u06f2- \u0644\u0627\u06cc\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0644\u0627\u06cc\u0647 \u062a\u062c\u0645\u0639 \u06cc\u0627 Pooling \u062f\u0631 \u0627\u06a9\u062b\u0631 \u0645\u0648\u0627\u0642\u0639 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u0639\u062f \u0627\u0632 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0641\u0636\u0627\u06cc\u06cc (\u0641\u0642\u0637 \u0639\u0631\u0636 \u0648 \u0627\u0631\u062a\u0641\u0627\u0639 \u060c \u0646\u0647 \u0639\u0645\u0642) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06a9\u0645\u062a\u0631 \u060c \u0627\u0632 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u0646\u06cc\u0632 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062a\u0648\u062c\u0647<\/strong> : \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u0628\u0647 \u0634\u0631\u0627\u06cc\u0637\u06cc \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0641\u0642\u0637 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u06a9\u0627\u0631 \u06a9\u0646\u062f \u060c \u0627\u0645\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062a\u062f\u0627\u0648\u0644 \u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u062a\u062c\u0645\u0639 \u060c \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639 ( Max Pooling ) \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 p \u060c \u0639\u0645\u0644\u06af\u0631 \u0645\u0627\u06a9\u0633\u06cc\u0645\u0645 \u06af\u06cc\u0631\u06cc \u0631\u0627 \u0631\u0648\u06cc \u062a\u0645\u0627\u0645 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0647 \u0647\u0645 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0644\u0627\u06cc\u0647-Max-Pooling-\u0628\u0631\u0634-\u0639\u0645\u0642\u06cc.jpg\" alt=\"\u0644\u0627\u06cc\u0647 Max Pooling\" class=\"wp-image-12311\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0644\u0627\u06cc\u0647-Max-Pooling-\u0628\u0631\u0634-\u0639\u0645\u0642\u06cc.jpg 960w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0644\u0627\u06cc\u0647-Max-Pooling-\u0628\u0631\u0634-\u0639\u0645\u0642\u06cc-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0644\u0627\u06cc\u0647-Max-Pooling-\u0628\u0631\u0634-\u0639\u0645\u0642\u06cc-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption>\u0644\u0627\u06cc\u0647 Max Pooling<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u062f\u0631 \u0634\u06a9\u0644 \u0628\u0627\u0644\u0627\u060c \u0644\u0627\u06cc\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0641\u06cc\u0644\u062a\u0631 \u06f2 \u00d7 \u06f2 \u0648 \u06af\u0627\u0645 \u06f2 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062e\u0631\u0648\u062c\u06cc \u0645\u0642\u062f\u0627\u0631 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062f\u0631 \u06cc\u06a9 \u0646\u0627\u062d\u06cc\u0647 \u06f2 \u00d7 \u06f2 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0631\u0642\u0627\u0645 \u0627\u062d\u0627\u0637\u0647 \u0634\u062f\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u062a\u062f\u0627\u0648\u0644 \u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u062c\u0645\u0639 \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f2 \u00d7 \u06f2 \u0648 \u06af\u0627\u0645 \u06f2 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u0633\u0627\u0633\u0627\u064b \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0646\u0635\u0641 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify\">\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u0628\u062d\u062b \u0646\u0638\u0631\u06cc \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u0645 \u0648 \u0628\u0647 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc CNN \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-cnn-keras\"><span class=\"ez-toc-section\" id=\"%DB%B3-_%D9%BE%DB%8C%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_CNN_%D8%AF%D8%B1_Keras\"><\/span><strong>\u06f3- \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc CNN \u062f\u0631 Keras<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-3-cifar10\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B3-_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%E2%80%93_CIFAR10\"><\/span><strong>\u06f1-\u06f3- \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 &#8211; CIFAR10<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0645\u062c\u0645\u0648\u0639\u0647 CIFAR10 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 Keras \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0627\u0631\u0627\u06cc \u06f5\u06f0\u06f0\u06f0\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u06f1\u06f0\u06f0\u06f0\u06f0 \u0639\u06a9\u0633 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f3\u06f2 \u00d7 \u06f3\u06f2 &nbsp;\u0627\u0633\u062a. \u06f1\u06f0 \u06a9\u0644\u0627\u0633 \u0634\u0627\u0645\u0644 \u0647\u0648\u0627\u067e\u06cc\u0645\u0627 \u060c \u0627\u062a\u0648\u0645\u0628\u06cc\u0644 \u060c \u067e\u0631\u0646\u062f\u0647 \u060c \u06af\u0631\u0628\u0647 \u060c \u0622\u0647\u0648 \u060c \u0633\u06af \u060c \u0642\u0648\u0631\u0628\u0627\u063a\u0647 \u060c \u0627\u0633\u0628 \u060c \u06a9\u0634\u062a\u06cc \u0648 \u06a9\u0627\u0645\u06cc\u0648\u0646 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0686\u0646\u062f \u0645\u062b\u0627\u0644 \u0627\u0632 \u0622\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"473\" height=\"367\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062a\u0635\u0627\u0648\u06cc\u0631-\u0646\u0645\u0648\u0646\u0647-\u0627\u0632-\u0645\u062c\u0645\u0648\u0639\u0647-CIFAR10.jpg\" alt=\"\u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 CIFAR10\" class=\"wp-image-12300\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062a\u0635\u0627\u0648\u06cc\u0631-\u0646\u0645\u0648\u0646\u0647-\u0627\u0632-\u0645\u062c\u0645\u0648\u0639\u0647-CIFAR10.jpg 473w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062a\u0635\u0627\u0648\u06cc\u0631-\u0646\u0645\u0648\u0646\u0647-\u0627\u0632-\u0645\u062c\u0645\u0648\u0639\u0647-CIFAR10-300x233.jpg 300w\" sizes=\"(max-width: 473px) 100vw, 473px\" \/><figcaption>\u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 CIFAR10<\/figcaption><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-3\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B3-_%D8%B4%D8%A8%DA%A9%D9%87\"><\/span><strong>\u06f2-\u06f3- \u0634\u0628\u06a9\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc CNN \u060c \u0628\u0627\u06cc\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0648 \u0633\u067e\u0633 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639 \u0631\u0627 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u060c Dropout \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0646\u0638\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06af\u0631\u0641\u062a. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u060c \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 softmax \u0627\u0636\u0627\u0641\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u0632\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">from tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, Dropout, Flatten\n\ndef createModel():\n    model = Sequential()\n    # The first two layers with 32 filters of window size 3x3\n    model.add(Conv2D(32, (3, 3), padding='same', activation='relu', input_shape=input_shape))\n    model.add(Conv2D(32, (3, 3), activation='relu'))\n    model.add(MaxPooling2D(pool_size=(2, 2)))\n    model.add(Dropout(0.25))\n\n    model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))\n    model.add(Conv2D(64, (3, 3), activation='relu'))\n    model.add(MaxPooling2D(pool_size=(2, 2)))\n    model.add(Dropout(0.25))\n\n    model.add(Conv2D(64, (3, 3), padding='same', activation='relu'))\n    model.add(Conv2D(64, (3, 3), activation='relu'))\n    model.add(MaxPooling2D(pool_size=(2, 2)))\n    model.add(Dropout(0.25))\n\n    model.add(Flatten())\n    model.add(Dense(512, activation='relu'))\n    model.add(Dropout(0.5))\n    model.add(Dense(nClasses, activation='softmax'))\n    \n    return model<\/pre>\n<p style=\"text-align: justify\">\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u060c \u0645\u0627 \u0627\u0632 \u06f6 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0648 \u06f1 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062e\u0637 \u06f6 \u0648 \u06f7 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0627 \u0628\u0627 \u06f3\u06f2 \u0641\u06cc\u0644\u062a\u0631 \u06cc\u0627 \u06a9\u0631\u0646\u0644 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f3 \u00d7 \u06f3 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c \u062f\u0631 \u062e\u0637 \u06f1\u06f0 \u060c \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0628\u0627 \u06f6\u06f4 \u0641\u06cc\u0644\u062a\u0631 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u062e\u0637 \u06f8 \u060c \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u062c\u0645\u0639 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u06f2 \u00d7 \u06f2 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u062e\u0637 \u06f9 \u060c \u06cc\u06a9 \u0644\u0627\u06cc\u0647 Dropout \u0628\u0627 \u0646\u0633\u0628\u062a \u06f0\u066b\u06f2\u06f5 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u062e\u0637\u0648\u0637 \u0622\u062e\u0631 \u060c \u0644\u0627\u06cc\u0647 \u0645\u062a\u0631\u0627\u06a9\u0645 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646 \u06f1\u06f0 \u06a9\u0644\u0627\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 softmax \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify\">\u0627\u06af\u0631 \u062e\u0644\u0627\u0635\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u0634\u06a9\u0644 \u0647\u0631 \u0644\u0627\u06cc\u0647 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"574\" height=\"657\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062e\u0644\u0627\u0635\u0647-\u0645\u062f\u0644-CNN-\u062f\u0631-Keras-\u0631\u0648\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-CIFAR10.png\" alt=\"\u062e\u0644\u0627\u0635\u0647 \u0645\u062f\u0644 CNN \u062f\u0631 Keras \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 CIFAR10\" class=\"wp-image-12301\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062e\u0644\u0627\u0635\u0647-\u0645\u062f\u0644-CNN-\u062f\u0631-Keras-\u0631\u0648\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-CIFAR10.png 574w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062e\u0644\u0627\u0635\u0647-\u0645\u062f\u0644-CNN-\u062f\u0631-Keras-\u0631\u0648\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-CIFAR10-262x300.png 262w\" sizes=\"(max-width: 574px) 100vw, 574px\" \/><figcaption>\u062e\u0644\u0627\u0635\u0647 \u0645\u062f\u0644 CNN \u062f\u0631 Keras \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 CIFAR10<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0627\u0648\u0644 \u0627\u0632 \u062a\u062c\u0645\u0639 ( padding ) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u060c \u0634\u06a9\u0644 \u062e\u0631\u0648\u062c\u06cc \u0648 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u0628\u0631 \u0627\u0633\u062a (\u06f3\u06f2 \u00d7 \u06f3\u06f2). \u0627\u0645\u0627 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u062f\u0648\u0645 \u062f\u0631 \u0647\u0631 \u062f\u0648 \u0628\u064f\u0639\u062f \u06f2 \u067e\u06cc\u06a9\u0633\u0644 \u06a9\u0648\u0686\u06a9 \u0645\u06cc \u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u062e\u0631\u0648\u062c\u06cc \u067e\u0633 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u062a\u062c\u0645\u0639 \u060c \u0646\u0635\u0641 \u0645\u06cc \u0634\u0648\u062f \u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u06af\u0627\u0645 \u06f2 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u06f2 \u00d7 \u06f2 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645. \u0644\u0627\u06cc\u0647 \u062e\u0631\u0648\u062c\u06cc \u0646\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u06f2x2x64 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0648\u0627\u062d\u062f \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u0648\u0633\u0637 \u0644\u0627\u06cc\u0647 flatten \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0622\u0631\u0627\u06cc\u0647 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u06cc\u06a9 \u0628\u0639\u062f\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f2x2x64 = 256 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0644\u0627\u06cc\u0647 \u0646\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u0627\u06cc \u06f1\u06f0 \u0648\u0627\u062d\u062f \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0634\u0627\u0645\u0644 \u06f1\u06f0 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-3\"><span class=\"ez-toc-section\" id=\"%DB%B3-%DB%B3-_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%B4%D8%A8%DA%A9%D9%87\"><\/span><strong>\u06f3-\u06f3- \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u060c \u0645\u0627 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0633\u0627\u062f\u0647 create -&gt; compile -&gt; fit \u067e\u06cc\u0631\u0648\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06f1\u06f0 \u06a9\u0644\u0627\u0633\u0647 \u0627\u0633\u062a \u060c \u0645\u0627 \u0627\u0632 categorical cross-entropy \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0636\u0631\u0631 \u06cc\u0627 \u0632\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 RMSProp \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 (epoch) \u0645\u062e\u062a\u0644\u0641 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06f1\u06f0\u06f0 \u062f\u0648\u0631\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Initialize the model\nmodel1 = createModel()\n\n# Set training process params\nbatch_size = 256\nepochs = 50\n\n# Set the training configurations: optimizer, loss function, accuracy metrics\nmodel1.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\n\nhistory = model1.fit(train_data,\n                     train_labels_one_hot,\n                     batch_size=batch_size, \n                     epochs=epochs, verbose=1, \n                     validation_data=(test_data, test_labels_one_hot)\n          )\n\n# Check the model results on the test set\nmodel1.evaluate(test_data, test_labels_one_hot)<\/pre>\n<p><\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-3\"><span class=\"ez-toc-section\" id=\"%DB%B4-%DB%B3-_%D9%85%D9%86%D8%AD%D9%86%DB%8C_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D8%B2%DB%8C%D8%A7%D9%86_%D9%88_%D8%AF%D9%82%D8%AA\"><\/span><strong>\u06f4-\u06f3- \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0627\u0632 \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Loss Curves\nplt.figure(figsize=[8,6])\nplt.plot(history.history['loss'],'r',linewidth=3.0)\nplt.plot(history.history['val_loss'],'b',linewidth=3.0)\nplt.legend(['Training loss', 'Validation Loss'],fontsize=18)\nplt.xlabel('Epochs ',fontsize=16)\nplt.ylabel('Loss',fontsize=16)\nplt.title('Loss Curves',fontsize=16)\n\n# Accuracy Curves\nplt.figure(figsize=[8,6])\nplt.plot(history.history['accuracy'],'r',linewidth=3.0)\nplt.plot(history.history['val_accuracy'],'b',linewidth=3.0)\nplt.legend(['Training Accuracy', 'Validation Accuracy'],fontsize=18)\nplt.xlabel('Epochs ',fontsize=16)\nplt.ylabel('Accuracy',fontsize=16)\nplt.title('Accuracy Curves',fontsize=16)<\/pre>\n<p><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"502\" height=\"394\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0636\u0631\u0631-CNN.