{"id":16188,"date":"2024-01-21T23:00:35","date_gmt":"2024-01-21T19:30:35","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/"},"modified":"2024-01-21T23:00:35","modified_gmt":"2024-01-21T19:30:35","slug":"%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/","title":{"rendered":"\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 GAN \u0647\u0627 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d9%84%d8%af_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0686\u06cc\u0633\u062a\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%da%86%d8%a7%d8%b1%da%86%d9%88%d8%a8_gans\" >\u0686\u0627\u0631\u0686\u0648\u0628 GANs<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d8%a2%d9%85%d9%88%d8%b2%d8%b4\" >\u0622\u0645\u0648\u0632\u0634<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%85%d8%b3%d8%a7%d8%a6%d9%84_gans\" >\u0645\u0633\u0627\u0626\u0644 GANs<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d8%aa%d8%b9%d8%a7%d8%af%d9%84_%d9%86%d8%b4_%d8%b3%d8%ae%d8%aa_%d8%af%d8%b1_%d8%af%d8%b3%d8%aa%d8%b1%d8%b3\" >\u062a\u0639\u0627\u062f\u0644 \u0646\u0634 \u0633\u062e\u062a \u062f\u0631 \u062f\u0633\u062a\u0631\u0633<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d8%b3%d9%82%d9%88%d8%b7_%d8%ad%d8%a7%d9%84%d8%aa\" >\u0633\u0642\u0648\u0637 \u062d\u0627\u0644\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%da%a9%d8%a7%d9%87%d8%b4_%da%af%d8%b1%d8%a7%d8%af%db%8c%d8%a7%d9%86\" >\u06a9\u0627\u0647\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%85%d8%af%d8%b1%d9%86\" >\u0645\u062f\u0631\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#dcgan_%d9%87%d8%a7\" >DCGAN \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#wgan_%d9%87%d8%a7\" >WGAN \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d8%b3%d8%a7%da%af%d8%a7%d9%86_%d9%87%d8%a7\" >\u0633\u0627\u06af\u0627\u0646 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#biggan_%d9%87%d8%a7\" >BigGAN \u0647\u0627<\/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:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%db%8c%da%a9_gan_%d8%b3%d8%a7%d8%af%d9%87_%d8%af%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\" >\u06cc\u06a9 GAN \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/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:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%da%a9%d8%af\" >\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%86%d8%aa%d8%a7%db%8c%d8%ac_%d9%88_%d8%a8%d9%87%d8%a8%d9%88%d8%af%d9%87%d8%a7%db%8c_%d8%a7%d8%ad%d8%aa%d9%85%d8%a7%d9%84%db%8c\" >\u0646\u062a\u0627\u06cc\u062c \u0648 \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-gan-%d9%87%d8%a7-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d9%88-%d8%aa%d9%86%d8%b3%d9%88%d8%b1%d9%81%d9%84%d9%88\/#%d9%85%d9%86%d8%a7%d8%a8%d8%b9\" >\u0645\u0646\u0627\u0628\u0639<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062e\u0627\u0646\u0648\u0627\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0647\u062f\u0641\u0634\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0627\u0633\u062a.  \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u06af\u0631\u0641\u062a\u0646 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0648\u0639 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645 \u0628\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062f\u0633\u062a \u0645\u06cc\u200c\u06cc\u0627\u0628\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0648\u0639 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u0634\u062f\u062a \u062f\u0631 \u062d\u0627\u0644 \u062a\u062d\u0642\u06cc\u0642 \u0647\u0633\u062a\u0646\u062f \u0648 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062a\u0628\u0644\u06cc\u063a\u0627\u062a \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0622\u0646\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0641\u0642\u0637 \u0628\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0686\u0646\u062f \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/stackabuse.s3.amazonaws.com\/media\/introduction-to-gans-with-python-1.jpg\" alt=\"\u0627\u0648\u0631\u0627\u0642 \u06af\u0627\u0646\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0633\u0627\u0644 2014\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1406.2661\">\u0627\u0648\u0644\u06cc\u0646 \u06a9\u0627\u063a\u0630 \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f<\/a> \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0628\u0647\u200c\u0637\u0648\u0631 \u0628\u0627\u0648\u0631\u0646\u06a9\u0631\u062f\u0646\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0648 \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0648\u0642 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639\u200c\u0647\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645: \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648\u06cc\u062f\u0626\u0648\u0647\u0627\u060c \u0645\u0648\u0633\u06cc\u0642\u06cc\u060c \u0642\u0637\u0639\u0627\u062a \u0646\u0648\u0634\u062a\u0647 \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 a <em>GAN<\/em>:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-2.jpg\" alt=\"\u0686\u0647\u0631\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0627 GAN \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a\" title=\"\"><br \/>\n<img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-3.jpg\" alt=\"\u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 GAN\" title=\"\"><\/p>\n<h2 id=\"whataregenerativemodels\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d9%85%d9%88%d9%84%d8%af_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"thegansframework\"><span class=\"ez-toc-section\" id=\"%da%86%d8%a7%d8%b1%da%86%d9%88%d8%a8_gans\"><\/span>\u0686\u0627\u0631\u0686\u0648\u0628 GANs<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0648\u0641\u0642 \u062a\u0631\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f\u060c \u062d\u062f\u0627\u0642\u0644 \u062f\u0631 \u0633\u0627\u0644 \u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c \u0646\u0627\u0645 \u062f\u0627\u0631\u062f <strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f<\/strong> (<em>GAN \u0647\u0627<\/em>).<\/p>\n<p>\u0628\u0647 \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647\u060c \u06cc\u06a9 GAN \u0627\u0632 \u062f\u0648 \u0645\u062f\u0644 \u0645\u062c\u0632\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f: \u06cc\u06a9 \u0698\u0646\u0631\u0627\u062a\u0648\u0631. <em>\u062c\u06cc<\/em> \u0648 \u06cc\u06a9 \u062a\u0628\u0639\u06cc\u0636 \u06a9\u0646\u0646\u062f\u0647 <em>D<\/em>.  \u0647\u062f\u0641 \u062a\u0645\u0627\u06cc\u0632\u06af\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u06af\u0648\u06cc\u062f \u0622\u06cc\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc \u0645\u06cc \u0622\u06cc\u062f \u06cc\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0631 \u0639\u0648\u0636 \u062a\u0648\u0633\u0637 <em>\u062c\u06cc<\/em>.<\/p>\n<p>\u0647\u062f\u0641 \u0645\u0648\u0644\u062f \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u0645\u0627\u06cc\u0632\u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0641\u0631\u06cc\u0628 \u062f\u0647\u062f.<\/p>\n<p>\u0645\u0648\u0644\u062f \u0686\u06cc\u0632\u06cc \u062c\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0646\u06cc\u0633\u062a.  \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u062f\u0641\u06cc (\u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06af\u0627\u0648\u0633\u06cc \u06cc\u0627 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a) \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0636\u0628\u0637 \u06a9\u0646\u06cc\u0645\u060c \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<p>\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647\u060c \u062f\u0648\u0628\u0627\u0631\u0647\u060c \u0641\u0642\u0637 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0633\u062a.  \u0647\u062f\u0641 \u0622\u0646 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0646\u0627\u0645\u0634 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u0628\u0647 <em>\u062a\u0628\u0639\u06cc\u0636 \u0642\u0627\u0626\u0644 \u0634\u062f\u0646<\/em> \u0628\u06cc\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062a\u0642\u0644\u0628\u06cc  \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0648\u0631\u0648\u062f\u06cc \u0622\u0646 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u0627 \u0627\u0632 \u0645\u0648\u0644\u062f \u06cc\u0627 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u062f\u0647 \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0639\u062f\u062f \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u0628\u0648\u062f\u0646 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a.  \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0645\u0637\u0645\u0626\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0627\u0648 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648\u0627\u0642\u0639\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0628\u0631\u0639\u06a9\u0633\u060c \u06cc\u06a9 \u0627\u062d\u062a\u0645\u0627\u0644 \u06a9\u0645 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-4.png\" alt=\"\u0686\u0627\u0631\u0686\u0648\u0628\" title=\"\"><\/p>\n<p>\u06cc\u06a9 \u062c\u0627\u0639\u0644 \u0647\u0646\u0631\u06cc \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0633\u0639\u06cc \u062f\u0627\u0631\u062f \u0622\u062b\u0627\u0631 \u0647\u0646\u0631\u06cc \u062c\u0639\u0644\u06cc \u062e\u0644\u0642 \u06a9\u0646\u062f\u060c \u0648 \u06cc\u06a9 \u0645\u0646\u062a\u0642\u062f \u0647\u0646\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u06cc\u0646 \u0646\u0642\u0627\u0634\u06cc \u0647\u0627\u06cc \u062f\u0631\u0633\u062a \u0648 \u062a\u0642\u0644\u0628\u06cc \u062a\u0645\u0627\u06cc\u0632 \u0642\u0627\u0626\u0644 \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0633\u0646\u0627\u0631\u06cc\u0648\u060c \u0645\u0646\u062a\u0642\u062f \u0645\u0627\u0646\u0646\u062f \u062a\u0645\u0627\u06cc\u0632\u06a9\u0646\u0646\u062f\u0647 \u0645\u0627 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062c\u0627\u0639\u0644 \u0639\u0627\u0645\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0645\u0646\u062a\u0642\u062f \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u062a\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc\u0634 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f \u0648 \u0647\u0646\u0631 \u062c\u0639\u0644\u06cc \u0627\u0648 \u0631\u0627 \u0642\u0627\u0646\u0639\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u062a\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-5.png\" alt=\"\u0686\u0627\u0631\u0686\u0648\u0628 \u0633\u0627\u062f\u0647 \u0634\u062f\u0647\" title=\"\"><\/p>\n<h3 id=\"training\"><span class=\"ez-toc-section\" id=\"%d8%a2%d9%85%d9%88%d8%b2%d8%b4\"><\/span>\u0622\u0645\u0648\u0632\u0634<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0622\u0645\u0648\u0632\u0634 GAN \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0686\u06cc\u0632 \u062f\u0631\u062f\u0646\u0627\u06a9 \u0628\u0627\u0634\u062f.  \u0628\u06cc \u062b\u0628\u0627\u062a\u06cc \u062a\u0645\u0631\u06cc\u0646 \u0647\u0645\u06cc\u0634\u0647 \u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631 \u0622\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u06cc\u062c\u0627\u062f \u062b\u0628\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062a\u0645\u0631\u06cc\u0646<\/p>\n<p>\u062a\u0627\u0628\u0639 \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u06cc\u06a9 \u0645\u062f\u0644 GAN \u0648\u0627\u0646\u06cc\u0644\u06cc \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-6.png\" alt=\"\u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 GANs\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627\u060c <strong>D<\/strong> \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u062a\u0628\u0639\u06cc\u0636 \u06a9\u0646\u0646\u062f\u0647 \u062f\u0627\u0631\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <strong>\u062c\u06cc<\/strong> \u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0641\u0631\u0645\u0648\u0644 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u0645\u0648\u0644\u062f \u0628\u0631\u0627\u06cc \u06af\u06cc\u062c \u06a9\u0631\u062f\u0646 \u062d\u062f\u0627\u06a9\u062b\u0631\u06cc \u062a\u0645\u0627\u06cc\u0632\u06af\u0631\u060c \u0628\u0627 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062c\u0639\u0644\u06cc\u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0639\u06a9\u0633\u060c \u062a\u0645\u0627\u06cc\u0632\u06a9\u0646\u0646\u062f\u0647 \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0645\u06cc\u200c\u0622\u06cc\u0646\u062f \u0628\u0647\u062a\u0631 \u0634\u0648\u062f <em>\u062c\u06cc<\/em> \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u0646\u062f.<\/p>\n<p>\u0639\u0628\u0627\u0631\u062a <em>\u0645\u062a\u062e\u0627\u0635\u0645<\/em> \u062f\u0642\u06cc\u0642\u0627\u064b \u0627\u0632 \u0631\u0648\u0634 \u0622\u0645\u0648\u0632\u0634 GANS \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u06cc\u0646 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u06cc\u0645\u060c \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u0645\u0627\u06cc\u0632 \u0646\u06cc\u0633\u062a.  \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0628\u0647 \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u062a\u063a\u0630\u06cc\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u0645.