{"id":10728,"date":"2021-04-05T08:32:00","date_gmt":"2021-04-05T04:02:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=10728"},"modified":"2024-11-29T18:37:04","modified_gmt":"2024-11-29T15:07:04","slug":"pytorch-for-beginners-image-classification-using-pre-trained-models","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-image-classification-using-pre-trained-models\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 &#8211; \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0633\u0644\u0627\u0645! \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062f\u0648\u0645\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 PyTorch \u0627\u0633\u062a. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 PyTorch \u060c \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u0645 \u060c \u0628\u062d\u062b \u06a9\u0631\u062f\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u06af\u0627\u0647\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u062f\u0627\u0634\u062a\u06cc\u0645 \u0628\u0647 \u062a\u0646\u0633\u0648\u0631 \u0647\u0627 \u06a9\u0647 \u062f\u0631\u0648\u0627\u0642\u0639 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 PyTorch \u0647\u0633\u062a\u0646\u062f. \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0628\u0647 \u0628\u0631\u062e\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u06a9\u0647 \u062f\u0631 \u0645\u0627\u0698\u0648\u0644 TorchVision \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0633\u062a\u0647 TorchVision \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0648 \u0645\u062a\u062f\u0627\u0648\u0644 \u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u0648 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0631\u0627\u06cc\u062c \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0648\u0627\u0642\u0639 \u060c \u0627\u06af\u0631 \u0634\u0645\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0647\u0633\u062a\u06cc\u062f \u0648 \u0627\u0632 PyTorch \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c TorchVision \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u062e\u0648\u0627\u0647\u062f \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 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\u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B2-%DB%B1-_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D8%B4%D8%A8%DA%A9%D9%87_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_TorchVision\" >\u06f2-\u06f1- \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TorchVision<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B3-%DB%B1-_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_AlexNet_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\" >\u06f3-\u06f1- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AlexNet \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B4-%DB%B1-_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_ResNet_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\" >\u06f4-\u06f1- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ResNet \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D9%85%D8%AF%D9%84\" >\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B1-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%AF%D9%82%D8%AA_%D9%85%D8%AF%D9%84_%D9%87%D8%A7\" >\u06f1-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0647\u0627<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B2-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%B2%D9%85%D8%A7%D9%86_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7\" >\u06f2-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B3-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87_%D9%85%D8%AF%D9%84\" >\u06f3-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B4-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%DA%A9%D9%84%DB%8C\" >\u06f4-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0644\u06cc<\/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\/pytorch-for-beginners-image-classification-using-pre-trained-models\/#%DB%B3-_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\" >\u06f3- \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc<\/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- \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/a><ul><li><a href=\"#h-1-1\" >\u06f1-\u06f1- \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644<\/a><\/li><li><a href=\"#h-2-1-torchvision\" >\u06f2-\u06f1- \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TorchVision<\/a><\/li><li><a href=\"#h-3-1-alexnet\" >3-1- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AlexNet \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><li><a href=\"#h-4-1-resnet\" >\u06f4-\u06f1- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ResNet \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/a><\/li><\/ul><\/li><li><a href=\"#h-2\" >\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644<\/a><ul><li><a href=\"#h-1-2\" >\u06f1-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0647\u0627<\/a><\/li><li><a href=\"#h-2-2\" >\u06f2-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/a><\/li><li><a href=\"#h-3-2\" >\u06f3-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644<\/a><\/li><li><a href=\"#h-4-2\" >\u06f4-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0644\u06cc<\/a><\/li><\/ul><\/li><li><a href=\"#h-3\" >\u06f3- \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc<\/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%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B2_%D9%82%D8%A8%D9%84_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\"><\/span>\u06f1- <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0639\u06cc\u0627\u0631 \u0645\u0627\u0646\u0646\u062f ImageNet \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f. \u062c\u0627\u0645\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062a\u0646 \u0628\u0627\u0632 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u060c \u0639\u0627\u0645\u0644 \u0627\u0635\u0644\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0633\u0631\u06cc\u0639 \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f. \u0633\u0627\u06cc\u0631 \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0633\u0627\u0632\u0646\u062f \u060c \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0632\u06cc\u0631 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u0632 \u0686\u06af\u0648\u0646\u06af\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u0633\u062a\u0647 TorchVision \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \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=\"691\" height=\"654\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062e\u0637-\u0632\u0645\u0627\u0646\u06cc-\u0645\u062f\u0644-\u0647\u0627\u06ccTorchvision-.jpg\" alt=\"\u062e\u0637 \u0632\u0645\u0627\u0646\u06cc \u0645\u062f\u0644 \u0647\u0627\u06ccTorchvision\" class=\"wp-image-10986\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062e\u0637-\u0632\u0645\u0627\u0646\u06cc-\u0645\u062f\u0644-\u0647\u0627\u06ccTorchvision-.jpg 691w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062e\u0637-\u0632\u0645\u0627\u0646\u06cc-\u0645\u062f\u0644-\u0647\u0627\u06ccTorchvision--300x284.jpg 300w\" sizes=\"(max-width: 691px) 100vw, 691px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u0686\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f. \u0645\u0627 \u062f\u0631\u0628\u0627\u0631\u0647 AlexNet \u0648 ResNet101 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0648 \u0645\u062b\u0627\u0644 \u0627\u0635\u0644\u06cc \u0628\u062d\u062b \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc ImageNet \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 <a href=\"http:\/\/image-net.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">ImageNet<\/a> \u0628\u06cc\u0634 \u0627\u0632 <strong>\u06f1\u06f4 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631<\/strong> \u062f\u0627\u0631\u062f \u06a9\u0647 \u062a\u0648\u0633\u0637 <strong>\u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f<\/strong> \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 <strong>\u06a9\u0644\u0627\u0633<\/strong> \u0647\u0627 \u06cc\u0627 <strong>\u0628\u0631\u0686\u0633\u0628<\/strong> \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648 \u0627\u0635\u0637\u0644\u0627\u062d \u0628\u0647 \u062c\u0627\u06cc \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u0645\u0627 \u0627\u0632 \u0648\u0627\u0698\u0647 <strong>\u06a9\u0644\u0627\u0633<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0647\u062f\u0641 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0627\u0646\u0646\u062f AlexNet \u0648 ResNet101 \u060c \u062f\u0631\u06cc\u0627\u0641\u062a \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0644\u0627\u0633 \u0622\u0646 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06a9\u0644\u0645\u0647 <strong>\u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/strong> \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 AlexNet \u0648 ResNet101 \u060c \u0642\u0628\u0644\u0627\u064b \u062f\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0648\u0632\u0646 \u0647\u0627 \u0648 \u0628\u0627\u06cc\u0627\u0633 \u0647\u0627\u06cc \u062d\u0627\u0635\u0644 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0648\u0632\u0646 \u0648 \u0628\u0627\u06cc\u0627\u0633 \u0628\u0627\u06cc\u062f \u06a9\u0627\u0645\u0644\u0627\u064b \u0648\u0627\u0636\u062d \u0628\u0627\u0634\u062f \u0632\u06cc\u0631\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u060c TorchVision \u0647\u0645 \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-1\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B1-_%D9%81%D8%B1%D8%A2%DB%8C%D9%86%D8%AF_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7_%D9%85%D8%AF%D9%84\"><\/span><strong>\u06f1-\u06f1- \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0644\u0627\u0633 (\u0628\u0631\u0686\u0633\u0628) \u0648\u0631\u0648\u062f\u06cc \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0646\u062f \u06a9\u0627\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0632 \u0628\u062d\u062b \u06a9\u0646\u06cc\u0645. \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062f\u0644 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u06cc\u0627\u062f \u0645\u06cc \u0634\u0648\u062f. \u06a9\u0644 \u0631\u0648\u0646\u062f \u0634\u0627\u0645\u0644 \u0645\u0631\u0627\u062d\u0644 \u0627\u0635\u0644\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<ol>\n<li style=\"text-align: justify;\">\u062e\u0648\u0627\u0646\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc<\/li>\n<li style=\"text-align: justify;\">\u0627\u0646\u062c\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 &#8211; \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u060c \u0628\u0631\u0634 \u0645\u0631\u06a9\u0632\u06cc \u060c \u0646\u0631\u0645\u0627\u0644 \u0633\u0627\u0632\u06cc \u0648 \u063a\u06cc\u0631\u0647<\/li>\n<li style=\"text-align: justify;\">Forward Pass : \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u060c \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0628\u0631\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc. \u0647\u0631 \u0639\u0646\u0635\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u06cc\u06a9 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646\u06cc \u0631\u0627 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0627 \u0622\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u062e\u0627\u0635 \u0627\u0633\u062a.<\/li>\n<li style=\"text-align: justify;\">\u0646\u0645\u0627\u06cc\u0634 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 (\u0639\u0646\u0627\u0635\u0631 \u0628\u0631\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u06f3 \u0630\u06a9\u0631 \u06a9\u0631\u062f\u06cc\u0645).<\/li>\n<\/ol>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-1-torchvision\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B1-_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D8%B4%D8%A8%DA%A9%D9%87_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_TorchVision\"><\/span><strong>\u06f2-\u06f1- \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TorchVision<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0628\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645 \u0648 \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0647 \u0686\u0647 \u0645\u0639\u0646\u0627\u0633\u062a \u060c \u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u06a9\u0645\u06a9 \u0645\u0627\u0698\u0648\u0644 TorchVision \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0628\u062a\u062f\u0627 \u0645\u0627\u0698\u0648\u0644 TorchVision \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0646\u0635\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">pip install torchvision<\/pre>\n<p style=\"text-align: justify;\"><span style=\"font-size: inherit;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 torchvision \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0648\u062c\u0648\u062f\u060c \u0686\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f.