{"id":6974,"date":"2020-05-06T12:50:30","date_gmt":"2020-05-06T08:20:30","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=6974"},"modified":"2021-08-14T09:39:09","modified_gmt":"2021-08-14T05:09:09","slug":"using-deep-learning-with-limited-data-part-2-data-augmentation","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/","title":{"rendered":"\u0648\u0642\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645\u060c \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f \u0628\u062e\u0634 \u062f\u0648\u0645 : \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c 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\u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%D8%B4%D8%B1%D9%88%D8%B9\" >\u0634\u0631\u0648\u0639<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%D8%AF%D8%B1_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_Pipeline_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D8%AE%D9%88%D8%AF%D8%8C_%DA%A9%D8%AC%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AC%D8%A7%D9%85_%D8%AF%D8%A7%D8%AF%D8%9F\" >\u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 ( Pipeline ) \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u060c \u06a9\u062c\u0627 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%D8%B1%D9%88%D8%B4_%D9%87%D8%A7_%DB%8C_%D9%85%D8%B1%D8%B3%D9%88%D9%85_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >\u0631\u0648\u0634 \u0647\u0627 \u06cc \u0645\u0631\u0633\u0648\u0645 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 &nbsp;<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B1-_%D9%82%D8%B1%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Flip\" >\u06f1- \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc ( Flip )<\/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\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B2-_%DA%86%D8%B1%D8%AE%D8%B4_Rotation\" >\u06f2- \u0686\u0631\u062e\u0634 (Rotation )<\/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\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B3-_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_Scale\" >\u06f3- \u0645\u0642\u06cc\u0627\u0633 ( Scale )<\/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\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B5-_%D8%AC%D8%A7%D8%A8%D8%AC%D8%A7%DB%8C%DB%8C_Translation\" >\u06f5- \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc ( Translation )<\/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\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%D9%86%D9%88%DB%8C%D8%B2_%DA%AF%D9%88%D8%B3%DB%8C_Gaussian_Noise\" >\u0646\u0648\u06cc\u0632 \u06af\u0648\u0633\u06cc ( Gaussian Noise )<\/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\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%D8%B1%D9%88%D8%B4_%D9%87%D8%A7_%DB%8C_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C\" >\u0631\u0648\u0634&nbsp;\u0647\u0627&nbsp;\u06cc&nbsp;\u067e\u06cc\u0634\u0631\u0641\u062a\u0647&nbsp;\u062f\u0627\u062f\u0647&nbsp;\u0627\u0641\u0632\u0627\u06cc\u06cc&nbsp;<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#_GAN_%D9%87%D8%A7%DB%8C_%D8%B4%D8%B1%D8%B7%DB%8C_%D8%B1%D8%A7_%D8%AF%D8%B1%DB%8C%D8%A7%D8%A8%DB%8C%D8%AF\" >&nbsp;GAN \u0647\u0627\u06cc&nbsp;\u0634\u0631\u0637\u06cc&nbsp;\u0631\u0627&nbsp;\u062f\u0631\u06cc\u0627\u0628\u06cc\u062f!<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%D9%86%DA%A9%D8%AA%D9%87_%D8%A7%DB%8C_%D9%85%D8%AE%D8%AA%D8%B5%D8%B1_%D8%AF%D8%B1_%D9%85%D9%88%D8%B1%D8%AF_%D8%AF%D8%B1%D9%88%D9%86%DB%8C%D8%A7%D8%A8%DB%8C\" >\u0646\u06a9\u062a\u0647 \u0627\u06cc \u0645\u062e\u062a\u0635\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0631\u0648\u0646\u06cc\u0627\u0628\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B1-_%D8%AB%D8%A7%D8%A8%D8%AA_Constant\" >\u06f1- \u062b\u0627\u0628\u062a (Constant )<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B2-_%D9%84%D8%A8%D9%87_Edge\" >\u06f2- \u0644\u0628\u0647 ( Edge )<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B3-_%D8%A7%D9%86%D8%B9%DA%A9%D8%A7%D8%B3_Reflect\" >\u06f3- \u0627\u0646\u0639\u06a9\u0627\u0633 ( Reflect )<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B4-_%D8%AA%D9%82%D8%A7%D8%B1%D9%86_Symmetric\" >\u06f4- \u062a\u0642\u0627\u0631\u0646 (Symmetric )<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-2-data-augmentation\/#%DB%B5-_%D8%A8%D8%B3%D8%AA%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_Wrap\" >\u06f5- \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc ( Wrap )<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D9%85%D9%82%D8%AF%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B2%DB%8C%D8%A7%D8%AF_%D9%88%D8%AC%D9%88%D8%AF_%D8%AF%D8%A7%D8%B4%D8%AA%D9%87_%D8%A8%D8%A7%D8%B4%D8%AF%D8%9F\"><\/span><strong>\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u062f\u0627\u062f\u0647 \u0632\u06cc\u0627\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062c\u0632\u0626\u06cc\u0627\u062a-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/04\/\u062c\u0632\u0626\u06cc\u0627\u062a-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642.jpg\" alt=\"\u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\" class=\"wp-image-6699\" width=\"580\" height=\"326\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062c\u0632\u0626\u06cc\u0627\u062a-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642.jpg 960w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062c\u0632\u0626\u06cc\u0627\u062a-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/04\/\u062c\u0632\u0626\u06cc\u0627\u062a-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-768x432.jpg 768w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/><\/a><figcaption>\u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 ( \u062f\u0631 \u0648\u0627\u062d\u062f \u0645\u06cc\u0644\u06cc\u0648\u0646 ) \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627 \u06cc \u0639\u0635\u0628\u06cc \u0645\u062a\u062f\u0627\u0648\u0644<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0634\u0645\u0627 <strong>\u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u062f<\/strong>\u060c \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a\u060c <strong>\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc<\/strong> \u0622\u0646 \u0631\u0627 \u0628\u06af\u0648\u0646\u0647 \u0627\u06cc<strong> \u062a\u0646\u0638\u06cc\u0645<\/strong> \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u062e\u0627\u0635 (\u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0648\u06cc\u0631) \u0631\u0627 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc (\u06cc\u06a9 \u0628\u0631\u0686\u0633\u0628) \u0646\u06af\u0627\u0634\u062a \u062f\u0647\u062f. \u0647\u062f\u0641 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0627\u060c \u062a\u0639\u0642\u06cc\u0628 \u0622\u0646 \u0646\u0642\u0637\u0647 \u0645\u0637\u0644\u0648\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0644\u0641\u0627\u062a \u0645\u062f\u0644 \u0645\u0627 \u062f\u0631 \u0622\u0646\u062c\u0627 \u06a9\u0645 \u0628\u0627\u0634\u062f \u0648 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0632\u0645\u0627\u0646\u06cc \u0631\u062e \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<blockquote>\n<p style=\"text-align: justify;\">\u0634\u0628\u06a9\u0647 \u0647\u0627 \u06cc \u0639\u0635\u0628\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0645\u062f\u0631\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/blockquote>\n<p style=\"text-align: justify;\">\u0637\u0628\u06cc\u0639\u062a\u0627\u064b \u0627\u06af\u0631 \u0634\u0645\u0627 <strong>\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc<\/strong> \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a <strong>\u062a\u0639\u062f\u0627\u062f \u0645\u0646\u0627\u0633\u0628\u06cc \u0627\u0632 \u0645\u062b\u0627\u0644 \u0647\u0627 <\/strong>\u0631\u0627 \u0628\u0647 \u0645\u062f\u0644 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u062a\u0639\u062f\u0627\u062f <strong>\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc<\/strong> \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c <strong>\u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc<\/strong> \u0648\u0638\u06cc\u0641\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0634\u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A7%DA%AF%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B2%DB%8C%D8%A7%D8%AF%DB%8C_%D9%86%D8%AF%D8%A7%D8%B4%D8%AA%D9%87_%D8%A8%D8%A7%D8%B4%D9%85%D8%8C_%DA%86%DA%AF%D9%88%D9%86%D9%87_%D9%85%DB%8C_%D8%AA%D9%88%D8%A7%D9%86%D9%85_%D8%A2%D9%86_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A8%D8%AF%D8%B3%D8%AA_%D8%A2%D9%88%D8%B1%D9%85%D8%9F\"><\/span><strong>\u0627\u06af\u0631 \u062f\u0627\u062f\u0647 \u0632\u06cc\u0627\u062f\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0645\u060c \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u0645\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u0627\u0634\u06cc\u062f \u062a\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f. \u0686\u0631\u0627\u061f \u0632\u06cc\u0631\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0647\u0648\u0634\u0645\u0646\u062f \u0646\u06cc\u0633\u062a\u0646\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0636\u0639\u06cc\u0641\u060c \u062a\u0635\u0648\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0633\u0647 \u062a\u0648\u067e \u062a\u0646\u06cc\u0633 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631\u060c \u0645\u062c\u0632\u0627 \u0648 \u0628\u0635\u0648\u0631\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0646\u062d\u0635\u0631\u0628\u0641\u0631\u062f\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0647-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"818\" height=\"201\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0647-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc.jpeg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0647 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc\" class=\"wp-image-6976\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0647-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc.jpeg 818w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0647-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-300x74.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u062c\u0627\u0628\u062c\u0627-\u0634\u062f\u0647-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-768x189.jpeg 768w\" sizes=\"(max-width: 818px) 100vw, 818px\" \/><\/a><figcaption>\u06cc\u06a9 \u062a\u0648\u067e \u062a\u0646\u06cc\u0633 \u0628\u0627 \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0647\u0627 \u06cc \u0645\u062e\u062a\u0644\u0641<\/figcaption><\/figure>\n\n\n<p style=\"text-align: justify;\">\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u060c \u062a\u0646\u0647\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u0632\u0626\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0641\u0639\u0644\u06cc \u062e\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u0632\u0626\u06cc\u060c \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc ( Flip ) \u060c \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0648 \u06cc\u0627 \u0686\u0631\u062e\u0634 \u0627\u0633\u062a. \u0628\u0647\u0631 \u062d\u0627\u0644\u060c \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u0627 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062c\u0632\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062f\u0631-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"257\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062f\u0631-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1024x257.png\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\" class=\"wp-image-6977\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062f\u0631-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1024x257.