{"id":11746,"date":"2021-05-17T08:24:00","date_gmt":"2021-05-17T03:54:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=11746"},"modified":"2021-07-19T17:45:47","modified_gmt":"2021-07-19T13:15:47","slug":"pytorch-for-beginners-course","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/courses\/pytorch-for-beginners-course\/","title":{"rendered":"\u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646"},"content":{"rendered":"\n<p style=\"text-align: justify;\">\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u062a\u0648\u0633\u0637\u00a0<strong><a href=\"https:\/\/learnopencv.com\/author\/spmallick\/\" target=\"_blank\" rel=\"noopener\">Satya Mallick<\/a><\/strong> \u0645\u062f\u06cc\u0631 \u0639\u0627\u0645\u0644 OpenCV \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0631\u062c\u0639\u06cc \u0631\u0633\u0645\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0648 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u06a9\u0647 \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u0645\u062e\u062a\u0644\u0641\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u060c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 \u0645\u062c\u0644\u0647 \u0634\u0647\u0627\u0628 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0628\u0631\u0627\u06cc \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u06af\u0631\u062f\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\n\n\n\n<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0634\u0631\u0648\u0639 \u0634\u062f\u0647 \u0648 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 PyTorch \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u060c \u0633\u067e\u0633 \u0628\u0627 \u0645\u0627 \u0631\u0627 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0622\u0634\u0646\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 PyTorch \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0648 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u0645.<\/p>\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" 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\u0628\u0627 ONNX \u0648 Caffe2<\/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\/courses\/pytorch-for-beginners-course\/#%D8%AC%D9%84%D8%B3%D9%87_%D9%BE%D9%86%D8%AC%D9%85_%D9%86%D8%A7%D8%AD%DB%8C%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%B9%D9%86%D8%A7%DB%8C%DB%8C_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Torchvision\" >\u062c\u0644\u0633\u0647 \u067e\u0646\u062c\u0645 : \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \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-7\" href=\"https:\/\/shahaab-co.com\/mag\/courses\/pytorch-for-beginners-course\/#%D8%AC%D9%84%D8%B3%D9%87_%D8%B4%D8%B4%D9%85_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_%D8%A8%D8%A7_Faster_R-CNN\" >\u062c\u0644\u0633\u0647 \u0634\u0634\u0645 : \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 Faster R-CNN<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/courses\/pytorch-for-beginners-course\/#%D8%AC%D9%84%D8%B3%D9%87_%D9%87%D9%81%D8%AA%D9%85_%D9%86%D8%A7%D8%AD%DB%8C%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%86%D9%85%D9%88%D9%86%D9%87_%D8%A8%D8%A7_Mask_R-CNN\" >\u062c\u0644\u0633\u0647 \u0647\u0641\u062a\u0645 : \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0627 Mask R-CNN<\/a><\/li><\/ul><\/nav><\/div>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D8%A7%D8%AA_%D8%AF%D9%88%D8%B1%D9%87\"><\/span><strong>\u062c\u0644\u0633\u0627\u062a \u062f\u0648\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%D8%A7%D9%88%D9%84_%D9%85%D8%A8%D8%A7%D9%86%DB%8C\"><\/span><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-basics\/\"><img decoding=\"async\" class=\"size-medium wp-image-10862 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/03\/-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0645\u0628\u0627\u0646\u06cc-e1616490635647-300x160.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0645\u0628\u0627\u0646\u06cc\" width=\"300\" height=\"160\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/03\/-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0645\u0628\u0627\u0646\u06cc-e1616490635647-300x160.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/03\/-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0645\u0628\u0627\u0646\u06cc-e1616490635647-1024x544.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/03\/-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0645\u0628\u0627\u0646\u06cc-e1616490635647-768x408.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/03\/-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0645\u0628\u0627\u0646\u06cc-e1616490635647-310x165.jpg 310w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/03\/-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0645\u0628\u0627\u0646\u06cc-e1616490635647.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\u062c\u0644\u0633\u0647 \u0627\u0648\u0644 : \u0645\u0628\u0627\u0646\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u062c\u0644\u0633\u0647 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u062a\u0639\u0631\u06cc\u0641 PyTorch \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0646 \u0622\u0634\u0646\u0627 \u0645\u06cc \u0634\u0648\u06cc\u0645 \u0648 \u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0648 \u0645\u0642\u062f\u0645\u0627\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0622\u0646 \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645. \u0633\u067e\u0633 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u062a\u0646\u0633\u0648\u0631 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645 \u0648 \u0628\u0627 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0631\u0648\u06cc CPU \u0648 GPU \u0622\u0634\u0646\u0627 \u0645\u06cc \u0634\u0648\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u200c<a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-basics\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%D8%AF%D9%88%D9%85_%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_%D8%A8%D8%A7_%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\"><\/span><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-image-classification-using-pre-trained-models\/\"><img decoding=\"async\" class=\"size-medium wp-image-11055 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-300x161.