<\/span><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">from torchvision import models\nimport torch\n\ndir(models)<\/pre>\n<p style=\"text-align: justify;\">\u0639\u062c\u0644\u0647 \u0646\u06a9\u0646\u06cc\u062f! \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u06cc\u0645 \u0631\u0627 \u0628\u0627 \u062f\u0642\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">['AlexNet',\n 'DenseNet',\n 'GoogLeNet',\n 'Inception3',\n 'MobileNetV2',\n 'ResNet',\n 'ShuffleNetV2',\n 'SqueezeNet',\n 'VGG',\n...\n 'alexnet',\n 'densenet',\n 'densenet121',\n 'densenet161',\n 'densenet169',\n 'densenet201',\n 'detection',\n 'googlenet',\n 'inception',\n 'inception_v3',\n...\n]<\/pre>\n<p style=\"text-align: justify;\">\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0646\u0627\u0645 AlexNet \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0647 \u0646\u0627\u0645 alexnet \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0646\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u06a9\u0644\u0627\u0633 \u067e\u0627\u06cc\u062a\u0648\u0646(AlexNet) &nbsp;\u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 alexnet \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647 \u0627\u0632 \u06a9\u0644\u0627\u0633 AlexNet \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062f\u0627\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627\u0634\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c &nbsp;densenet121\u060c &nbsp;densenet161\u060c &nbsp;densenet169\u060c &nbsp;densenet201\u060c \u0647\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 DenseNet \u0647\u0633\u062a\u0646\u062f \u0627\u0645\u0627 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 &#8211; \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u06f1\u06f2\u06f1\u060c \u06f1\u06f6\u06f1\u060c \u06f1\u06f6\u06f9 \u0648 \u06f2\u06f0\u06f1 .<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-1-alexnet\"><span class=\"ez-toc-section\" id=\"%DB%B3-%DB%B1-_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_AlexNet_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\"><\/span><strong>\u06f3-\u06f1- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AlexNet \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 AlexNet \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a \u060c \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645.&nbsp;<\/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\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-AlexNet.png\" alt=\"\u0645\u0639\u0645\u0627\u0631\u06cc AlexNet\" class=\"wp-image-10988\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-AlexNet.png 960w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-AlexNet-300x169.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0639\u0645\u0627\u0631\u06cc-AlexNet-768x432.png 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><figcaption>\u0645\u0639\u0645\u0627\u0631\u06cc AlexNet<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\"><strong>\u0645\u0631\u062d\u0644\u0647 \u06f1: \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/strong><\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644 \u060c \u0645\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u0631\u0633\u0627\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u062a\u0627 \u062a\u0627\u0628\u0639 \u0628\u062a\u0648\u0627\u0646\u062f \u0648\u0632\u0646 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">alexnet = models.alexnet(pretrained=True)\n\n# You will see a similar output as below\n# Downloading: \"https:\/\/download.pytorch.org\/models\/alexnet-owt- 4df8aa71.pth\" to \/home\/hp\/.cache\/torch\/checkpoints\/alexnet-owt-4df8aa71.pth<\/pre>\n<p style=\"text-align: justify;\">\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u062f\u0644 \u0647\u0627\u06cc PyTorch \u062f\u0627\u0631\u0627\u06cc \u067e\u0633\u0648\u0646\u062f <strong>pt.<\/strong> \u06cc\u0627 <strong>pth.<\/strong> \u0647\u0633\u062a\u0646\u062f<\/p>\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648\u0632\u0646 \u0647\u0627 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0631\u0627\u062d\u0644 \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">print(alexnet)<\/pre>\n<p style=\"text-align: justify;\">\u0646\u06af\u0631\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0627\u0636\u0627\u0641\u06cc \u0646\u0628\u0627\u0634\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633\u0627\u064b \u0628\u062e\u0627\u0637\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a \u0648 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc AlexNet \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0645\u0631\u062d\u0644\u0647 \u06f2: \u062a\u0639\u06cc\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u062a\u0635\u0648\u06cc\u0631 <\/strong><\/p>\n<p style=\"text-align: justify;\">\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u0627 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a \u062a\u0627 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u0645\u0646\u0627\u0633\u0628 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0648 \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0639\u06cc\u0627\u0631 \u0628\u0631\u0633\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u06cc\u062f \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0634\u0628\u06a9\u0647\u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0645\u0639\u0642\u0648\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0627 \u06a9\u0645\u06a9 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u0627\u0698\u0648\u0644 TochVision \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc AlexNet \u0648 ResNet \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">from torchvision import transforms\ntransform = transforms.Compose([            #[1]\n transforms.Resize(256),                    #[2]\n transforms.CenterCrop(224),                #[3]\n transforms.ToTensor(),                     #[4]\n transforms.Normalize(                      #[5]\n mean=[0.485, 0.456, 0.406],                #[6]\n std=[0.229, 0.224, 0.225]                  #[7]\n )])<\/pre>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0641\u0648\u0642 \u0631\u062e \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u0645.