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062f\u0631-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-300x75.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062f\u0631-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-768x193.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062f\u0631-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc.png 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0634\u06cc\u0627 \u0631\u0627 \u062d\u062a\u06cc \u0627\u06af\u0631 \u062f\u0631 \u062c\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f\u060c \u0628\u0635\u0648\u0631\u062a \u0645\u0642\u0627\u0648\u0645 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u062f\u060c \u062f\u0627\u0631\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc <strong>\u062a\u063a\u06cc\u06cc\u0631\u0646\u0627\u067e\u0630\u06cc\u0631\u06cc ( Invariance )<\/strong> \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0628\u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u06cc\u06a9 CNN \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0633\u0628\u062a \u0628\u0647 <strong>\u062c\u0627\u0628\u062c\u0627\u06cc\u06cc<\/strong>\u060c <strong>\u0646\u0642\u0637\u0647 \u062f\u06cc\u062f<\/strong> \u060c<strong> \u0627\u0646\u062f\u0627\u0632\u0647<\/strong> \u0648 \u06cc\u0627<strong> \u0634\u062f\u062a \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc<\/strong> (\u06cc\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0647\u0627) \u062a\u063a\u06cc\u06cc\u0631\u0646\u0627\u067e\u0630\u06cc\u0631 \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0627\u0633\u0627\u0633\u0627\u064b \u0641\u0631\u0636\u06cc\u0647 <strong>\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/strong> \u0627\u0633\u062a. \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a <strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc<\/strong> \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0622\u0646 \u062f\u0631<strong> \u0634\u0631\u0627\u06cc\u0637 \u0645\u062d\u062f\u0648\u062f\u06cc<\/strong> \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f. \u0627\u0645\u0627 <strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u062f\u0641<\/strong> \u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 <strong>\u0634\u0631\u0627\u06cc\u0637 \u0645\u062e\u062a\u0644\u0641\u06cc<\/strong> \u0645\u0627\u0646\u0646\u062f \u062c\u0647\u062a\u060c \u0645\u0648\u0642\u0639\u06cc\u062a\u060c \u0645\u0642\u06cc\u0627\u0633\u060c \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627 \u060c \u062a\u0648\u0633\u0637 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627<strong> \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> \u0627\u0636\u0627\u0641\u06cc \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%A2%DB%8C%D8%A7_%D8%A7%DA%AF%D8%B1_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%DB%8C_%D8%B2%DB%8C%D8%A7%D8%AF%DB%8C_%D8%AF%D8%A7%D8%B4%D8%AA%D9%87_%D8%A8%D8%A7%D8%B4%DB%8C%D9%85_%D9%86%DB%8C%D8%B2_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C_%DA%A9%D9%85%DA%A9_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF%D8%9F\"><\/span><strong>\u0622\u06cc\u0627 \u0627\u06af\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0646\u06cc\u0632 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0628\u0644\u0647. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f <strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/strong> \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0631\u0648\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u0622\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f. \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u0628\u0627 \u0645\u062b\u0627\u0644\u06cc \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u0645.<\/p>\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"800\" height=\"200\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc.png\" alt=\"\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627 \u06a9\u0627\u0641\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc\" class=\"wp-image-6978\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-300x75.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-768x192.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption>\u062f\u0648 \u06a9\u0644\u0627\u0633 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0641\u0631\u0636\u06cc \u0645\u0627. \u062e\u0648\u062f\u0631\u0648\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0633\u0645\u062a \u0686\u067e \u0628\u0631\u0646\u062f A (\u0641\u0648\u0631\u062f) \u0648 \u062e\u0648\u062f\u0631\u0648\u06cc \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0628\u0631\u0646\u062f B (\u0634\u0648\u0631\u0644\u062a) \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/figcaption><\/figure>\n\n\n<p style=\"text-align: justify;\">\u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0634\u0627\u0645\u0644 \u0628\u0631 <strong>\u062f\u0648 \u0628\u0631\u0646\u062f \u062e\u0648\u062f\u0631\u0648<\/strong> \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u0641\u0648\u0642 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0641\u0631\u0636 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0645\u0627\u0645 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u06cc \u0628\u0627 <strong>\u0628\u0631\u0646\u062f A<\/strong>\u060c \u062f\u0642\u06cc\u0642\u0627\u064b \u0645\u0634\u0627\u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0633\u0645\u062a \u0686\u067e \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0646\u062f (\u06cc\u0639\u0646\u06cc\u060c <strong>\u0646\u0645\u0627\u06cc \u062a\u0645\u0627\u0645 \u062e\u0648\u062f\u0631\u0648\u0647\u0627 \u0628\u0647 \u0633\u0645\u062a \u0686\u067e \u0627\u0633\u062a<\/strong>). \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u062a\u0645\u0627\u0645 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc <strong>\u0628\u0631\u0646\u062f B<\/strong> \u0646\u06cc\u0632 \u062f\u0642\u06cc\u0642\u0627\u064b \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0646\u062f (<strong>\u0646\u0645\u0627\u06cc \u062e\u0648\u062f\u0631\u0648 \u0628\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0627\u0633\u062a<\/strong>). \u0627\u06a9\u0646\u0648\u0646\u060c \u0627\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u062f\u0631\u0646 \u062e\u0648\u062f \u0645\u06cc \u062f\u0647\u06cc\u062f \u0648 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646\u060c \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u0637\u0644\u0648\u0628\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u0622\u0632\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u0622\u0632\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc.jpeg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627 \u06a9\u0627\u0641\u06cc\" class=\"wp-image-6979\" width=\"798\" height=\"453\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u0622\u0632\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc.jpeg 798w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u0622\u0632\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-300x170.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u0635\u0648\u06cc\u0631-\u0622\u0632\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u0646\u0627-\u06a9\u0627\u0641\u06cc-768x436.jpeg 768w\" sizes=\"(max-width: 798px) 100vw, 798px\" \/><\/a><figcaption>\u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0641\u0648\u0631\u062f (\u0628\u0631\u0646\u062f A) \u0627\u0645\u0627 \u0628\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0641\u0648\u0642 \u06a9\u0647 \u0627\u0632 \u0628\u0631\u0646\u062f A \u0647\u0633\u062a \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0645\u06cc \u062f\u0647\u06cc\u062f. \u0627\u0645\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0628\u0631\u0646\u062f B \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f! \u0634\u0645\u0627 \u06af\u06cc\u062c \u0645\u06cc \u0634\u0648\u06cc\u062f. \u0622\u06cc\u0627 \u0634\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062c\u062f\u06cc\u062f\u060c \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u062f\u0642\u062a \u06f9\u06f5 \u062f\u0631\u0635\u062f \u0631\u0627 \u0628\u062f\u0633\u062a \u0646\u06cc\u0627\u0648\u0631\u062f\u06cc\u062f\u061f \u0627\u063a\u0631\u0627\u0642 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c <a href=\"https:\/\/www.theverge.com\/2018\/1\/12\/16882408\/google-racist-gorillas-photo-recognition-algorithm-ai\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u0645\u0627 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a \u0645\u0634\u0627\u0628\u0647\u06cc \u0647\u0645\u0648\u0627\u0631\u0647 \u0631\u062e \u062f\u0627\u062f\u0647 \u0627\u0633\u062a<\/a>.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0686\u0631\u0627 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f<\/strong>\u061f \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a\u060c \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0628\u062f\u06cc\u0647\u06cc \u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0627\u0632 \u062f\u06cc\u06af\u0631\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0645\u06cc \u06cc\u0627\u0628\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc \u062a\u0645\u0627\u0645 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0628\u0631\u0646\u062f A \u0628\u0647 \u0633\u0645\u062a \u0686\u067e \u0648 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0628\u0631\u0646\u062f B \u0628\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0647\u0633\u062a\u0646\u062f.<\/p>\n<blockquote>\n<p style=\"text-align: justify;\"><strong>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0634\u0645\u0627\u060c \u0628\u0647 \u0647\u0645\u0627\u0646 \u062e\u0648\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0645\u06cc \u062f\u0647\u06cc\u062f.