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634 PyTorch \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\" width=\"300\" height=\"161\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-300x161.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-1024x548.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-768x411.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647-310x165.jpg 310w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u0627\u0632-\u067e\u06cc\u0634-\u0622\u0645\u0648\u0632\u0634-\u062f\u06cc\u062f\u0647.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\u062c\u0644\u0633\u0647 \u062f\u0648\u0645 : \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<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u062c\u0644\u0633\u0647 \u0627\u0628\u062a\u062f\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0639\u0631\u0648\u0641 \u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u060c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062e\u0648\u062f\u0645\u0627\u0646 \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u062a\u0641\u0627\u0648\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0648 \u062f\u0642\u062a \u0622\u0646 \u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-image-classification-using-pre-trained-models\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%D8%B3%D9%88%D9%85_%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_%D8%A8%D8%A7_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%A7%D9%86%D8%AA%D9%82%D8%A7%D9%84%DB%8C\"><\/span><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-transfer-learning-in-pytorch\/\"><img decoding=\"async\" class=\"size-medium wp-image-11243 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0627\u0646\u062a\u0642\u0627\u0644\u06cc-300x158.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634 PyTorch \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc\" width=\"300\" height=\"158\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0627\u0646\u062a\u0642\u0627\u0644\u06cc-300x158.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0627\u0646\u062a\u0642\u0627\u0644\u06cc-1024x540.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0627\u0646\u062a\u0642\u0627\u0644\u06cc-768x405.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0628\u0627-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0627\u0646\u062a\u0642\u0627\u0644\u06cc.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\u062c\u0644\u0633\u0647 \u0633\u0648\u0645 : \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062c\u0644\u0633\u0647 \u0633\u0648\u0645 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0645\u062f\u0644 ResNet50 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 CalTech265 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u0628\u0631\u0631\u0633\u06cc \u0646\u062a\u0627\u06cc\u062c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-transfer-learning-in-pytorch\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<p style=\"text-align: justify;\"><strong style=\"color: inherit; font-family: Arial, sans-serif; font-size: 1.56em;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-model-inference-using-onnx-and-caffe2\/\"><img decoding=\"async\" class=\"size-medium wp-image-11428 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0628\u0627-ONNX-\u0648-Caffe2-300x161.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634 PyTorch \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0628\u0627 ONNX \u0648 Caffe2\" width=\"300\" height=\"161\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0628\u0627-ONNX-\u0648-Caffe2-300x161.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0628\u0627-ONNX-\u0648-Caffe2-1024x550.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0628\u0627-ONNX-\u0648-Caffe2-768x412.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0628\u0627-ONNX-\u0648-Caffe2-310x165.jpg 310w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0627\u0633\u062a\u0646\u0628\u0627\u0637-\u0628\u0627-ONNX-\u0648-Caffe2.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/strong><\/p>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%DA%86%D9%87%D8%A7%D8%B1%D9%85_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7_%D9%85%D8%AF%D9%84_%D8%A8%D8%A7_ONNX_%D9%88_Caffe2\"><\/span><strong>\u062c\u0644\u0633\u0647 \u0686\u0647\u0627\u0631\u0645 : \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0628\u0627 ONNX \u0648 Caffe2<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u062c\u0644\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0686\u0646\u062f \u0645\u0646\u0638\u0648\u0631\u0647 \u0641\u06cc\u0633\u0628\u0648\u06a9 \u06cc\u0639\u0646\u06cc Caffe2 \u0622\u0646\u0634\u0627 \u0645\u06cc \u0634\u0648\u06cc\u0645 \u0648 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 ONNX \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0632\u0645\u0627\u0646 \u0648 \u062f\u0642\u062a \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-model-inference-using-onnx-and-caffe2\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%D9%BE%D9%86%D8%AC%D9%85_%D9%86%D8%A7%D8%AD%DB%8C%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%B9%D9%86%D8%A7%DB%8C%DB%8C_%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><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-semantic-segmentation-using-torchvision\/\"><img decoding=\"async\" class=\"size-medium wp-image-11500 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0645\u0639\u0646\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-Torchvision-300x163.jpg\" alt=\"PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Torchvision\" width=\"300\" height=\"163\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0645\u0639\u0646\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-Torchvision-300x163.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0645\u0639\u0646\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-Torchvision-1024x557.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0645\u0639\u0646\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-Torchvision-768x418.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/04\/PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0645\u0639\u0646\u0627\u06cc\u06cc-\u0628\u0627-\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-Torchvision.