<\/p>\n<p><\/p>\n<p style=\"text-align: justify;\"><strong>\u062e\u0637 [\u06f1]:<\/strong> \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u062a\u063a\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062e\u0637 [\u06f2]:<\/strong> \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u06f2\u06f5\u06f6 \u00d7 \u06f2\u06f5\u06f6 \u067e\u06cc\u06a9\u0633\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062e\u0637 [\u06f3]:<\/strong> \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u06f2\u06f2\u06f4 \u00d7 \u06f2\u06f2\u06f4 \u067e\u06cc\u06a9\u0633\u0644 \u0627\u0632 \u0645\u0631\u06a9\u0632 \u0628\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062e\u0637 [\u06f4]:<\/strong> \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 Pythorch Tensor \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062e\u0637 [\u06f5-\u06f7]:<\/strong> \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0648 \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u0639\u06cc\u0627\u0631 \u0622\u0646 \u0631\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0646\u0631\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\n<\/p><p style=\"text-align: justify;\"><strong>\u0645\u0631\u062d\u0644\u0647 \u06f3: \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc <\/strong><\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 Pillow (PIL) \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0627 TorchVision \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 TorchVision \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Import Pillow\nfrom PIL import Image\nimg = Image.open(\"dog.jpg\")<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"577\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0633\u06af \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0627 torchvision\" class=\"wp-image-10993\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u0633\u06af-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision-300x247.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">img_t = transform(img)\nbatch_t = torch.unsqueeze(img_t, 0)<\/pre>\n<p style=\"text-align: justify;\"><strong>\u0645\u0631\u062d\u0644\u0647 \u06f4: \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644<\/strong><\/p>\n<p style=\"text-align: justify;\">\u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u0648\u0642\u062a \u0622\u0646 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0645\u062f\u0644\u060c \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0686\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644\u062a <strong>eval<\/strong> \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">alexnet.eval()<\/pre>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">out = alexnet(batch_t)\nprint(out.shape)<\/pre>\n<p style=\"text-align: justify;\">\u0647\u0645\u0647 \u0627\u06cc\u0646 \u0647\u0627 \u062e\u0648\u0628 \u0627\u0633\u062a \u0627\u0645\u0627 \u0645\u0627 \u0628\u0627 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u06f1\u06f0\u06f0\u06f0 \u0639\u0646\u0635\u0631 \u0627\u0633\u062a \u0686\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f \u0645\u0627 \u0647\u0646\u0648\u0632 \u06a9\u0644\u0627\u0633 ( \u06cc\u0627 \u0628\u0631\u0686\u0633\u0628 ) \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0646\u06af\u0631\u0641\u062a\u0647 \u0627\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0646\u06cc \u06a9\u0647 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u06f1\u06f0\u06f0\u06f0 \u0628\u0631\u0686\u0633\u0628 \u0631\u0627 \u062f\u0627\u0631\u062f \u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0634\u0645\u0627\u0631\u0647 \u062e\u0637 \u060c \u0634\u0645\u0627\u0631\u0647 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u062f\u0647\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">with open('imagenet_classes.txt') as f:\n  classes = [line.strip() for line in f.readlines()]<\/pre>\n<p style=\"text-align: justify;\">\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 AlexNet \u0648 ResNet \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 ImageNet \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0644\u06cc\u0633\u062a \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u062d\u0627\u0644 \u060c \u0628\u0627\u06cc\u062f \u0634\u0627\u062e\u0635\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0631 \u0628\u0631\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u062a\u060c \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645. \u0645\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0634\u0627\u062e\u0635 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \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\">_, index = torch.max(out, 1)\n\npercentage = torch.nn.functional.softmax(out, dim=1)[0] * 100\n\nprint(labels[index[0]], percentage[index[0]].item())<\/pre>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u06f4\u06f1\u066b\u06f5\u06f8\u066a \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 Labrador Retriever &nbsp;\u0645\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0645\u0627 \u0627\u06cc\u0646 \u062f\u0631\u0635\u062f \u0627\u0637\u0645\u06cc\u0646\u0627\u0646\u060c \u062e\u06cc\u0644\u06cc \u06a9\u0645 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0686\u0647 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">_, indices = torch.sort(out, descending=True)\n[(labels[idx], percentage[idx].item()) for idx in indices[0][:5]]<\/pre>\n<p style=\"text-align: justify;\">\u0648 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f :<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">[('Labrador retriever', 41.585166931152344),\n ('golden retriever', 16.59166145324707),\n ('Saluki, gazelle hound', 16.286880493164062),\n ('whippet', 2.8539133071899414),\n ('Ibizan hound, Ibizan Podenco', 2.3924720287323)]<\/pre>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0628\u0627\u0631\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f \u060c \u0628\u0627\u06cc\u062f \u0628\u06af\u0648\u06cc\u0645 \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0647\u0627 \u0646\u0698\u0627\u062f\u0647\u0627\u06cc \u0633\u06af \u0647\u0633\u062a\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u0648\u0641\u0642 \u0634\u062f \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0646\u0633\u0628\u062a\u0627\u064b \u0628\u0627\u0644\u0627\u06cc\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u0633\u06af \u0627\u0633\u062a \u0627\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u0698\u0627\u062f \u0633\u06af \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0645\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc \u0648 \u062e\u0648\u062f\u0631\u0648 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u0645 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"640\" height=\"338\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0648\u062a-\u0641\u0631\u0646\u06af\u06cc-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0627 torchvision\" class=\"wp-image-10994\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0648\u062a-\u0641\u0631\u0646\u06af\u06cc-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision.jpg 640w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0648\u062a-\u0641\u0631\u0646\u06af\u06cc-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision-300x158.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062a\u0648\u062a-\u0641\u0631\u0646\u06af\u06cc-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision-310x165.jpg 310w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0631\u0648\u062c\u06cc \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc \u0641\u0648\u0642 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u060c \u06a9\u0644\u0627\u0633 \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0627\u0645\u062a\u06cc\u0627\u0632 &#8221; \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc &#8221; \u0628\u0627 \u0646\u0645\u0631\u0647 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u06f9\u06f9\u066b\u06f9\u06f9\u066a \u0628\u0648\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">[('strawberry', 99.99365997314453),\n ('custard apple', 0.001047826954163611),\n ('banana', 0.0008201944874599576),\n ('orange', 0.0007371827960014343),\n ('confectionery, confectionary, candy store', 0.0005758354091085494)]<\/pre>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"640\" height=\"409\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0648\u062f\u0631\u0648-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062e\u0648\u062f\u0631\u0648 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0627 torchvision\" class=\"wp-image-10995\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0648\u062f\u0631\u0648-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision.jpg 640w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u062a\u0635\u0648\u06cc\u0631-\u062e\u0648\u062f\u0631\u0648-\u0628\u0631\u0627\u06cc-\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc-\u0628\u0627-torchvision-300x192.jpg 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062e\u0648\u062f\u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u060c \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">[('cab, hack, taxi, taxicab', 33.30569839477539),\n ('sports car, sport car', 14.424001693725586),\n ('racer, race car, racing car', 10.685123443603516),\n ('beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon',\n  \u06f7\u066b\u06f8\u06f4\u06f6\u06f5\u06f3\u06f2\u06f8\u06f2\u06f1\u06f6\u06f5\u06f5\u06f2\u06f7\u06f3),\n ('passenger car, coach, carriage', 6.985556125640869)]<\/pre>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u060c \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u06f4 \u0645\u0631\u062d\u0644\u0647 \u0637\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0686\u0637\u0648\u0631 \u0647\u0645\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 ResNet \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u061f<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-1-resnet\"><span class=\"ez-toc-section\" id=\"%DB%B4-%DB%B1-_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_ResNet_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1\"><\/span><strong>\u06f4-\u06f1- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ResNet \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u0627 \u0627\u0632 resnet101 \u06a9\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u062f\u0627\u0631\u0627\u06cc \u06f1\u06f0\u06f1 \u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. resnet101 \u062d\u062f\u0648\u062f \u06f4\u06f4\u066b\u06f5 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0637\u06cc \u0645\u0631\u0627\u062d\u0644 \u0622\u0645\u0648\u0632\u0634 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u062e\u06cc\u0644\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0627\u0633\u062a!<\/p>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0631\u06cc\u0639 \u0645\u0631\u0627\u062d\u0644 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 resnet101 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># First, load the model\nresnet = models.resnet101(pretrained=True)\n\n# Second, put the network in eval mode\nresnet.eval()\n\n# Third, carry out model inference\nout = resnet(batch_t)\n\n# Forth, print the top 5 classes predicted by the model\n_, indices = torch.sort(out, descending=True)\npercentage = torch.nn.functional.softmax(out, dim=1)[0] * 100\n[(labels[idx], percentage[idx].item()) for idx in indices[0][:5]]<\/pre>\n<p style=\"text-align: justify;\">\u0648 \u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 resnet101 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">[('Labrador retriever', 48.25556945800781),\n ('dingo, warrigal, warragal, Canis dingo', 7.900787353515625),\n ('golden retriever', 6.916920185089111),\n ('Eskimo dog, husky', 3.6434383392333984),\n ('bull mastiff', 3.0461232662200928)]<\/pre>\n<p style=\"text-align: justify;\">\u062f\u0642\u06cc\u0642\u0627\u064b \u0645\u0627\u0646\u0646\u062f &nbsp;AlexNet \u060c ResNet \u0646\u06cc\u0632 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0645\u0648\u0641\u0642 \u0628\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u06af \u0634\u062f \u0648 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u06f4\u06f8\u066b\u06f2\u06f5\u066a \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0633\u06af Labrador Retriever \u0627\u0633\u062a!