<\/strong><\/p>\n<\/blockquote>\n<p style=\"text-align: justify;\"><strong>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0646\u0645\u0648\u062f\u061f<\/strong> \u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u0645. \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0645\u062f\u0644 \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0628\u062f\u0627\u0646 \u0627\u0634\u0627\u0631\u0647 \u0634\u062f\u060c \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0633\u0627\u062f\u0647\u060c \u0627\u0636\u0627\u0641\u0647 \u0646\u0645\u0648\u062f\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0647\u0631 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062c\u0647\u062a\u06cc \u0645\u062e\u0627\u0644\u0641 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0645\u06cc \u0628\u0627\u0634\u0646\u062f. \u0628\u0647\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0635\u0648\u0631\u062a \u0627\u0641\u0642\u06cc \u0628\u0686\u0631\u062e\u0627\u0646\u06cc\u062f\u060c \u0628\u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u062c\u0647\u062a \u0645\u062e\u0627\u0644\u0641 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f! \u0627\u06a9\u0646\u0648\u0646 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0648\u06cc \u0627\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u062f\u0644\u062e\u0648\u0627\u0647 \u0634\u0645\u0627\u0633\u062a\u060c \u062f\u0633\u062a \u06cc\u0627\u0628\u06cc\u062f.<\/p>\n<blockquote>\n<p style=\"text-align: justify;\"><strong>\u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u06cc \u0646\u0627\u0645\u0631\u062a\u0628\u0637\u060c \u062a\u0648\u0633\u0637 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062e\u0648\u062f \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0646\u0645\u0648\u062f\u0647 \u0648 \u0627\u0633\u0627\u0633\u0627\u064b \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f &nbsp;\u0628\u062e\u0634\u06cc\u062f.<\/strong><\/p>\n<\/blockquote>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B4%D8%B1%D9%88%D8%B9\"><\/span><strong>\u0634\u0631\u0648\u0639 <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0642\u0628\u0644 \u0627\u0632 \u0622\u0646\u06a9\u0647 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645\u060c \u0645\u0633\u0626\u0644\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0631\u0633\u06cc \u06af\u0631\u062f\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_Pipeline_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D8%AE%D9%88%D8%AF%D8%8C_%DA%A9%D8%AC%D8%A7_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AC%D8%A7%D9%85_%D8%AF%D8%A7%D8%AF%D8%9F\"><\/span><strong>\u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 ( <\/strong>Pipeline <strong>) \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u060c \u06a9\u062c\u0627 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u067e\u0627\u0633\u062e \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062f\u06cc\u0647\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f\u061b \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0642\u0628\u0644 \u0627\u0632 \u0648\u0631\u0648\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 &nbsp;\u0628\u0647 \u0645\u062f\u0644 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0644\u0647\u060c \u062f\u0631\u0633\u062a \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0648 \u06af\u0632\u06cc\u0646\u0647 \u067e\u06cc\u0634 \u0631\u0648\u06cc \u0634\u0645\u0627\u0633\u062a. \u06af\u0632\u06cc\u0646\u0647 \u0646\u062e\u0633\u062a \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0642\u0628\u0644\u060c \u062a\u0645\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0644\u0627\u0632\u0645 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u0633\u0627\u0633\u0627\u064b \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u06cc\u062f. \u06af\u0632\u06cc\u0646\u0647 \u062f\u06cc\u06af\u0631 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0631\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u0647 \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f \u0628\u062f\u0647\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06af\u0632\u06cc\u0646\u0647 \u0646\u062e\u0633\u062a\u060c \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0622\u0641\u0644\u0627\u06cc\u0646 ( Offline Augmentation )<\/strong> \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0646\u0633\u0628\u062a\u0627\u064b \u06a9\u0648\u0686\u06a9 \u062a\u0631 \u062a\u0631\u062c\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0686\u0631\u0627 \u06a9\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0636\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u062a\u0628\u062f\u06cc\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f\u060c \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f (\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062a\u0645\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0636\u0631\u06cc\u0628 \u062f\u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f).<\/p>\n<p style=\"text-align: justify;\">\u06af\u0632\u06cc\u0646\u0647 \u062f\u0648\u0645\u060c \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0622\u0646\u0644\u0627\u06cc\u0646 ( Online Augmentation )<\/strong> \u06cc\u0627 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0631 \u062d\u06cc\u0646 \u0627\u062c\u0631\u0627 ( Augmentation On The Fly )<\/strong> \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af\u062a\u0631 \u062a\u0631\u062c\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0686\u0631\u0627 \u06a9\u0647 \u0634\u0645\u0627 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0639\u0647\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0632\u06cc\u0627\u062f \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0622\u06cc\u06cc\u062f. \u0628\u062c\u0627\u06cc \u0622\u0646\u060c \u0634\u0645\u0627 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0631\u0627 \u0631\u0648\u06cc \u062f\u0633\u062a\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 &nbsp;\u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0647 \u0645\u062f\u0644 \u062e\u0648\u062f \u0628\u062f\u0647\u06cc\u062f\u060c \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc GPU \u062a\u0633\u0631\u06cc\u0639 \u0634\u0648\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_%D9%87%D8%A7_%DB%8C_%D9%85%D8%B1%D8%B3%D9%88%D9%85_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span><strong>\u0631\u0648\u0634 \u0647\u0627 \u06cc \u0645\u0631\u0633\u0648\u0645 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 &nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0627\u0645\u0627 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u06af\u0631\u062f\u062f. \u0642\u0628\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627\u060c \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u06af\u06cc\u060c \u0641\u0631\u0636\u06cc\u0647 \u0627\u06cc \u0645\u0637\u0631\u062d \u0645\u06cc \u0634\u0648\u062f \u0648 \u0622\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0622\u0646\u0686\u0647 \u062f\u0631 \u0628\u06cc\u0631\u0648\u0646 \u0627\u0632 \u0645\u0631\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u06cc\u0627\u0646 \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u0641\u0631\u0636\u06cc\u0647 \u0645\u0627 \u062f\u0631 \u0622\u0646 \u0647\u0627 \u0645\u0639\u062a\u0628\u0631 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0627\u0632 \u0631\u0648\u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062c\u0628\u0648\u0631 \u0634\u0648\u06cc\u0645 \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0645\u0631\u0632 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a \u062d\u062f\u0633 \u0628\u0632\u0646\u06cc\u0645\u060c \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0645\u06cc \u0627\u0641\u062a\u062f\u061f \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0648\u0627\u0631\u062f \u0646\u0645\u0648\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a. \u067e\u0633 \u0627\u0632 \u0628\u06cc\u0627\u0646 \u0627\u0646\u0648\u0627\u0639 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u060c \u0636\u0631\u06cc\u0628\u06cc \u06a9\u0647 \u0628\u0627 \u0622\u0646\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f \u0646\u06cc\u0632 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06af\u0631\u062f\u062f (\u06a9\u0647 \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646<strong> \u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc ( Data Augmentation Factor )<\/strong> \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f).<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%DB%B1-_%D9%82%D8%B1%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Flip\"><\/span><strong>\u06f1- \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc (<\/strong> <strong>Flip <\/strong><strong>)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0635\u0648\u0631\u062a \u0627\u0641\u0642\u06cc \u0648 \u0639\u0645\u0648\u062f\u06cc \u0642\u0631\u06cc\u0646\u0647 \u0646\u0645\u0648\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u060c \u062a\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0648\u062f\u06cc \u0646\u062f\u0627\u0631\u0646\u062f. \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u0642\u0631\u06cc\u0646\u0647 \u0639\u0645\u0648\u062f\u06cc\u060c \u0647\u0645\u0627\u0646 \u0686\u0631\u062e\u0634 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0632\u0627\u0648\u06cc\u0647 \u06f1\u06f8\u06f0 \u062f\u0631\u062c\u0647 \u0648 \u0633\u067e\u0633 \u0627\u0646\u062c\u0627\u0645 \u06cc\u06a9 \u0642\u0631\u06cc\u0646\u0647 \u0627\u0641\u0642\u06cc \u0627\u0633\u062a. \u0634\u06a9\u0644 \u0632\u06cc\u0631\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0642\u0631\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0642\u0631\u06cc\u0646\u0647-\u0633\u0627\u0632\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"800\" height=\"263\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0642\u0631\u06cc\u0646\u0647-\u0633\u0627\u0632\u06cc.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc\" class=\"wp-image-6984\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0642\u0631\u06cc\u0646\u0647-\u0633\u0627\u0632\u06cc.jpeg 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0642\u0631\u06cc\u0646\u0647-\u0633\u0627\u0632\u06cc-300x99.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0642\u0631\u06cc\u0646\u0647-\u0633\u0627\u0632\u06cc-768x252.jpeg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption>\u0627\u0632 \u0633\u0645\u062a \u0686\u067e: \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647\u060c \u062a\u0635\u0648\u06cc\u0631 \u0642\u0631\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0635\u0648\u0631\u062a \u0627\u0641\u0642\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631 \u0642\u0631\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0635\u0648\u0631\u062a \u0639\u0645\u0648\u062f\u06cc.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0641\u0631\u0627\u0645\u06cc\u0646 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0642\u0631\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0631\u0648\u06cc \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.&nbsp; <strong>\u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc = \u06f2 \u062a\u0627 \u06f4 \u0628\u0631\u0627\u0628\u0631<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># NumPy.'img' = A single image.\nflip_1 = np.fliplr(img)\n# TensorFlow. 'x' = A placeholder for an image.