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0636\u0631\u0631 CNN\" class=\"wp-image-12302\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0636\u0631\u0631-CNN.png 502w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0636\u0631\u0631-CNN-300x235.png 300w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 \u0636\u0631\u0631 CNN<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"502\" height=\"394\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-CNN.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0642\u062a CNN\" class=\"wp-image-12303\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-CNN.png 502w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-CNN-300x235.png 300w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0642\u062a CNN<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u0627\u0632 \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0641\u0648\u0642 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0647 \u0628\u06cc\u0646 \u0632\u06cc\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u062a\u0641\u0627\u0648\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0633\u0639\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u062a\u0646\u0647\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0642\u062a \u0628\u0647\u062a\u0631\u06cc \u0631\u0648\u06cc \u0622\u0646 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646\u0647 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u0627\u0633\u062a. \u0627\u0645\u0627 \u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u0627\u0632 Dropout \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u060c \u067e\u0633 \u0686\u0631\u0627 \u0647\u0646\u0648\u0632 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u062f\u0627\u0631\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u06cc\u0632 \u062f\u06cc\u06af\u0631\u06cc \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4\"><span class=\"ez-toc-section\" id=\"%DB%B4-_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C\"><\/span><strong>\u06f4- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0644\u0627\u06cc\u0644 \u0645\u0647\u0645 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0641\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u062e\u0648\u062f \u0646\u062f\u0627\u0631\u06cc\u062f. \u0628\u0647 \u063a\u06cc\u0631 \u0627\u0632 \u0627\u0632 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u062b\u0631 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634 \u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0634\u0627\u0645\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0633\u0627\u062e\u062a\u06af\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u062c\u0647\u062a \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0645\u06cc \u062e\u0633\u062a\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0634\u062f \u0627\u0645\u0627 \u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 Keras \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ImageDataGenerator \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">from tensorflow.keras.preprocessing.image import ImageDataGenerator\n \nImageDataGenerator(\n    rotation_range=10.,\n    width_shift_range=0.1,\n    height_shift_range=0.1,\n    shear_range=0.,\n    zoom_range=.1.,\n    horizontal_flip=True,\n    vertical_flip=True)<\/pre>\n<p style=\"text-align: justify\">\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u060c \u0645\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ImageDataGenerator \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f \u060c \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645. \u0627\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0634\u0627\u0645\u0644 \u0686\u0631\u062e\u0634 \u062a\u0635\u0648\u06cc\u0631 \u060c \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0686\u067e \/ \u0631\u0627\u0633\u062a \/ \u0628\u0627\u0644\u0627 \/ \u067e\u0627\u06cc\u06cc\u0646 \u060c \u0645\u0639\u06a9\u0648\u0633 \u06a9\u0631\u062f\u0646 \u0627\u0641\u0642\u06cc \u06cc\u0627 \u0639\u0645\u0648\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u060c \u0628\u0631\u0634 \u06cc\u0627 \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0644\u06cc\u0633\u062a \u06a9\u0627\u0645\u0644 \u060c <a href=\"https:\/\/keras.io\/api\/preprocessing\/image\/\" target=\"_blank\" rel=\"noopener\">\u0627\u0633\u0646\u0627\u062f<\/a> \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"507\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-1024x507.png\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u06af\u0631\u0628\u0647\" class=\"wp-image-12304\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-1024x507.