<\/p>\n<h2><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div><\/h2>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D9%85%D8%AF%D9%84\"><\/span><strong>\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062a\u0627\u06a9\u0646\u0648\u0646 \u0628\u062d\u062b \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u0633\u0648\u0627\u0644\u06cc \u06a9\u0647 \u0647\u0646\u0648\u0632 \u0628\u0647 \u0622\u0646 \u067e\u0627\u0633\u062e \u0646\u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u06a9\u062f\u0627\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u0627\u0631 \u062e\u0627\u0635 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f :<\/p>\n<ol style=\"text-align: justify;\">\n<li><strong>\u062e\u0637\u0627\u06cc <\/strong><strong>Top-1<\/strong>: \u0627\u06af\u0631 \u06a9\u0644\u0627\u0633 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u060c \u0628\u0627 \u06a9\u0644\u0627\u0633 \u0635\u062d\u06cc\u062d \u06cc\u06a9\u0633\u0627\u0646 \u0646\u0628\u0627\u0634\u062f \u060c \u062e\u0637\u0627\u06cc top-1 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><strong>\u062e\u0637\u0627\u06cc <\/strong><strong>Top-5<\/strong>: \u0647\u0646\u06af\u0627\u0645\u06cc \u0631\u062e \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u06a9\u0644\u0627\u0633 \u0635\u062d\u06cc\u062d \u062f\u0631 \u0645\u06cc\u0627\u0646 \u06f5 \u06a9\u0644\u0627\u0633 \u0628\u0631\u062a\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0645\u062f\u0644 \u0646\u0628\u0627\u0634\u062f (\u0627\u0632 \u0646\u0638\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f).<\/li>\n<li><strong>\u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 <\/strong><strong>CPU<\/strong> : \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u0631\u062d\u0644\u0647 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0635\u0631\u0641 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 <\/strong><strong>GPU<\/strong><\/li>\n<li><strong>\u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644<\/strong> : \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646\u0638\u0648\u0631 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u060c \u0641\u0636\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0627\u0634\u063a\u0627\u0644 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0641\u0627\u06cc\u0644 .pth \u0627\u0632 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 PyTorch \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u062f\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u062e\u0648\u0628\u060c \u062e\u0637\u0627\u06cc Top-1 \u060c \u062e\u0637\u0627\u06cc Top-5 \u060c \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0631\u0648\u06cc CPU \u0648 GPU \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u06a9\u0645\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0648 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u062e\u0627\u0635 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a. \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u062f\u0631 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/using-google-colab-for-deep-learning-tutorial\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Colab<\/a> \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062d\u0627\u0644 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0628\u06cc\u0646\u062f\u0627\u0632\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%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%AF%D9%82%D8%AA_%D9%85%D8%AF%D9%84_%D9%87%D8%A7\"><\/span><strong>\u06f1-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0628\u062d\u062b \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u062e\u0637\u0627\u0647\u0627\u06cc Top-1 \u0648 Top-5 \u0647\u0633\u062a\u0646\u062f. \u062e\u0637\u0627\u06cc Top-1 \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc\u06cc \u0627\u0637\u0644\u0627\u0642 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06a9\u0644\u0627\u0633 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0628\u0631\u062a\u0631 \u0628\u0627 \u062f\u0631\u0633\u062a\u06cc \u0645\u0628\u0646\u0627 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0648\u0644\u06cc\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0631\u0633\u062a\u060c \u0628\u0633\u06cc\u0627\u0631 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a\u060c \u0644\u0630\u0627 \u0645\u0639\u06cc\u0627\u0631 \u062e\u0637\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062e\u0637\u0627\u06cc Top-5 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u060c \u06cc\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0632\u0645\u0627\u0646\u06cc \u062f\u0686\u0627\u0631 \u06cc\u06a9 \u062e\u0637\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0647\u06cc\u0686 \u06cc\u06a9 \u0627\u0632 \u06f5 \u06a9\u0644\u0627\u0633 \u0628\u0631\u062a\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0635\u062d\u06cc\u062d \u0646\u0628\u0627\u0634\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"838\" height=\"451\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u062f\u0642\u062a-\u0645\u062f\u0644-\u0647\u0627.jpg\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0647\u0627\" class=\"wp-image-10996\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u062f\u0642\u062a-\u0645\u062f\u0644-\u0647\u0627.jpg 838w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u062f\u0642\u062a-\u0645\u062f\u0644-\u0647\u0627-300x161.