\nshape = [height, width, channels]\nx = tf.placeholder(dtype = tf.float32, shape = shape)\nflip_2 = tf.image.flip_up_down(x)\nflip_3 = tf.image.flip_left_right(x)\nflip_4 = tf.image.random_flip_up_down(x)\nflip_5 = tf.image.random_flip_left_right(x)<\/pre>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%DA%86%D8%B1%D8%AE%D8%B4_Rotation\"><\/span><strong>\u06f2- \u0686\u0631\u062e\u0634 (Rotation )<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0646\u06a9\u062a\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646 \u062a\u0648\u062c\u0647 \u0646\u0645\u0648\u062f \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0628\u0639\u0627\u062f \u062a\u0635\u0648\u06cc\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u067e\u0633 \u0627\u0632 \u0686\u0631\u062e\u0634\u060c \u062d\u0641\u0638 \u0646\u06af\u0631\u062f\u0646\u062f. \u0627\u06af\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u0631\u0628\u0639 \u0627\u0633\u062a\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0622\u0646 \u0628\u0627 \u06cc\u06a9 \u0686\u0631\u062e\u0634 \u0646\u0648\u062f \u062f\u0631\u062c\u0647 \u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0645\u06cc \u06a9\u0646\u062f. \u0627\u0645\u0627 \u0627\u06af\u0631 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0628\u0627\u0634\u062f\u060c \u06cc\u06a9 \u0686\u0631\u062e\u0634 \u06f1\u06f8\u06f0 \u062f\u0631\u062c\u0647 \u0627\u06cc\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u0646\u0645\u0627\u06cc\u062f. \u0686\u0631\u062e\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0632\u0648\u0627\u06cc\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0646\u06cc\u0632\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0646\u0647\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u060c \u0646\u062d\u0648\u0647 \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0634\u06a9\u0644 \u0632\u06cc\u0631\u060c \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0628\u0627 \u0686\u0631\u062e\u0634 \u0646\u0648\u062f \u062f\u0631\u062c\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"799\" height=\"196\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0686\u0631\u062e\u0634\" class=\"wp-image-6985\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634.jpeg 799w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-300x74.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-768x188.jpeg 768w\" sizes=\"(max-width: 799px) 100vw, 799px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0627\u0648\u06cc\u0631 (\u062f\u0648\u0645 \u062a\u0627 \u0686\u0647\u0627\u0631\u0645) \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0642\u0628\u0644 \u0627\u0632 \u062e\u0648\u062f \u0686\u0631\u062e\u0634 \u0646\u0648\u062f \u062f\u0631\u062c\u0647 \u0627\u06cc \u062f\u0627\u0631\u0646\u062f (\u0633\u0627\u0639\u062a\u06af\u0631\u062f).<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0641\u0631\u0627\u0645\u06cc\u0646 \u0632\u06cc\u0631 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0686\u0631\u062e\u0634 \u0631\u0627 \u0631\u0648\u06cc \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. <strong>\u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc = \u06f2 \u062a\u0627 \u06f4 \u0628\u0631\u0627\u0628\u0631<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Placeholders: 'x' = A single image, 'y' = A batch of images\n# 'k' denotes the number of 90 degree anticlockwise rotations\nshape = [height, width, channels]\nx = tf.placeholder(dtype = tf.float32, shape = shape)\nrot_90 = tf.image.rot90(img, k=1)\nrot_180 = tf.image.rot90(img, k=2)\n# To rotate in any angle. In the example below, 'angles' is in radians\nshape = [batch, height, width, 3]\ny = tf.placeholder(dtype = tf.float32, shape = shape)\nrot_tf_180 = tf.contrib.image.rotate(y, angles=3.1415)\n# Scikit-Image. 'angle' = Degrees. 'img' = Input Image\n# For details about 'mode', checkout the interpolation section below.\nrot = skimage.transform.rotate(img, angle=45, mode='reflect')\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%DB%B3-_%D9%85%D9%82%DB%8C%D8%A7%D8%B3_Scale\"><\/span><strong>\u06f3- \u0645\u0642\u06cc\u0627\u0633 ( Scale )<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0635\u0648\u0631\u062a \u062f\u0631\u0648\u0646\u06cc ( Inward ) \u0648 \u06cc\u0627 \u0628\u06cc\u0631\u0648\u0646\u06cc ( Outward ) \u060c \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0634\u0648\u062f. \u0627\u06af\u0631 \u0628\u0635\u0648\u0631\u062a \u0628\u06cc\u0631\u0648\u0646\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0634\u0648\u062f\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0646\u0647\u0627\u06cc\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0632\u0631\u06af \u062a\u0631 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0633\u062a. \u0639\u0645\u062f\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u062e\u0634\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u06cc \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u0628\u0631\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f. \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc\u060c \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0628\u0635\u0648\u0631\u062a \u062f\u0627\u062e\u0644\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0686\u0631\u0627 \u06a9\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u0627 \u0631\u0627 \u0645\u062c\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646\u0686\u0647 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0645\u0631\u0632\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u060c \u0641\u0631\u0636\u06cc\u0627\u062a\u06cc \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u0645. \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0645\u0642\u06cc\u0627\u0633.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"795\" height=\"261\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0645\u0642\u06cc\u0627\u0633.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0645\u0642\u06cc\u0627\u0633\" class=\"wp-image-6986\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0645\u0642\u06cc\u0627\u0633.jpeg 795w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0645\u0642\u06cc\u0627\u0633-300x98.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0645\u0642\u06cc\u0627\u0633-768x252.jpeg 768w\" sizes=\"(max-width: 795px) 100vw, 795px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647\u060c \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0634\u062f\u0647 \u06f1\u06f0 \u062f\u0631\u0635\u062f\u06cc \u0628\u0635\u0648\u0631\u062a \u0628\u06cc\u0631\u0648\u0646\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0634\u062f\u0647 \u06f2\u06f0 \u062f\u0631\u0635\u062f\u06cc \u0628\u0635\u0648\u0631\u062a \u0628\u06cc\u0631\u0648\u0646\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0627\u0645\u06cc\u0646 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f ( \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 scikit-image ). <strong>\u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc = \u062f\u0644\u062e\u0648\u0627\u0647<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Scikit Image. 'img' = Input Image, 'scale' = Scale factor\n# For details about 'mode', checkout the interpolation section below.\nscale_out = skimage.transform.rescale(img, scale=2.0, mode='constant')\nscale_in = skimage.transform.rescale(img, scale=0.5, mode='constant')\n# Don't forget to crop the images back to the original size (for \n# scale_out)<\/pre>\n<p style=\"text-align: justify;\"><strong>\u06f4- \u0628\u0631\u0634 ( Crop )<\/strong><\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u062e\u0644\u0627\u0641 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc\u060c \u0634\u0645\u0627 \u062a\u0646\u0647\u0627 \u0627\u0632 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u0628\u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633 \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u0634 \u062a\u0635\u0627\u062f\u0641\u06cc \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0628\u0631\u0634 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0634\u0645\u0627 \u0628\u0647 \u062f\u0642\u062a \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u062a\u0648\u062c\u0647 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u06cc\u0627\u0646 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0648 \u0631\u0648\u0634 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0628\u0631\u0634.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"797\" height=\"261\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0628\u0631\u0634.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0628\u0631\u0634\" class=\"wp-image-6987\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0628\u0631\u0634.jpeg 797w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0628\u0631\u0634-300x98.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0628\u0631\u0634-768x252.jpeg 768w\" sizes=\"(max-width: 797px) 100vw, 797px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647\u060c \u06cc\u06a9 \u0628\u062e\u0634 \u0645\u0631\u0628\u0639\u06cc \u0628\u0631\u0634 \u062e\u0648\u0631\u062f\u0647 \u0627\u0632 \u0628\u0627\u0644\u0627-\u0686\u067e\u060c \u06cc\u06a9 \u0628\u062e\u0634 \u0645\u0631\u0628\u0639\u06cc \u0628\u0631\u0634 \u062e\u0648\u0631\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u06cc\u0646-\u0631\u0627\u0633\u062a. \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0647\u0627 \u06cc \u0628\u0631\u0634 \u062e\u0648\u0631\u062f\u0647\u060c \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0646\u062f.<\/figcaption><\/figure><\/div>\n\n\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0634 \u0647\u0627 \u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0641\u0631\u0627\u0645\u06cc\u0646 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. <strong>\u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc = \u062f\u0644\u062e\u0648\u0627\u0647<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># TensorFlow. 'x' = A placeholder for an image.\noriginal_size = [height, width, channels]\nx = tf.placeholder(dtype = tf.float32, shape = original_size)\n# Use the following commands to perform random crops\ncrop_size = [new_height, new_width, channels]\nseed = np.random.randint(1234)\nx = tf.random_crop(x, size = crop_size, seed = seed)\noutput = tf.images.resize_images(x, size = original_size)\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%DB%B5-_%D8%AC%D8%A7%D8%A8%D8%AC%D8%A7%DB%8C%DB%8C_Translation\"><\/span><strong>\u06f5- \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc ( Translation )<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a\u060c \u0634\u0627\u0645\u0644 \u062d\u0631\u06a9\u062a \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u0631\u0627\u0633\u062a\u0627\u06cc X\u060c Y &nbsp;\u0648 \u06cc\u0627 \u0647\u0631 \u062f\u0648 \u0631\u0627\u0633\u062a\u0627 \u0627\u0633\u062a. \u062f\u0631 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631\u060c \u0641\u0631\u0636 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0633\u06cc\u0627\u0647 \u062f\u0631 \u0628\u06cc\u0631\u0648\u0646 \u0627\u0632 \u0645\u0631\u0632 \u062e\u0648\u062f \u0645\u06cc \u0628\u0627\u0634\u062f\u060c \u0648 \u0628\u0635\u0648\u0631\u062a \u0645\u0646\u0627\u0633\u0628 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u060c \u0686\u0631\u0627 \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0627\u0634\u06cc\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062f\u0631 \u0647\u0631\u062c\u0627\u06cc\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0634\u0645\u0627 \u0631\u0627 \u0645\u062c\u0628\u0648\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0647\u0645\u0647 \u062c\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062c\u0627\u0628\u062c\u0627\u06cc\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"818\" height=\"201\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062c\u0627\u0628\u062c\u0627\u06cc\u06cc.