<\/p>\n<h2 id=\"gansissues\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b3%d8%a7%d8%a6%d9%84_gans\"><\/span>\u0645\u0633\u0627\u0626\u0644 GANs<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0686\u0631\u0627 \u0622\u0645\u0648\u0632\u0634 GAN \u0647\u0627 \u0627\u06cc\u0646\u0642\u062f\u0631 \u0633\u062e\u062a \u0627\u0633\u062a\u061f  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u0622\u0645\u0648\u0632\u0634 GAN \u0647\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0648\u0627\u0646\u06cc\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u062e\u062a \u0627\u0633\u062a.  \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u0628\u0647 \u0686\u0631\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a.<\/p>\n<h3 id=\"hardtoreachnashequilibrium\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b9%d8%a7%d8%af%d9%84_%d9%86%d8%b4_%d8%b3%d8%ae%d8%aa_%d8%af%d8%b1_%d8%af%d8%b3%d8%aa%d8%b1%d8%b3\"><\/span>\u062a\u0639\u0627\u062f\u0644 \u0646\u0634 \u0633\u062e\u062a \u062f\u0631 \u062f\u0633\u062a\u0631\u0633<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0634\u0644\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0627\u0632\u06cc \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0634\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062d\u062f\u0633 \u0645\u06cc \u0632\u0646\u06cc\u0645 \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a \u06cc\u0627 \u0646\u0647.<\/p>\n<p>\u0686\u0627\u0631\u0686\u0648\u0628 GAN \u06cc\u06a9 \u0628\u0627\u0632\u06cc \u063a\u06cc\u0631 \u0645\u062d\u062f\u0628\u060c \u062f\u0648 \u0646\u0641\u0631\u0647 \u0648 \u063a\u06cc\u0631\u0647\u0645\u06a9\u0627\u0631\u06cc \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0648 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u0628\u0627\u0632\u06cc\u06a9\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u062f \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u0627\u0646\u062f.  \u0628\u0647\u06cc\u0646\u0647 \u0627\u06cc\u0646 process \u0646\u0627\u0645 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Nash_equilibrium\">\u062a\u0639\u0627\u062f\u0644 \u0646\u0634<\/a> &#8211; \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u0628\u0627\u0632\u06cc\u06a9\u0646 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a\u060c \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0627\u0632\u06cc\u06a9\u0646 \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c GAN \u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <em>\u06af\u0631\u0627\u062f\u06cc\u0627\u0646-\u0646\u0632\u0648\u0644\u06cc<\/em> \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645 a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f <em>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647<\/em> \u0648 \u067e\u06cc\u062f\u0627 \u0646\u06a9\u0631\u062f\u0646 <em>\u062a\u0639\u0627\u062f\u0644 \u0646\u0634<\/em> \u0627\u0632 \u06cc\u06a9 \u0628\u0627\u0632\u06cc<\/p>\n<h3 id=\"modecollapse\"><span class=\"ez-toc-section\" id=\"%d8%b3%d9%82%d9%88%d8%b7_%d8%ad%d8%a7%d9%84%d8%aa\"><\/span>\u0633\u0642\u0648\u0637 \u062d\u0627\u0644\u062a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u062b\u0631 \u062a\u0648\u0632\u06cc\u0639 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0686\u0646\u062f \u0648\u062c\u0647\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/yann.lecun.com\/exdb\/mnist\/\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 MNIST<\/a>: 10 &#8220;\u062d\u0627\u0644\u062a&#8221; \u062f\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0627\u0631\u0642\u0627\u0645 \u0645\u062e\u062a\u0644\u0641 \u0628\u06cc\u0646 0 \u0648 9 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0648\u0644\u062f \u062e\u0648\u0628 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u062a\u0646\u0648\u0639 \u06a9\u0627\u0641\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u062a\u0645\u0627\u0645 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0647\u0645\u06cc\u0634\u0647 \u0627\u06cc\u0646 \u0627\u062a\u0641\u0627\u0642 \u0646\u0645\u06cc \u0627\u0641\u062a\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0631\u0642\u0645 &#8220;3&#8221; \u0648\u0627\u0642\u0639\u0627\u064b \u062e\u0648\u0628 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06af\u0631 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0642\u0627\u0646\u0639 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0628\u0647 \u0633\u0645\u062a \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0633\u0648\u0642 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u062d\u0627\u0644\u062a \u062e\u0627\u0635 \u0645\u06cc\u200c\u0622\u06cc\u0646\u062f \u0648 \u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0645\u0648\u0627\u0642\u0639 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f.  \u0627\u0633\u0627\u0633\u0627\u064b \u0647\u0645\u0627\u0646 \u0634\u0645\u0627\u0631\u0647 \u0631\u0627 \u0647\u0631\u0632\u0646\u0627\u0645\u0647 \u0645\u06cc\u200c\u0641\u0631\u0633\u062a\u062f \u0648 \u0628\u0627 \u0647\u0631 \u0639\u062f\u062f\u06cc \u06a9\u0647 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635\u200c\u062f\u0647\u0646\u062f\u0647 \u0639\u0628\u0648\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u06cc\u0646 \u0631\u0641\u062a\u0627\u0631 \u0641\u0642\u0637 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-7.png\" alt=\"\u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u062d\u0627\u0644\u062a\" title=\"\"><\/p>\n<h3 id=\"diminishinggradient\"><span class=\"ez-toc-section\" id=\"%da%a9%d8%a7%d9%87%d8%b4_%da%af%d8%b1%d8%a7%d8%af%db%8c%d8%a7%d9%86\"><\/span>\u06a9\u0627\u0647\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0641\u0642 \u0628\u0627\u0634\u062f.  \u0648\u0642\u062a\u06cc \u0627\u06cc\u0646 \u062f\u0631\u0633\u062a \u0628\u0627\u0634\u062f\u060c \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0646\u0627\u067e\u062f\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u0634\u0631\u0648\u0639 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06a9\u0645\u062a\u0631 \u0648 \u06a9\u0645\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0645\u06af\u0631\u0627 \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0631\u0627 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645\u060c \u0627\u06cc\u0646 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u0645\u0627\u0646\u0646\u062f \u0642\u0628\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f.  \u062a\u06a9\u0627\u0645\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0645\u0644\u0627\u064b \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u0627\u0634\u062f\u060c \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u062c\u0644\u0648\u062a\u0631 \u0628\u0648\u062f\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u06a9 \u0645\u0627\u06cc\u0644 \u0634\u0648\u062f.  \u0627\u06af\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645\u060c \u0628\u06cc\u0634\u062a\u0631 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0686\u06cc\u0632\u0647\u0627 \u0627\u062a\u0641\u0627\u0642 \u0646\u0645\u06cc \u0627\u0641\u062a\u062f.<\/p>\n<h2 id=\"stateoftheart\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d8%b1%d9%86\"><\/span>\u0645\u062f\u0631\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u062f\u06cc\u062f \u062c\u0627\u0645\u0639 \u0627\u0632 \u0647\u0645\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 GAN\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0646 \u062f\u0631 \u0639\u0648\u0636 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0645\u0648\u0641\u0642 \u062a\u0631\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627 \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0631\u0627 \u06af\u0631\u062f\u0622\u0648\u0631\u06cc \u06a9\u0646\u0645 \u0648 \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc\u06cc \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u0645 \u062a\u0627 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0634\u0648\u06cc\u0645.<\/p>\n<h3 id=\"dcgans\"><span class=\"ez-toc-section\" id=\"dcgan_%d9%87%d8%a7\"><\/span>DCGAN \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><em>GAN \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 \u0639\u0645\u06cc\u0642<\/em> (DCGAN \u0647\u0627) \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0648 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u0646\u062f\u0647 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0635\u0631\u0641\u0627\u064b \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0628\u0647 \u0645\u062f\u0644 \u0646\u0628\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062d\u062a\u06cc \u0646\u0627\u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631 \u0634\u062f.