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u062f\u0642\u062a-\u0645\u062f\u0644-\u0647\u0627-768x413.jpg 768w\" sizes=\"(max-width: 838px) 100vw, 838px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u062e\u0637\u0627 \u0631\u0648\u0646\u062f \u0645\u0634\u0627\u0628\u0647\u06cc \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. AlexNet \u0627\u0648\u0644\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0648\u062f \u0648 \u0627\u0632 \u0622\u0646 \u067e\u0633 \u062f\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627 \u062e\u0637\u0627 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062c\u0627\u0644\u0628 \u062a\u0648\u062c\u0647 &nbsp;GoogLeNet \u060c ResNet &nbsp;\u060c &nbsp;VGGNet \u060c ResNext \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%B2%D9%85%D8%A7%D9%86_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7\"><\/span><strong>\u06f2-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u060c \u0645\u0627 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u0628\u0647 \u0647\u0631 \u0645\u062f\u0644 \u062f\u0627\u062f\u06cc\u0645 \u0648 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u062a\u06a9\u0631\u0627\u0631\u0647\u0627 \u0631\u0627 \u0645\u062a\u0648\u0633\u0637 \u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u0628\u0631\u0627\u06cc CPU \u0648 \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc GPU \u060c \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0634\u0627\u0628\u0647\u06cc \u062f\u0631 Google Colab \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 SqueezeNet \u060c ShuffleNet \u0648 ResNet-18 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u06cc \u062f\u0627\u0631\u0646\u062f \u060c \u062f\u0642\u06cc\u0642\u0627\u064b \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"828\" height=\"512\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-CPU.jpg\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0648\u06cc CPU\" class=\"wp-image-10997\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-CPU.jpg 828w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-CPU-300x186.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-CPU-768x475.jpg 768w\" sizes=\"(max-width: 828px) 100vw, 828px\" \/><\/figure><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"828\" height=\"512\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-GPU.jpg\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0648\u06cc GPU\" class=\"wp-image-10998\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-GPU.jpg 828w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-GPU-300x186.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0632\u0645\u0627\u0646-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0645\u062f\u0644-\u0647\u0627-\u0631\u0648\u06cc-GPU-768x475.jpg 768w\" sizes=\"(max-width: 828px) 100vw, 828px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2\"><span class=\"ez-toc-section\" id=\"%DB%B3-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87_%D9%85%D8%AF%D9%84\"><\/span><strong>\u06f3-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0627\u0642\u0639 \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u0627\u0646\u062f\u0631\u0648\u06cc\u062f \u06cc\u0627 iOS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u0628\u0647 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f \u060c \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u062d\u062a\u06cc \u0627\u0632 \u062f\u0642\u062a \u0645\u062f\u0644 \u0646\u06cc\u0632 \u0645\u0647\u0645 \u062a\u0631 \u0627\u0633\u062a. SqueezeNet \u062f\u0627\u0631\u0627\u06cc \u062d\u062f\u0627\u0642\u0644 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 (\u06f5 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a) \u0648 \u067e\u0633 \u0627\u0632 \u0622\u0646 ShuffleNet V2 (6 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a) \u0648 MobileNet V2 (14 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a) \u0647\u0633\u062a\u0646\u062f. \u0648\u0627\u0636\u062d \u0627\u0633\u062a \u06a9\u0647 \u0686\u0631\u0627 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06af\u0648\u0634\u06cc \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631\u062c\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"729\" height=\"451\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0627\u0646\u062f\u0627\u0632\u0647-\u0645\u062f\u0644-\u0647\u0627.jpg\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u0647\u0627\" class=\"wp-image-10999\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0627\u0646\u062f\u0627\u0632\u0647-\u0645\u062f\u0644-\u0647\u0627.jpg 729w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0627\u0646\u062f\u0627\u0632\u0647-\u0645\u062f\u0644-\u0647\u0627-300x186.jpg 300w\" sizes=\"(max-width: 729px) 100vw, 729px\" \/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-2\"><span class=\"ez-toc-section\" id=\"%DB%B4-%DB%B2-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%DA%A9%D9%84%DB%8C\"><\/span><strong>\u06f4-\u06f2- \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0644\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u062e\u0627\u0635 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0628\u062d\u062b \u06a9\u0631\u062f\u06cc\u0645. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0645\u0627\u0645 \u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u0647\u0645 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u062d\u0628\u0627\u0628\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062f\u0644 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0628\u0647 \u0622\u0646 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062e\u062a\u0635\u0627\u062a x \u060c \u062e\u0637\u0627\u06cc Top-1 \u0627\u0633\u062a (\u062e\u0637\u0627\u06cc \u06a9\u0645\u062a\u0631 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a). \u0645\u062e\u062a\u0635\u0627\u062a y \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 GPU \u0628\u0631 \u062d\u0633\u0628 \u0645\u06cc\u0644\u06cc \u062b\u0627\u0646\u06cc\u0647 \u0627\u0633\u062a (\u06a9\u0645\u062a\u0631 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a). \u0627\u0646\u062f\u0627\u0632\u0647 \u062d\u0628\u0627\u0628 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u0627\u0633\u062a (\u062e\u0637\u0627\u06cc \u06a9\u0645\u062a\u0631 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a).