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc\" class=\"wp-image-6988\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062c\u0627\u0628\u062c\u0627\u06cc\u06cc.jpeg 818w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062c\u0627\u0628\u062c\u0627\u06cc\u06cc-300x74.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u062c\u0627\u0628\u062c\u0627\u06cc\u06cc-768x189.jpeg 768w\" sizes=\"(max-width: 818px) 100vw, 818px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647\u060c \u062a\u0635\u0648\u06cc\u0631 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0647 \u0628\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a\u060c \u062a\u0635\u0648\u06cc\u0631 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0647 \u0628\u0647 \u0633\u0645\u062a \u0628\u0627\u0644\u0627.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0627\u0645\u06cc\u0646 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. <strong>\u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc = \u062f\u0644\u062e\u0648\u0627\u0647<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># pad_left, pad_right, pad_top, pad_bottom denote the pixel \n# displacement. Set one of them to the desired value and rest to 0\nshape = [batch, height, width, channels]\nx = tf.placeholder(dtype = tf.float32, shape = shape)\n# We use two functions to get our desired augmentation\nx = tf.image.pad_to_bounding_box(x, pad_top, pad_left, height + pad_bottom + pad_top, width + pad_right + pad_left)\noutput = tf.image.crop_to_bounding_box(x, pad_bottom, pad_right, height, width)\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D9%88%DB%8C%D8%B2_%DA%AF%D9%88%D8%B3%DB%8C_Gaussian_Noise\"><\/span><strong>\u0646\u0648\u06cc\u0632 \u06af\u0648\u0633\u06cc ( Gaussian Noise )<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/fa.wikipedia.org\/wiki\/%D8%A8%DB%8C%D8%B4%E2%80%8C%D8%A8%D8%B1%D8%A7%D8%B2%D8%B4\" target=\"_blank\" rel=\"noopener\">\u0628\u06cc\u0634 \u0628\u0631\u0627\u0632\u0634<\/a> \u0632\u0645\u0627\u0646\u06cc \u0631\u062e \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0634\u0645\u0627 \u0633\u0639\u06cc \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0641\u0631\u06a9\u0627\u0646\u0633 \u0628\u0627\u0644\u0627\u06cc\u06cc ( \u0627\u0644\u06af\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0641\u0639\u0627\u062a \u0632\u06cc\u0627\u062f \u0631\u062e \u0645\u06cc \u062f\u0647\u0646\u062f ) \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0641\u06cc\u062f \u0646\u06cc\u0632 \u0646\u0628\u0627\u0634\u0646\u062f. \u0646\u0648\u06cc\u0632 \u06af\u0648\u0633\u06cc \u060c \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0635\u0641\u0631 \u0627\u0633\u062a\u060c \u062f\u0627\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062f\u0631 \u062a\u0645\u0627\u0645 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0647\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f \u0648 \u0628\u062f\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0635\u0648\u0631\u062a \u0645\u0624\u062b\u0631\u060c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u06cc \u0641\u0631\u06a9\u0627\u0646\u0633 \u0628\u0627\u0644\u0627 \u0631\u0627 \u062f\u0686\u0627\u0631 \u0627\u0639\u0648\u062c\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u0627\u0646 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627 \u06cc \u0641\u0631\u06a9\u0627\u0646\u0633\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 ( \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0634\u0645\u0627 ) \u0646\u06cc\u0632 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0686\u0627\u0631 \u0627\u0639\u0648\u062c\u0627\u062c \u0634\u0648\u0646\u062f\u060c \u0627\u0645\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0634\u0645\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u062f. \u0627\u0636\u0627\u0641\u0647 \u0646\u0645\u0648\u062f\u0646 \u062a\u0646\u0647\u0627 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645\u06cc \u0646\u0648\u06cc\u0632\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n<p>\u062d\u0627\u0644\u062a\u06cc \u0636\u0639\u06cc\u0641 \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0648\u06cc\u0632 \u060c \u0646\u0648\u06cc\u0632 \u0646\u0645\u06a9 \u0648 \u0641\u0644\u0641\u0644 ( Salt and Pepper ) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0635\u0648\u0631\u062a \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u0633\u0641\u06cc\u062f \u0648 \u0633\u06cc\u0627\u0647 \u0628\u0635\u0648\u0631\u062a \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u062f\u0631 \u06a9\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0648\u06cc\u0632 \u062a\u0623\u062b\u06cc\u0631\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u0646\u0645\u0648\u062f\u0646 \u0646\u0648\u06cc\u0632 \u06af\u0648\u0633\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0633\u0637\u062d \u0627\u0639\u0648\u062c\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0646\u0648\u06cc\u0632.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"797\" height=\"261\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0646\u0648\u06cc\u0632.png\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0646\u0648\u06cc\u0632\" class=\"wp-image-6989\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0646\u0648\u06cc\u0632.png 797w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0646\u0648\u06cc\u0632-300x98.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0646\u0648\u06cc\u0632-768x252.png 768w\" sizes=\"(max-width: 797px) 100vw, 797px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647\u060c \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0646\u0648\u06cc\u0632 \u06af\u0648\u0633\u06cc\u0646\u060c \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0646\u0648\u06cc\u0632 \u0646\u0645\u06a9 \u0648 \u0641\u0644\u0641\u0644<\/figcaption><\/figure><\/div>\n\n\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0648\u06cc\u0632 \u06af\u0648\u0633\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0645\u0627\u0646 \u0632\u06cc\u0631 \u062f\u0631 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f. <strong>\u0636\u0631\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc = \u062f\u0644\u062e\u0648\u0627\u0647<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">#TensorFlow. 'x' = A placeholder for an image.\nshape = [height, width, channels]\nx = tf.placeholder(dtype = tf.float32, shape = shape)\n# Adding Gaussian noise\nnoise = tf.random_normal(shape=tf.shape(x), mean=0.0, stddev=1.0,\ndtype=tf.float32)\noutput = tf.add(x, noise)\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_%D9%87%D8%A7_%DB%8C_%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%D9%81%D8%B2%D8%A7%DB%8C%DB%8C\"><\/span><strong>\u0631\u0648\u0634&nbsp;\u0647\u0627&nbsp;\u06cc&nbsp;\u067e\u06cc\u0634\u0631\u0641\u062a\u0647&nbsp;\u062f\u0627\u062f\u0647&nbsp;\u0627\u0641\u0632\u0627\u06cc\u06cc&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631&nbsp;\u062c\u0647\u0627\u0646&nbsp;\u0648\u0627\u0642\u0639\u06cc\u060c&nbsp;\u062f\u0627\u062f\u0647&nbsp;\u0647\u0627&nbsp;\u06cc&nbsp;\u0637\u0628\u06cc\u0639\u06cc&nbsp;\u0646\u06cc\u0632&nbsp;\u0645\u06cc&nbsp;\u062a\u0648\u0627\u0646\u0646\u062f&nbsp;\u062f\u0631&nbsp;\u0634\u0631\u0627\u06cc\u0637&nbsp;\u0645\u062e\u062a\u0644\u0641\u06cc&nbsp;\u0648\u062c\u0648\u062f&nbsp;\u062f\u0627\u0634\u062a\u0647&nbsp;\u0628\u0627\u0634\u0646\u062f&nbsp;\u06a9\u0647&nbsp;\u0628\u0627&nbsp;\u0631\u0648\u0634&nbsp;\u0647\u0627\u06cc&nbsp;\u0633\u0627\u062f\u0647&nbsp;\u0641\u0648\u0642&nbsp;\u0646\u0645\u06cc&nbsp;\u062a\u0648\u0627\u0646\u0646\u062f&nbsp;\u062f\u0631&nbsp;\u0646\u0638\u0631&nbsp;\u06af\u0631\u0641\u062a\u0647&nbsp;\u0634\u0648\u0646\u062f.&nbsp;\u0628\u0631\u0627\u06cc&nbsp;\u0645\u062b\u0627\u0644\u060c&nbsp;\u0641\u0631\u0636&nbsp;\u06a9\u0646\u06cc\u062f&nbsp;\u0647\u062f\u0641&nbsp;\u0645\u0627\u060c&nbsp;\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc&nbsp;\u0645\u0646\u0638\u0631\u0647&nbsp;\u062f\u0631&nbsp;\u0639\u06a9\u0633&nbsp;\u0628\u0627\u0634\u062f.&nbsp;\u0627\u06cc\u0646&nbsp;\u0645\u0646\u0638\u0631\u0647&nbsp;\u0645\u06cc&nbsp;\u062a\u0648\u0627\u0646\u062f&nbsp;\u0647\u0631&nbsp;\u0686\u06cc\u0632\u06cc&nbsp;\u0628\u0627\u0634\u062f:&nbsp;\u062a\u0648\u0646\u062f\u0631\u0627\u0647\u0627\u06cc&nbsp;\u06cc\u062e\u06cc&nbsp;\u060c&nbsp;\u0645\u0631\u0627\u062a\u0639&nbsp;\u060c&nbsp;\u062c\u0646\u06af\u0644&nbsp;\u0648&nbsp;\u063a\u06cc\u0631\u0647.&nbsp;\u0628\u0647&nbsp;\u0646\u0638\u0631&nbsp;\u0645\u06cc&nbsp;\u0631\u0633\u062f&nbsp;\u06a9\u0647&nbsp;\u0627\u06cc\u0646&nbsp;\u06a9\u0627\u0631&nbsp;\u0645\u0627\u0646\u0646\u062f&nbsp;\u06a9\u0644\u0627\u0633\u0647&nbsp;\u0628\u0646\u062f\u06cc&nbsp;\u067e\u06cc\u0634&nbsp;\u0631\u0648&nbsp;(&nbsp;Forward&nbsp;Classification&nbsp;)&nbsp;\u0628\u0627\u0634\u062f.&nbsp;\u0628\u0644\u0647\u060c&nbsp;\u0628\u062c\u0632&nbsp;\u06cc\u06a9&nbsp;\u0645\u0648\u0631\u062f\u060c&nbsp;\u062d\u0642&nbsp;\u06cc\u0627&nbsp;\u0634\u0645\u0627\u0633\u062a.&nbsp;\u0645\u0627&nbsp;\u0628\u0631&nbsp;\u06cc\u06a9&nbsp;\u0648\u06cc\u0698\u06af\u06cc&nbsp;\u0645\u0647\u0645&nbsp;\u0627\u0632&nbsp;\u0639\u06a9\u0633&nbsp;\u0647\u0627&nbsp;\u06a9\u0647&nbsp;\u0645\u06cc&nbsp;\u062a\u0648\u0627\u0646\u0646\u062f&nbsp;\u062f\u0631&nbsp;\u0639\u0645\u0644\u06a9\u0631\u062f&nbsp;\u062a\u0623\u062b\u06cc\u0631&nbsp;\u0628\u06af\u0630\u0631\u0627\u0646\u062f\u060c&nbsp;\u0627\u0634\u0631\u0627\u0641&nbsp;\u062f\u0627\u0631\u06cc\u0645&nbsp;\u0648&nbsp;\u0622\u0646&nbsp;\u0648\u06cc\u0698\u06af\u06cc\u060c&nbsp;\u0641\u0635\u0644\u06cc&nbsp;\u0627\u0633\u062a&nbsp;\u06a9\u0647&nbsp;\u062a\u0635\u0627\u0648\u06cc\u0631&nbsp;\u062f\u0631&nbsp;\u0622\u0646&nbsp;\u062a\u0647\u06cc\u0647&nbsp;\u0634\u062f\u0647&nbsp;\u0627\u0633\u062a.