<\/p>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u0641\u06cc\u062f \u06a9\u0631\u062f\u0646 DCGAN \u0647\u0627 \u0628\u0627\u06cc\u062f \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u062f:<\/p>\n<ul>\n<li>\u0646\u0631\u0645\u0627\u0644 \u0633\u0627\u0632\u06cc \u062f\u0633\u062a\u0647 \u0627\u06cc \u0647\u0645 \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0645\u0648\u0644\u062f \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0639\u0645\u0627\u0644 \u0634\u062f<\/li>\n<li>\u062a\u0631\u06a9 \u062a\u062d\u0635\u06cc\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li>\u0698\u0646\u0631\u0627\u062a\u0648\u0631 \u0628\u0647 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u062f\u0627\u0631 \u0648\u0631\u0648\u062f\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0632 \u062c\u0627\u0628\u062c\u0627\u06cc\u06cc \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/sefiks.com\/2018\/02\/26\/leaky-relu-as-an-neural-networks-activation-function\/\">LeakyRelu<\/a> \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/mathworld.wolfram.com\/HyperbolicTangent.html\">TanH<\/a> \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0647\u0631 \u062f\u0648 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-8.png\" alt=\"DCGAN \u0647\u0627\" title=\"\"><\/p>\n<h3 id=\"wgans\"><span class=\"ez-toc-section\" id=\"wgan_%d9%87%d8%a7\"><\/span>WGAN \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1701.07875\">Wasserstein GANs<\/a> (WGANs) \u0628\u0627 \u0647\u062f\u0641 \u0628\u0647\u0628\u0648\u062f \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u062a\u0645\u0631\u06cc\u0646 \u0627\u0633\u062a.  \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u067e\u0634\u062a \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0645\u062f\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u062a\u0648\u0636\u06cc\u062d \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633 \u062a\u0631\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06cc\u0627\u0641\u062a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/medium.com\/@jonathan_hui\/gan-wasserstein-gan-wgan-gp-6a1a2aa1b490\">\u0627\u06cc\u0646\u062c\u0627<\/a>.<\/p>\n<p>\u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062c\u062f\u06cc\u062f \u0628\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0634\u06cc\u0628 \u0646\u0631\u0645\u200c\u062a\u0631\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062c\u062f\u06cc\u062f \u0627\u0632 \u0645\u062a\u0631\u06cc\u06a9\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <em>\u0641\u0627\u0635\u0644\u0647 \u0648\u0627\u0633\u0631\u0634\u062a\u0627\u06cc\u0646<\/em>\u060c \u06a9\u0647 \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0634\u06cc\u0628 \u0635\u0627\u0641 \u062a\u0631\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u0645\u06cc\u0632 \u06a9\u0647 \u0627\u06a9\u0646\u0648\u0646 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <em>\u0645\u0646\u062a\u0642\u062f<\/em>\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u06cc\u06af\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f.  \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u0644\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0645\u0637\u0645\u0626\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc WGAN \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u0647\u06cc\u0686 \u0646\u0634\u0627\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u062d\u0627\u0644\u062a \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0646\u062f\u0627\u0631\u062f<\/li>\n<li>\u0648\u0642\u062a\u06cc \u0645\u0646\u062a\u0642\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0645\u0648\u0644\u062f \u0647\u0646\u0648\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f<\/li>\n<\/ul>\n<h3 id=\"sagans\"><span class=\"ez-toc-section\" id=\"%d8%b3%d8%a7%da%af%d8%a7%d9%86_%d9%87%d8%a7\"><\/span>\u0633\u0627\u06af\u0627\u0646 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1805.08318\">GAN \u0647\u0627\u06cc \u062e\u0648\u062f\u062a\u0648\u062c\u0647\u06cc<\/a> (SAGANs) \u06cc\u06a9 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0631\u0627 \u0628\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 GAN \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 <em>\u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0647\u0627\u0646\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/em>.