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-300x149.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647-768x380.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062a\u0635\u0627\u0648\u06cc\u0631-\u06af\u0631\u0628\u0647.png 1159w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u06af\u0631\u0628\u0647<\/figcaption><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-4\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B4-_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%A8%D8%A7_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C\"><\/span><strong>\u06f1-\u06f4- \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u062e\u0634 \u0642\u0628\u0644\u06cc \u060c \u0645\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0627 \u0627\u0632 ImageDataGenerator \u0628\u0631\u0627\u06cc \u062a\u063a\u0630\u06cc\u0647 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">from tensorflow.keras.preprocessing.image import ImageDataGenerator\n \n# Initialize the model\nmodel2 = createModel()\n\nmodel2.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Set training process params\nbatch_size = 256\nepochs = 50\n\n# Define transformations for train data\ndatagen = ImageDataGenerator(\n        width_shift_range=0.1,  # randomly shift images horizontally (fraction of total width)\n        height_shift_range=0.1,  # randomly shift images vertically (fraction of total height)\n        horizontal_flip=True,  # randomly flip images\n        vertical_flip=False)  # randomly flip images\n\n# Fit the model on the batches generated by datagen.flow().\nhistory2 = model2.fit(datagen.flow(train_data, train_labels_one_hot, batch_size=batch_size),\n                      steps_per_epoch=int(np.ceil(train_data.shape[0] \/ float(batch_size))),\n                      epochs=epochs,\n                      validation_data=(test_data, test_labels_one_hot),\n                      workers=4\n           )\n\nmodel2.evaluate(test_data, test_labels_one_hot)<\/pre>\n<p>\u062f\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 :<\/p>\n<ol>\n<li>\u0627\u0628\u062a\u062f\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li>\u0633\u067e\u0633 \u06cc\u06a9 ImageDataGenerator \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li>\u062a\u0627\u0628\u0639 ()flow \u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u060c \u062f\u0633\u062a\u0647 \u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u062a\u0627\u0628\u0639 fit_generator \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 flow \u0645\u062f\u0644 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ol>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-4\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B4-_%D9%85%D9%86%D8%AD%D9%86%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B2%DB%8C%D8%A7%D9%86_%D9%88_%D8%AF%D9%82%D8%AA\"><\/span><strong>\u06f2-\u06f4- \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0627\u0646 \u0648 \u062f\u0642\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Loss Curves\nplt.figure(figsize=[8,6])\nplt.plot(history2.history['loss'],'r',linewidth=3.0)\nplt.plot(history2.history['val_loss'],'b',linewidth=3.0)\nplt.legend(['Training loss', 'Validation Loss'],fontsize=18)\nplt.xlabel('Epochs ',fontsize=16)\nplt.ylabel('Loss',fontsize=16)\nplt.title('Loss Curves',fontsize=16)\n\n# Accuracy Curves\nplt.figure(figsize=[8,6])\nplt.plot(history2.history['accuracy'],'r',linewidth=3.0)\nplt.plot(history2.history['val_accuracy'],'b',linewidth=3.0)\nplt.legend(['Training Accuracy', 'Validation Accuracy'],fontsize=18)\nplt.xlabel('Epochs ',fontsize=16)\nplt.ylabel('Accuracy',fontsize=16)\nplt.title('Accuracy Curves',fontsize=16)<\/pre>\n<p><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"502\" height=\"394\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062a\u0627\u0628\u0639-\u0636\u0631\u0631-CNN.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0627\u0628\u0639 \u0636\u0631\u0631 CNN\" class=\"wp-image-12305\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062a\u0627\u0628\u0639-\u0636\u0631\u0631-CNN.png 502w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062a\u0627\u0628\u0639-\u0636\u0631\u0631-CNN-300x235.png 300w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0627\u0628\u0639 \u0636\u0631\u0631 CNN<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"502\" height=\"394\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062a\u0627\u0628\u0639-\u062f\u0642\u062a-CNN.