&nbsp;<\/p>\n<p>\u0627\u06af\u0631&nbsp;\u0634\u0628\u06a9\u0647&nbsp;\u0639\u0635\u0628\u06cc&nbsp;\u0645\u0627&nbsp;\u0627\u06cc\u0646&nbsp;\u062d\u0642\u06cc\u0642\u062a&nbsp;\u0631\u0627&nbsp;\u06a9\u0647&nbsp;\u0645\u0646\u0627\u0638\u0631&nbsp;\u0645\u0639\u06cc\u0646&nbsp;\u0645\u06cc&nbsp;\u062a\u0648\u0627\u0646\u0646\u062f&nbsp;\u062f\u0631&nbsp;\u0647\u0631&nbsp;\u0634\u0631\u0627\u06cc\u0637\u06cc&nbsp;\u0648\u062c\u0648\u062f&nbsp;\u062f\u0627\u0634\u062a\u0647&nbsp;\u0628\u0627\u0634\u0646\u062f&nbsp;(&nbsp;\u0628\u0631\u0641\u060c&nbsp;\u0631\u0637\u0648\u0628\u062a\u060c&nbsp;\u0631\u0648\u0634\u0646\u0627\u06cc\u06cc&nbsp;\u0648&nbsp;\u063a\u06cc\u0631\u0647&nbsp;)&nbsp;\u062f\u0631\u06a9&nbsp;\u0646\u0646\u0645\u0627\u06cc\u062f\u060c&nbsp;\u0645\u0645\u06a9\u0646&nbsp;\u0627\u0633\u062a&nbsp;\u0633\u0648\u0627\u062d\u0644&nbsp;\u062f\u0631\u06cc\u0627\u0686\u0647&nbsp;\u06cc\u062e&nbsp;\u0632\u062f\u0647&nbsp;\u0631\u0627&nbsp;\u0628\u0639\u0646\u0648\u0627\u0646&nbsp;\u06cc\u062e\u0686\u0627\u0644&nbsp;\u0647\u0627\u06cc&nbsp;\u0637\u0628\u06cc\u0639\u06cc&nbsp;\u0648&nbsp;\u06cc\u0627&nbsp;\u0632\u0645\u06cc\u0646&nbsp;\u0647\u0627\u06cc&nbsp;\u0645\u0631\u0637\u0648\u0628&nbsp;\u0631\u0627&nbsp;\u0628\u0647&nbsp;\u0639\u0646\u0648\u0627\u0646&nbsp;\u0628\u0627\u062a\u0644\u0627\u0642&nbsp;\u0647\u0627&nbsp;&nbsp;\u0628\u0631\u0686\u0633\u0628&nbsp;\u06af\u0630\u0627\u0631\u06cc&nbsp;\u06a9\u0646\u062f.<\/p>\n<p>\u06cc\u06a9&nbsp;\u0631\u0648\u0634&nbsp;\u0628\u0631\u0627\u06cc&nbsp;\u06a9\u0627\u0647\u0634&nbsp;\u0631\u062e\u062f\u0627\u062f&nbsp;\u0627\u06cc\u0646&nbsp;\u0648\u0636\u0639\u06cc\u062a\u060c&nbsp;\u0627\u0636\u0627\u0641\u0647&nbsp;\u0646\u0645\u0648\u062f\u0646&nbsp;\u062a\u0635\u0627\u0648\u06cc\u0631&nbsp;\u0628\u06cc\u0634\u062a\u0631&nbsp;\u0627\u0633\u062a\u060c&nbsp;\u0628\u06af\u0648\u0646\u0647&nbsp;\u0627\u06cc&nbsp;\u06a9\u0647&nbsp;\u062a\u0645\u0627\u0645&nbsp;\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a&nbsp;\u0641\u0635\u0644\u06cc&nbsp;\u062f\u0631&nbsp;\u0646\u0638\u0631&nbsp;\u06af\u0631\u0641\u062a\u0647&nbsp;\u0634\u0648\u0646\u062f.&nbsp;\u0627\u0645\u0627&nbsp;\u0627\u06cc\u0646&nbsp;\u06a9\u0627\u0631\u06cc&nbsp;\u062f\u0634\u0648\u0627\u0631&nbsp;\u0627\u0633\u062a.&nbsp;\u0628\u0627&nbsp;\u0628\u0633\u0637&nbsp;\u0645\u0641\u0647\u0648\u0645&nbsp;\u062f\u0627\u062f\u0647&nbsp;\u0627\u0641\u0632\u0627\u06cc\u06cc&nbsp;\u060c&nbsp;\u0645\u06cc&nbsp;\u062a\u0648\u0627\u0646&nbsp;\u062a\u0648\u0644\u06cc\u062f&nbsp;\u062c\u0644\u0648\u0647&nbsp;\u0647\u0627&nbsp;\u06cc\u06cc&nbsp;\u0645\u0627\u0646\u0646\u062f&nbsp;\u0641\u0635\u0644&nbsp;\u0647\u0627\u06cc&nbsp;\u0645\u062e\u062a\u0644\u0641&nbsp;\u0628\u0635\u0648\u0631\u062a&nbsp;\u0645\u0635\u0646\u0648\u0639\u06cc&nbsp;\u0631\u0627&nbsp;\u062a\u0635\u0648\u0631&nbsp;\u0646\u0645\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"_GAN_%D9%87%D8%A7%DB%8C_%D8%B4%D8%B1%D8%B7%DB%8C_%D8%B1%D8%A7_%D8%AF%D8%B1%DB%8C%D8%A7%D8%A8%DB%8C%D8%AF\"><\/span><strong>&nbsp;GAN \u0647\u0627\u06cc&nbsp;\u0634\u0631\u0637\u06cc&nbsp;\u0631\u0627&nbsp;\u062f\u0631\u06cc\u0627\u0628\u06cc\u062f!<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u062f\u0648\u0646 \u0648\u0631\u0648\u062f \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a\u060c&nbsp;&nbsp;GAN \u0647\u0627\u06cc \u0634\u0631\u0637\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u062d\u0648\u0632\u0647 \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647 \u062f\u06cc\u06af\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u0646\u062f. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u0628\u0647\u0645 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0646\u06cc\u0633\u062a \u0648 \u0627\u06cc\u062c\u0627 \u0642\u062f\u0631\u062a <a href=\"https:\/\/junyanz.github.io\/CycleGAN\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc<\/a> \u0645\u0634\u062e\u0635 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631\u060c \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u06cc\u06a9 GAN \u0634\u0631\u0637\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0627\u0632 \u0645\u0646\u0627\u0638\u0631 \u062a\u0627\u0628\u0633\u062a\u0627\u0646\u06cc \u0628\u0647 \u0645\u0646\u0627\u0638\u0631 \u0632\u0645\u0633\u062a\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u063a\u06cc\u06cc\u0631-\u0641\u0635\u0644-\u0628\u0627-CycleGAN-scaled.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"405\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u063a\u06cc\u06cc\u0631-\u0641\u0635\u0644-\u0628\u0627-CycleGAN-1024x405.jpeg\" alt=\"\u062a\u063a\u06cc\u06cc\u0631 \u0641\u0635\u0644 \u0628\u0627 CycleGAN\" class=\"wp-image-6990\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u063a\u06cc\u06cc\u0631-\u0641\u0635\u0644-\u0628\u0627-CycleGAN-1024x405.jpeg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u063a\u06cc\u06cc\u0631-\u0641\u0635\u0644-\u0628\u0627-CycleGAN-300x119.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u063a\u06cc\u06cc\u0631-\u0641\u0635\u0644-\u0628\u0627-CycleGAN-768x304.jpeg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062a\u063a\u06cc\u06cc\u0631-\u0641\u0635\u0644-\u0628\u0627-CycleGAN-scaled.jpeg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u062a\u063a\u06cc\u06cc\u0631 \u0641\u0635\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CycleGAN (\u0645\u0646\u0628\u0639: <a href=\"https:\/\/junyanz.github.io\/CycleGAN\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/junyanz.github.io\/CycleGAN\/<\/a>)<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0631\u0648\u0634 \u0641\u0648\u0642 \u0645\u0642\u0627\u0648\u0645 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f. \u06cc\u06a9 \u0631\u0648\u0634 \u0627\u0631\u0632\u0627\u0646\u062a\u0631 \u062f\u06cc\u06af\u0631\u060c \u0631\u0648\u0634\u06cc \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u0639\u0635\u0628\u06cc (Neural Style Transfer ) \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0628\u0627\u0641\u062a\/\u0645\u062d\u06cc\u0637\/\u0638\u0627\u0647\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 ( \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 \u0633\u0628\u06a9 ) \u0627\u062a\u062e\u0627\u0630 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u06cc\u06af\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06af\u0631\u062f\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u060c \u062a\u0623\u062b\u06cc\u0631\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 GAN \u0634\u0631\u0637\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f ( \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0642\u0628\u0644 \u0627\u0632 \u0627\u062e\u062a\u0631\u0627\u0639 GAN \u0634\u0631\u0637\u06cc \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f! ).<\/p>\n<p>\u0627\u06af\u0631 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc GAN \u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/understanding-generative-adversarial-networks-gan\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/a> \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0646\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0645\u0646\u0641\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0628\u062c\u0627\u06cc \u0648\u0627\u0642\u0639 \u06af\u0631\u0627 \u0628\u0648\u062f\u0646\u060c \u0647\u0646\u0631\u06cc \u062a\u0631 \u0645\u06cc \u0628\u0627\u0634\u0646\u062f. \u0628\u0647 \u0647\u0631\u062d\u0627\u0644\u060c \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0645\u0634\u062e\u0635\u06cc \u0645\u0627\u0646\u0646\u062f Deep Photo Style Transfer \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-scaled.jpg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-1024x682.jpg\" alt=\"\u0627\u0646\u062a\u0642\u0627\u0644 \u0633\u0628\u06a9 \u0639\u0635\u0628\u06cc\" class=\"wp-image-6991\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-1024x682.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-300x200.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-768x512.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-310x205.jpg 310w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u062a\u0642\u0627\u0644-\u0633\u0628\u06a9-\u0639\u0635\u0628\u06cc-scaled.jpg 1050w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>Deep Photo Style Transfer. \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0637\u0644\u0648\u0628 \u0648 \u062f\u0644\u062e\u0648\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f (\u0645\u0646\u0628\u0639: <a href=\"https:\/\/arxiv.org\/abs\/1703.07511\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/1703.07511<\/a>)<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0645\u0627 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 &nbsp;\u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u06cc\u0642 \u0628\u0631\u0631\u0633\u06cc \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645\u060c \u0686\u0631\u0627 \u06a9\u0647 \u06a9\u0627\u0631 \u06a9\u0631\u062f \u062f\u0642\u06cc\u0642 \u0622\u0646 \u0647\u0627 \u0645\u062f \u0646\u0638\u0631 \u0645\u0627 \u0646\u0645\u06cc \u0628\u0627\u0634\u062f. \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u060c \u062c\u0647\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0628\u06a9\u0627\u0631 \u06af\u06cc\u0631\u06cc\u0645.<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%86%DA%A9%D8%AA%D9%87_%D8%A7%DB%8C_%D9%85%D8%AE%D8%AA%D8%B5%D8%B1_%D8%AF%D8%B1_%D9%85%D9%88%D8%B1%D8%AF_%D8%AF%D8%B1%D9%88%D9%86%DB%8C%D8%A7%D8%A8%DB%8C\"><\/span><strong>\u0646\u06a9\u062a\u0647 \u0627\u06cc \u0645\u062e\u062a\u0635\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0631\u0648\u0646\u06cc\u0627\u0628\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0633\u06cc\u0627\u0647 \u0646\u0628\u0627\u0634\u062f \u062c\u0627\u0628\u062c\u0627 \u06a9\u0646\u06cc\u0645\u060c \u06cc\u0627 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0635\u0648\u0631\u062a \u062f\u0631\u0648\u0646\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u06cc\u0627 \u062f\u0631 \u0632\u0648\u0627\u06cc\u0627\u06cc\u06cc \u06a9\u0648\u0686\u06a9 \u0628\u0686\u0631\u062e\u0627\u0646\u06cc\u0645\u060c \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0645\u06cc \u0627\u0641\u062a\u062f\u061f \u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u062d\u0641\u0638 \u06af\u0631\u062f\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646\u0686\u0647 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u0631\u0632 \u0622\u0646 \u0627\u0633\u062a\u060c \u0647\u06cc\u0686 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0646\u062f\u0627\u0631\u062f\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0641\u0631\u0636\u06cc\u0627\u062a\u06cc \u0645\u0637\u0631\u062d \u0634\u0648\u0646\u062f. \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0641\u0631\u0636 \u0645\u06cc \u0634\u0648\u062f \u0641\u0636\u0627\u06cc \u0628\u06cc\u0631\u0648\u0646\u06cc \u0645\u0631\u0632 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0647\u0631 \u0646\u0642\u0637\u0647\u060c \u062b\u0627\u0628\u062a \u0635\u0641\u0631 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0647 \u0646\u0627\u062d\u06cc\u0647 \u0633\u06cc\u0627\u0647\u06cc \u0645\u06cc \u0631\u0633\u06cc\u062f \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"800\" height=\"261\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0641\u0636\u0627\u06cc \u0628\u06cc\u0631\u0648\u0646\u06cc\" class=\"wp-image-6992\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc.jpeg 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc-300x98.