<\/p>\n<p style=\"text-align: justify;\">\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f :<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u062d\u0628\u0627\u0628 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0632 \u0646\u0638\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u0628\u0647\u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062d\u0628\u0627\u0628 \u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0645\u0628\u062f\u0627 \u0627\u0632 \u0646\u0638\u0631 \u062f\u0642\u062a \u0648 \u0633\u0631\u0639\u062a \u0628\u0647\u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"633\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u0642\u0628\u0644-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647.jpg\" alt=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\" class=\"wp-image-11000\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u0642\u0628\u0644-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u0642\u0628\u0644-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-300x185.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0645\u0642\u0627\u06cc\u0633\u0647-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u0642\u0628\u0644-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-768x475.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<h2><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div><\/h2>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3\"><span class=\"ez-toc-section\" id=\"%DB%B3-_%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\"><\/span><strong>\u06f3- \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631 \u0641\u0648\u0642 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u06a9\u0647 ResNet50 \u0627\u0632 \u0646\u0638\u0631 \u0647\u0631 \u0633\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 (\u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0648\u0686\u06a9 \u0648 \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631 \u0628\u0647 \u0645\u0628\u062f\u0627) \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0633\u062a.<\/p>\n<p>DenseNets \u0648 ResNext101 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>AlexNet \u0648 SqueezeNet \u0646\u0631\u062e \u062e\u0637\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u062e\u0628 \u060c \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0627\u06cc\u0646 \u0633\u0631\u06cc \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0631\u0633\u06cc\u062f\u06cc\u0645 ! \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0645\u0627 \u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 TorchVision \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0634\u062f\u0647 ( \u062a\u0646\u0647\u0627 \u0628\u0627 \u06cc\u06a9 \u0641\u0631\u0627\u06cc\u0646\u062f \u06f4 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc ) \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062f\u06cc\u0645. \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0633\u062a\u0647 \u0628\u0647 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u067e\u0631\u0648\u0698\u0647 \u060c \u06a9\u062f\u0627\u0645 \u0645\u062f\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645. \u062f\u0631 \u067e\u0633\u062a \u0628\u0639\u062f\u06cc \u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0627\u06af\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062e\u0648\u0634\u062a\u0627\u0646 \u0622\u0645\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0631\u062c\u0639 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 <a href=\"https:\/\/bigvisionllc.lpages.co\/leadbox\/143948b73f72a2:173c9390c346dc\/5649050225344512\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u06cc\u0646\u062c\u0627<\/a> \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/p>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-tutorial-transfer-learning\/\">\u0645\u0641\u0627\u0647\u06cc\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/\">\u0622\u0645\u0648\u0632\u0634 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 &#8211; \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/natural-language-processing-is-fun-part-2\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062c\u0630\u0627\u0628 \u0627\u0633\u062a! \u0642\u0633\u0645\u062a \u062f\u0648\u0645<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/inside-the-ai-trends-every-techie-should-be-watching\/\">\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0647 \u0645\u06cc \u06af\u0630\u0631\u062f\u061f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-classification-algorithms\/\">\u06f8 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062e\u0627\u0637\u0628\u06cc\u0646 \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a><\/li><\/ul>\n<\/div><\/div>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/learnopencv.com\/pytorch-for-beginners-image-classification-using-pre-trained-models\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Learn OpenCV<\/a>\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;10728&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 - \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647&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>\u0633\u0644\u0627\u0645! \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062f\u0648\u0645\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 PyTorch \u0627\u0633\u062a. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 PyTorch \u060c \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u06cc\u0627\u062f 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&hellip;<\/p>\n","protected":false},"author":17,"featured_media":11055,"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":[97,101,152,86,126],"class_list":["post-10728","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-97","tag-101","tag-152","tag-86","tag-126"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/10728","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=10728"}],"version-history":[{"count":1,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/10728\/revisions"}],"predecessor-version":[{"id":16206,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/10728\/revisions\/16206"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/11055"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=10728"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=10728"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=10728"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}