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\u062c\u0644\u0633\u0647 \u067e\u0646\u062c\u0645 : \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Torchvision<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0645\u0641\u0647\u0648\u0645 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc ( Semantic Segmentation ) \u0622\u0634\u0646\u0627 \u0634\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645. \u0633\u067e\u0633 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0631 Torchvision \u0622\u0645\u0648\u062e\u062a\u0647 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0622\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-semantic-segmentation-using-torchvision\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%D8%B4%D8%B4%D9%85_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_%D8%A8%D8%A7_Faster_R-CNN\"><\/span><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/\"><img decoding=\"async\" class=\"size-medium wp-image-11622 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-Faster-R-CNN-300x159.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634 PyTorch \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 Faster R-CNN\" width=\"300\" height=\"159\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-Faster-R-CNN-300x159.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-Faster-R-CNN-1024x541.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-Faster-R-CNN-768x406.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-Faster-R-CNN-310x165.jpg 310w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-\u0628\u0627-Faster-R-CNN.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\u062c\u0644\u0633\u0647 \u0634\u0634\u0645 : \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 Faster R-CNN<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062c\u0644\u0633\u0647 \u0634\u0634\u0645 \u0628\u0627 \u062a\u0642\u0627\u0648\u062a \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0622\u0634\u0646\u0627 \u0645\u06cc \u0634\u0648\u06cc\u0645 \u0648 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0633\u067e\u0633 \u0628\u0627 \u0633\u0647 \u0645\u062f\u0644 R-CNN \u0648 Fast R-CNN \u0648 Faster R-CNN \u0622\u0634\u0646\u0627 \u0634\u062f\u0647 \u0648 \u0646\u062d\u0648\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%84%D8%B3%D9%87_%D9%87%D9%81%D8%AA%D9%85_%D9%86%D8%A7%D8%AD%DB%8C%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%86%D9%85%D9%88%D9%86%D9%87_%D8%A8%D8%A7_Mask_R-CNN\"><\/span><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/mask-r-cnn-instance-segmentation-with-pytorch\/\"><img decoding=\"async\" class=\"size-medium wp-image-11744 alignleft\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0646\u0645\u0648\u0646\u0647-\u0628\u0627-Mask-R-CNN-300x163.jpg\" alt=\"\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0627 Mask R-CNN\" width=\"300\" height=\"163\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0646\u0645\u0648\u0646\u0647-\u0628\u0627-Mask-R-CNN-300x163.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0646\u0645\u0648\u0646\u0647-\u0628\u0627-Mask-R-CNN-1024x555.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0646\u0645\u0648\u0646\u0647-\u0628\u0627-Mask-R-CNN-768x416.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0622\u0645\u0648\u0632\u0634-PyTorch-\u0628\u0631\u0627\u06cc-\u0645\u0628\u062a\u062f\u06cc\u0627\u0646-\u0646\u0627\u062d\u06cc\u0647-\u0628\u0646\u062f\u06cc-\u0646\u0645\u0648\u0646\u0647-\u0628\u0627-Mask-R-CNN.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a>\u062c\u0644\u0633\u0647 \u0647\u0641\u062a\u0645 : \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0627 Mask R-CNN<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0622\u062e\u0631\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 ( Instance Segmentation ) \u0622\u0634\u0646\u0627 \u0645\u06cc \u0634\u0648\u06cc\u0645 \u0648 \u0627\u0632 \u0645\u062f\u0644 Mask R-CNN \u0628\u0631\u0627\u06cc \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc CPU \u0648 GPU \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/mask-r-cnn-instance-segmentation-with-pytorch\/\" target=\"_blank\" class=\"shortc-button medium green \"><i class=\"fa fas fa-plus\"><\/i>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/a>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<p style=\"text-align: justify;\">\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0645\u0637\u0627\u0644\u0639\u0647 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0647 \u0628\u0627\u0634\u062f \u0648 \u0634\u0645\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u062a\u062c\u0631\u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\"><\/p>\n\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;11746&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;\u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u062a\u0648\u0633\u0637\u00a0Satya Mallick \u0645\u062f\u06cc\u0631 \u0639\u0627\u0645\u0644 OpenCV \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0631\u062c\u0639\u06cc \u0631\u0633\u0645\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0648 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u06a9\u0647 \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u0645\u062e\u062a\u0644\u0641\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u060c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 \u0645\u062c\u0644\u0647 \u0634\u0647\u0627\u0628 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0628\u0631\u0627\u06cc \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f\u0627\u0646 &hellip;<\/p>\n","protected":false},"author":7,"featured_media":11777,"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":[231],"tags":[84,147,97,101,86],"class_list":["post-11746","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-courses","tag-84","tag-147","tag-97","tag-101","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11746","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\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=11746"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11746\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/11777"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=11746"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=11746"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=11746"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}