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc-768x251.jpeg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0648\u06cc\u0631 \u0686\u0631\u062e\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 \u0632\u0627\u0648\u06cc\u0647 \u06f4\u06f5 \u062f\u0631\u062c\u0647 \u0628\u0635\u0648\u0631\u062a \u067e\u0627\u062f\u0633\u0627\u0639\u062a\u06af\u0631\u062f\u060c \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062c\u0627\u0628\u062c\u0627 \u0634\u062f\u0647 \u0628\u0647 \u0631\u0627\u0633\u062a\u060c \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0634\u062f\u0647 \u0628\u0647 \u062f\u0627\u062e\u0644.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0622\u06cc\u0627 \u0627\u06cc\u0646 \u0641\u0631\u0636\u06cc\u0647 \u0635\u062d\u06cc\u062d\u06cc \u0627\u0633\u062a\u061f \u062f\u0631 \u062c\u0647\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u060c \u0627\u06cc\u0646 \u0641\u0631\u0636\u06cc\u0647 \u0647\u0645\u0648\u0627\u0631\u0647 \u0635\u062d\u06cc\u062d \u0646\u06cc\u0633\u062a. \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0641\u0636\u0627\u06cc \u0646\u0627\u0645\u0634\u062e\u0635 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0646\u0645\u0648\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u0648\u0627\u0639-\u0631\u0648\u0634-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"792\" height=\"155\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u0648\u0627\u0639-\u0631\u0648\u0634-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc.jpeg\" alt=\"\u0627\u0646\u0648\u0627\u0639 \u0631\u0648\u0634 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u06cc \u0628\u06cc\u0631\u0648\u0646\u06cc\" class=\"wp-image-6993\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u0648\u0627\u0639-\u0631\u0648\u0634-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc.jpeg 792w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u0648\u0627\u0639-\u0631\u0648\u0634-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc-300x59.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u0627\u0646\u0648\u0627\u0639-\u0631\u0648\u0634-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u0641\u0636\u0627\u06cc-\u0628\u06cc\u0631\u0648\u0646\u06cc-768x150.jpeg 768w\" sizes=\"(max-width: 792px) 100vw, 792px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062d\u0627\u0644\u062a \u0647\u0627 \u06cc \u062b\u0627\u0628\u062a\u060c \u0644\u0628\u0647\u060c \u0627\u0646\u0639\u06a9\u0627\u0633\u060c \u062a\u0642\u0627\u0631\u0646 \u0648 \u062d\u0627\u0634\u06cc\u0647 \u06af\u0630\u0627\u0631\u06cc<\/figcaption><\/figure><\/div>\n\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%D8%AB%D8%A7%D8%A8%D8%AA_Constant\"><\/span><strong>\u06f1- \u062b\u0627\u0628\u062a (<\/strong><strong>Constant <\/strong><strong>)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0633\u0627\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u062f\u0631\u0648\u0646\u06cc\u0627\u0628\u06cc\u060c \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0646\u0648\u0627\u062d\u06cc \u0646\u0627\u0645\u0634\u062e\u0635\u060c \u0628\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062b\u0627\u0628\u062a \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u06a9\u0627\u0631 \u0646\u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062a\u06a9 \u0631\u0646\u06af\u060c \u0628\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D9%84%D8%A8%D9%87_Edge\"><\/span><strong>\u06f2- \u0644\u0628\u0647 (<\/strong> <strong>Edge <\/strong><strong>)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0642\u0627\u062f\u06cc\u0631 \u0644\u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u067e\u0633 \u0627\u0632 \u0645\u0631\u0632 \u0628\u0633\u0637 \u0645\u06cc \u06cc\u0627\u0628\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0645\u062a\u0648\u0633\u0637 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B3-_%D8%A7%D9%86%D8%B9%DA%A9%D8%A7%D8%B3_Reflect\"><\/span><strong>\u06f3- \u0627\u0646\u0639\u06a9\u0627\u0633 (<\/strong> <strong>Reflect <\/strong><strong>)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u06a9\u0633\u0644 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u0645\u0631\u0632 \u0645\u0646\u0639\u06a9\u0633 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627 \u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0648 \u06cc\u0627 \u0637\u0628\u06cc\u0639\u06cc \u0634\u0627\u0645\u0644 \u062f\u0631\u062e\u062a\u0627\u0646\u060c \u06a9\u0648\u0647 \u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B4-_%D8%AA%D9%82%D8%A7%D8%B1%D9%86_Symmetric\"><\/span><strong>\u06f4- \u062a\u0642\u0627\u0631\u0646 (<\/strong><strong>Symmetric <\/strong><strong>)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0634\u0627\u0628\u0647 \u0631\u0648\u0634 \u0627\u0646\u0639\u06a9\u0627\u0633 \u0627\u0633\u062a\u060c \u0628\u062c\u0632 \u0627\u06cc\u0646 \u062d\u0642\u06cc\u0642\u062a \u06a9\u0647 \u062f\u0631 \u0645\u0631\u0632 \u0627\u0646\u0639\u06a9\u0627\u0633\u060c \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0627\u0632 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u0644\u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f. \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0642\u0627\u0631\u0646 \u0648 \u0627\u0646\u0639\u06a9\u0627\u0633 \u0628\u062c\u0627\u06cc \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0627\u0645\u0627 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0648 \u0631\u0648\u0634 \u0632\u0645\u0627\u0646\u06cc \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f \u06a9\u0647 \u0628\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u06cc\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0648\u0686\u06a9 \u0633\u0631\u0648 \u06a9\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DB%B5-_%D8%A8%D8%B3%D8%AA%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_Wrap\"><\/span><strong>\u06f5- \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc ( Wrap )<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u0631\u0632 \u062e\u0648\u062f \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f\u060c \u06af\u0648\u06cc\u0627 \u06a9\u0627\u0634\u06cc \u06a9\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0631\u0648\u0634 \u0647\u0627 \u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u062f\u060c \u0686\u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0633\u0646\u0627\u0631\u06cc\u0648 \u0647\u0627\u060c \u0645\u0639\u0646\u0627\u06cc\u06cc \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0627\u0632 \u062a\u0645\u0627\u0645 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0641\u0648\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06af\u0631\u062f\u062f\u060c \u0622\u06cc\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646 \u0645\u0642\u0627\u0648\u0645 \u062e\u0648\u0647\u062f \u0628\u0648\u062f\u061f<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0634\u0645\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 &nbsp;\u0628\u0647 \u0637\u0631\u0632 \u0635\u062d\u06cc\u062d\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u067e\u0627\u0633\u062e \u0645\u062b\u0628\u062a \u0627\u0633\u062a! \u0631\u0648\u0634 \u062f\u0631\u0633\u062a \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0634\u0645\u0627 \u0686\u06cc\u0633\u062a\u061f \u062e\u0648\u0628\u060c \u0628\u0631\u062e\u06cc \u0627\u0648\u0642\u0627\u062a\u060c \u0647\u0645\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc 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href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-\u062e\u0648\u062f\u0631\u0648.jpeg\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"810\" height=\"200\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-\u062e\u0648\u062f\u0631\u0648.jpeg\" alt=\"\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0686\u0631\u062e\u0634 \u062e\u0648\u062f\u0631\u0648\" class=\"wp-image-6994\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-\u062e\u0648\u062f\u0631\u0648.jpeg 810w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-\u062e\u0648\u062f\u0631\u0648-300x74.jpeg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0686\u0631\u062e\u0634-\u062e\u0648\u062f\u0631\u0648-768x190.jpeg 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><figcaption>\u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a: \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647\u060c \u062a\u0635\u0648\u06cc\u0631 \u0642\u0631\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0635\u0648\u0631\u062a \u0627\u0641\u0642\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631 \u0686\u0631\u062e\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0632\u0627\u0648\u06cc\u0647 \u06f1\u06f8\u06f0 \u062f\u0631\u062c\u0647 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0686\u0631\u062e\u0627\u0646\u062f\u0647 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\u0646\u0645\u0648\u0646\u0647\u060c \u0686\u0646\u0627\u0646\u0686\u0647 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u062f\u0631 \u062c\u0627\u062f\u0647 \u0631\u0627 \u06a9\u0644\u0627\u0633 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062a\u0646\u0647\u0627 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0648\u0645 \u0645\u0646\u0637\u0642\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u0645\u0627 \u0686\u0646\u0627\u0646\u0686\u0647 \u0635\u0627\u062d\u0628 \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0628\u06cc\u0645\u0647 \u0647\u0633\u062a\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0633\u0631\u0648 \u06a9\u0627\u0631 \u062f\u0627\u0631\u062f\u060c \u0648 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0627\u0632 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627\u06cc \u0648\u0627\u0698\u06af\u0648\u0646 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\u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u06a9\u0648\u0686\u06a9 \u0627\u062b\u0628\u0627\u062a \u06a9\u0646\u0645. \u0634\u0645\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u062c\u0647\u062a \u062a\u0623\u06cc\u06cc\u062f \u062a\u06a9\u0631\u0627\u0631 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0647\u0627\u0631 \u06a9\u0644\u0627\u0633 \u06af\u0631\u0628\u0647\u060c \u0634\u06cc\u0631\u060c \u0628\u0628\u0631 \u0648 \u06cc\u0627 \u067e\u0644\u0646\u06af \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0641\u0631\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u0648 \u0641\u0631\u062f \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0646\u0645\u0627\u06cc\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0644\u06cc\u0646\u06a9 <a href=\"https:\/\/drive.google.com\/drive\/folders\/1GpIpbqBQ_ak1Z_4yAj7t6YRqDDyyBbAq?usp=sharing\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646\u062c\u0627<\/a> \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0686\u0646\u0627\u0646\u0686\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc 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\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0645\u060c \u0634\u0627\u0646\u0633 \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u06af\u0631\u0628\u0647-\u0634\u06cc\u0631-\u0628\u0628\u0631-\u067e\u0644\u0646\u06af.