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0627\u0628\u0639 \u062f\u0642\u062a CNN\" class=\"wp-image-12306\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062a\u0627\u0628\u0639-\u062f\u0642\u062a-CNN.png 502w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/08\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062a\u0627\u0628\u0639-\u062f\u0642\u062a-CNN-300x235.png 300w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0627\u0628\u0639 \u062f\u0642\u062a CNN<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u062f\u0642\u062a \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u062f\u0642\u062a \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u062a\u0639\u0645\u06cc\u0645 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0627\u0632 \u0622\u0646\u062c\u0627 \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644 \u062d\u062a\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u0647\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 &#8211; \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0639\u06a9\u0648\u0633 \u0634\u062f\u0647) \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5\"><span class=\"ez-toc-section\" id=\"%DB%B5-_%DA%A9%D9%84%D8%A7%D9%85_%D8%A2%D8%AE%D8%B1\"><\/span><strong>\u06f5- \u06a9\u0644\u0627\u0645 \u0622\u062e\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0632\u06cc\u0627\u062f\u06cc \u0635\u0631\u0641 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u0645\u0633\u0627\u0626\u0644 \u0633\u0627\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0646\u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u0634\u06a9\u0644 \u0628\u0631 \u0628\u062e\u0648\u0631\u06cc\u0645. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u0627\u0646 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0633\u062e\u0627\u0648\u062a\u0645\u0646\u062f\u0627\u0646\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0635\u062f\u0647\u0627 \u0633\u0627\u0639\u062a \u0632\u0645\u0627\u0646 \u0631\u0648\u06cc GPU \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \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.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0646 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645\u060c \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0622\u0646 \u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u067e\u0633\u062a \u0628\u0639\u062f\u06cc \u0628\u0647 \u0622\u0634\u0646\u0627\u06cc\u06cc \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 (Fine-tuning) \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\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\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/\">\u0648\u0642\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645\u060c \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f \u0628\u062e\u0634 \u062f\u0648\u0645 : \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/convolutional-neural-networks-tutorial\/\">\u062e\u0648\u062f\u0622\u0645\u0648\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc &#8211; \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627 \u0686\u06af\u0648\u0646\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u062a\u0641\u0633\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/how-snapchats-filters-recognize-your-face\/\">\u0641\u06cc\u0644\u062a\u0631 \u0647\u0627\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 Snapchat \u0686\u06af\u0648\u0646\u0647 \u0686\u0647\u0631\u0647 \u06cc \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u0646\u062f\u061f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/convolutional-neural-networks-and-machine-vision\/\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/automating-image-processing-with-deep-learning\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/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\/image-classification-using-convolutional-neural-networks-in-keras\/\" 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;12272&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;\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u062f\u0631 Keras&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 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0628\u0627 \u0627\u0635\u0648\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u0648 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0634\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0627 \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u067e\u06cc\u0634\u062e\u0648\u0631 \u060c &hellip;<\/p>\n","protected":false},"author":17,"featured_media":12309,"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-12272","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\/12272","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=12272"}],"version-history":[{"count":1,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12272\/revisions"}],"predecessor-version":[{"id":16185,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12272\/revisions\/16185"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/12309"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=12272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=12272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=12272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}