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"926\" height=\"224\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u06af\u0631\u0628\u0647-\u0634\u06cc\u0631-\u0628\u0628\u0631-\u067e\u0644\u0646\u06af.png\" alt=\"\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06af\u0631\u0628\u0647 \u0634\u06cc\u0631 \u0628\u0628\u0631 \u067e\u0644\u0646\u06af\" class=\"wp-image-6995\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u06af\u0631\u0628\u0647-\u0634\u06cc\u0631-\u0628\u0628\u0631-\u067e\u0644\u0646\u06af.png 926w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u06af\u0631\u0628\u0647-\u0634\u06cc\u0631-\u0628\u0628\u0631-\u067e\u0644\u0646\u06af-300x73.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u067e\u0627\u06cc\u06af\u0627\u0647-\u062f\u0627\u062f\u0647-\u06af\u0631\u0628\u0647-\u0634\u06cc\u0631-\u0628\u0628\u0631-\u067e\u0644\u0646\u06af-768x186.png 768w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/><\/a><figcaption>\u0686\u0647\u0627\u0631 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062d\u0627\u0644\u062a \u0628\u062f\u0648\u0646 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u060c \u0634\u0628\u06a9\u0647VGG19 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0627\u062c\u0631\u0627\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u067e\u0633 \u0627\u0632 \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0646 repo \u0645\u0646 \u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u0648 vgg19.npy (\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc) \u0631\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u060c \u0627\u062c\u0631\u0627 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0646 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u0648\u0627\u0641\u0642\u0645 \u06a9\u0647 \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u0627\u0636\u0627\u0641\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u062a\u0644\u0627\u0634 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0645\u062f\u0644 \u062f\u0648\u0645 \u062e\u0648\u062f\u060c \u0646\u0627\u0646\u0648\u0634\u0628\u06a9\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0645. \u0622\u0646 \u0647\u0627 \u0628\u0635\u0648\u0631\u062a \u062f\u0627\u062e\u0644\u06cc\u060c \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0648 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u062c\u0647\u062a \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0647\u0645\u0647 \u0622\u0646\u0686\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0648\u0628\u0633\u0627\u06cc\u062a \u0622\u0646\u0647 \u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0647\u0627\u06cc \u0622\u0646 \u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u0646\u062a\u0638\u0631 \u0628\u0645\u0627\u0646\u06cc\u062f (\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062d\u062f\u0648\u062f \u06f3\u06f0 \u062f\u0642\u06cc\u0642\u0647). \u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062f\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u0627 \u06a9\u0627\u0645\u0644 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f API \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0642\u062a \u062a\u0633\u062a \u0645\u062d\u0627\u0633\u0628\u0647 \u06af\u0631\u062f\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c repo \u0645\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f (\u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0646\u0627\u0633\u0647 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06a9\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f).<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">Results\nVGG19 (No Augmentation)- 76% Test Accuracy (Highest)\nNanonets (With Augmentation) - 94.5% Test Accuracy\n<\/pre>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u06cc\u06a9 \u062d\u0642\u06cc\u0642\u062a \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0645\u062f\u0644 \u0647\u0627 &nbsp;\u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0647\u062a\u0631 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0627\u062b\u0628\u0627\u062a \u0645\u0634\u062e\u0635\u060c \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0645. \u0627\u06cc\u0646 \u062c\u062f\u0648\u0644\u060c \u0646\u0631\u062e \u062e\u0637\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0631\u0633\u0648\u0645 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 Cifar10 (C10) \u0648 Cifar100 (C100) \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0633\u062a\u0648\u0646 \u0647\u0627 \u06cc C10+ \u0648 C100+ \u0646\u0631\u062e \u0647\u0627 \u06cc \u062e\u0637\u0627\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc &nbsp;\u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0631\u0635\u062f-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0645\u0639\u0631\u0648\u0641.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" width=\"933\" height=\"610\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0631\u0635\u062f-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0645\u0639\u0631\u0648\u0641.png\" alt=\"\u062f\u0631\u0635\u062f \u062e\u0637\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0639\u0631\u0648\u0641\" class=\"wp-image-6996\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0631\u0635\u062f-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0645\u0639\u0631\u0648\u0641.png 933w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0631\u0635\u062f-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0645\u0639\u0631\u0648\u0641-300x196.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/05\/\u062f\u0631\u0635\u062f-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0645\u0639\u0631\u0648\u0641-768x502.png 768w\" sizes=\"(max-width: 933px) 100vw, 933px\" \/><\/a><figcaption>\u0646\u0631\u062e \u062e\u0637\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u06cc \u0639\u0635\u0628\u06cc \u0645\u0631\u0633\u0648\u0645 \u0631\u0648\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627 \u06cc \u062f\u0627\u062f\u0647 Cifar10 \u0648 CIFar100 (\u0645\u0646\u0628\u0639: <a href=\"https:\/\/arxiv.org\/pdf\/1608.06993.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">DenseNet<\/a>)<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u0632 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062a\u0634\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u0645. \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0628\u060c \u0628\u06cc\u0646\u0634\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u062f. \u0686\u0646\u0627\u0646\u0686\u0647 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0634\u062a\u06cc\u062f \u062f\u0631 \u0628\u062e\u0634 \u0646\u0638\u0631\u0627\u062a \u0628\u0627 \u0645\u0627 \u062f\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u0627\u0646\u0648\u0634\u0628\u06a9\u0647 \u0647\u0627 :<\/strong> \u0646\u0627\u0646\u0648\u0634\u0628\u06a9\u0647 \u0647\u0627 \u06cc \u00a0API\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0633\u0627\u06cc\u062a <a href=\"https:\/\/www.nanonets.com\" target=\"_blank\" rel=\"noopener noreferrer\">Nanonets<\/a>\u00a0\u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<div class=\"wp-block-columns has-vivid-green-cyan-color has-text-color is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-case-studies\/\">\u06f5 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0628\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0642\u062f\u0631\u062a \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/ai\/mind-reading-ai-creates-images-from-your-thoughts\/\">\u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0641\u06a9\u0627\u0631 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f \u0648 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0622\u0646 \u0628\u06a9\u0634\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-basics\/\">\u0645\u0628\u0627\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u2013 \u0631\u0648\u0634 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u062f\u0631 \u06f3 \u062f\u0642\u06cc\u0642\u0647 \u0641\u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f!<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc ( CNN ) \u062f\u0631 Keras<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/artificial-neural-networks-for-machine-learning\/\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 &#8211; \u0647\u0631 \u0622\u0646\u0686\u0647 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0628\u062f\u0627\u0646\u06cc\u062f<\/a><\/li><\/ul>\n<\/div>\n<\/div>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/medium.com\/nanonets\/how-to-use-deep-learning-when-you-have-limited-data-part-2-data-augmentation-c26971dc8ced\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Medium<\/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;6974&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;\u0648\u0642\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645\u060c \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f \u0628\u062e\u0634 \u062f\u0648\u0645 : \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc&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        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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>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0631\u0648\u0631\u06cc \u062c\u0627\u0645\u0639 \u0628\u0631 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0628\u060c \u0628\u062e\u0634 \u062f\u0648\u0645 \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 &#8220; \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0627\u0634\u0646\u062f\u060c \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u061f&#8221; \u0627\u0633\u062a \u06a9\u0647 \u0628\u062e\u0634 \u0627\u0648\u0644 \u0622\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646\u062c\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f. \u0647\u0645\u0647 \u06cc \u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 &hellip;<\/p>\n","protected":false},"author":7,"featured_media":6998,"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":[84,97,101,86],"class_list":["post-6974","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-84","tag-97","tag-101","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/6974","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=6974"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/6974\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/6998"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=6974"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=6974"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=6974"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}