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0639\u0646\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0632 \u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u067e\u06cc\u0686\u0634 \u0647\u0627 \u062f\u0631 \u06af\u0631\u0641\u062a\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u062f\u0631 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06cc\u06a9 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062d\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u062f\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u0622\u0646 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u0631\u0648\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u0641\u0636\u0627\u06cc\u06cc \u0647\u0633\u062a\u0647<\/p>\n<p>\u06cc\u0639\u0646\u06cc \u0645\u062b\u0644\u0627\u064b \u062e\u0631\u0648\u062c\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0646\u06cc\u0633\u062a \u0631\u0648\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc \u0633\u0645\u062a \u0686\u067e \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u0634\u062a\u0646 \u0647\u0631 \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0628\u0627 \u062e\u0631\u0648\u062c\u06cc \u062f\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0633\u0645\u062a \u0631\u0627\u0633\u062a.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0646\u0627\u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627\u0634\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0646\u062f \u0628\u0627\u0634\u062f.<\/p>\n<p>\u062a\u0648\u062c\u0647 \u0628\u0647 \u062e\u0648\u062f \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u062d\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0631\u0627\u0647\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0647\u0627\u0646\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062d\u0644\u06cc \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0635\u0648\u0631\u062a \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3 id=\"biggans\"><span class=\"ez-toc-section\" id=\"biggan_%d9%87%d8%a7\"><\/span>BigGAN \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1809.11096\">BigGAN \u0647\u0627<\/a> \u062a\u0627 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0628\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u0632\u0645\u0627\u0646 \u0646\u06af\u0627\u0631\u0634\u060c \u06a9\u0645 \u0648 \u0628\u06cc\u0634 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc\u0646 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0646\u062f \u0627\u06cc\u0646 \u0628\u0648\u062f \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0627 \u0622\u0646 \u0645\u0631\u062d\u0644\u0647 \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0631\u062f\u0646\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0627\u0646\u0628\u0648\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0646\u062f.<br \/>\u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u06cc\u06a9 SAGAN \u0628\u0648\u062f \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p>\u0622\u0646\u0647\u0627 \u062b\u0627\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u06a9\u0647 GAN\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0633\u0648\u062f \u0645\u06cc\u200c\u0628\u0631\u0646\u062f\u060c \u062d\u062a\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0647\u06cc\u0686 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u0630\u06a9\u0631 \u0634\u062f:<\/p>\n<blockquote>\n<p>\u0645\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0628\u06cc\u0639\u06cc \u062f\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0648\u0641\u0627\u062f\u0627\u0631\u06cc \u0648 \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u062a\u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647\u060c \u0627\u0632 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0648\u062f \u0645\u06cc\u200c\u0628\u0631\u0646\u062f.  \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0627 \u0633\u0637\u062d \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ImageNet GAN \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u06cc\u0627\u0628\u0646\u062f \u0631\u0648\u06cc \u0648\u0636\u0639\u06cc\u062a \u0647\u0646\u0631 \u0628\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u0632\u06cc\u0627\u062f\u06cc<\/p>\n<\/blockquote>\n<h2 id=\"asimpleganinpython\"><span class=\"ez-toc-section\" id=\"%db%8c%da%a9_gan_%d8%b3%d8%a7%d8%af%d9%87_%d8%af%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\"><\/span>\u06cc\u06a9 GAN \u0633\u0627\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"codeimplementation\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%da%a9%d8%af\"><\/span>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u062a\u0645\u0627\u0645 \u0622\u0646\u0686\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062c\u0644\u0648 \u0628\u0631\u0648\u06cc\u0645 \u0648 \u06cc\u06a9 GAN \u0633\u0627\u062f\u0647 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0631\u0642\u0627\u0645 0-9 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0644\u0627\u0633\u06cc\u06a9:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> tensorflow <span class=\"hljs-keyword\">as<\/span> tf\n<span class=\"hljs-keyword\">from<\/span> tensorflow.examples.tutorials.mnist <span class=\"hljs-keyword\">import<\/span> input_data\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> matplotlib.gridspec <span class=\"hljs-keyword\">as<\/span> gridspec\n<span class=\"hljs-keyword\">import<\/span> os\n\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">sample_Z<\/span>(<span class=\"hljs-params\">m, n<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> np.random.uniform(-<span class=\"hljs-number\">1.<\/span>, <span class=\"hljs-number\">1.<\/span>, size=(m, n))\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">plot<\/span>(<span class=\"hljs-params\">samples<\/span>):<\/span>\n    fig = plt.figure(figsize=(<span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">4<\/span>))\n    gs = gridspec.GridSpec(<span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">4<\/span>)\n    gs.update(wspace=<span class=\"hljs-number\">0.05<\/span>, hspace=<span class=\"hljs-number\">0.05<\/span>)\n\n    <span class=\"hljs-keyword\">for<\/span> i, sample <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">enumerate<\/span>(samples):\n        ax = plt.subplot(gs(i))\n        plt.axis(<span class=\"hljs-string\">'off'<\/span>)\n        ax.set_xticklabels(())\n        ax.set_yticklabels(())\n        ax.set_aspect(<span class=\"hljs-string\">'equal'<\/span>)\n        plt.imshow(sample.reshape(<span class=\"hljs-number\">28<\/span>, <span class=\"hljs-number\">28<\/span>), cmap=<span class=\"hljs-string\">'Greys_r'<\/span>)\n\n    <span class=\"hljs-keyword\">return<\/span> fig\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u06a9\u0627\u0646 \u0646\u06af\u0647\u062f\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u06cc\u0632 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">\nX = tf.placeholder(tf.float32, shape=(<span class=\"hljs-literal\">None<\/span>, <span class=\"hljs-number\">784<\/span>))\n\n\nZ = tf.placeholder(tf.float32, shape=(<span class=\"hljs-literal\">None<\/span>, <span class=\"hljs-number\">100<\/span>))\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0648 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u0646\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0622\u0646\u0647\u0627 \u067e\u0631\u0633\u067e\u062a\u0631\u0648\u0646 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Rectifier_(neural_networks)\">relu<\/a> \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0648 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Sigmoid_function\">\u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f\u0647\u0627<\/a> \u0628\u0631\u0627\u06cc \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">generator<\/span>(<span class=\"hljs-params\">z<\/span>):<\/span>\n    <span class=\"hljs-keyword\">with<\/span> tf.variable_scope(<span class=\"hljs-string\">\"generator\"<\/span>, reuse=tf.AUTO_REUSE):\n        x = tf.layers.dense(z, <span class=\"hljs-number\">128<\/span>, activation=tf.nn.relu)\n        x = tf.layers.dense(z, <span class=\"hljs-number\">784<\/span>)\n        x = tf.nn.sigmoid(x)\n    <span class=\"hljs-keyword\">return<\/span> x\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">discriminator<\/span>(<span class=\"hljs-params\">x<\/span>):<\/span>\n    <span class=\"hljs-keyword\">with<\/span> tf.variable_scope(<span class=\"hljs-string\">\"discriminator\"<\/span>, reuse=tf.AUTO_REUSE):\n        x = tf.layers.dense(x, <span class=\"hljs-number\">128<\/span>, activation=tf.nn.relu)\n        x = tf.layers.dense(x, <span class=\"hljs-number\">1<\/span>)\n        x = tf.nn.sigmoid(x)\n    <span class=\"hljs-keyword\">return<\/span> x\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u062a\u0648\u0627\u0628\u0639 \u0636\u0631\u0631 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">\nG_sample = generator(Z)\n\n\nD_real = discriminator(X)\nD_fake = discriminator(G_sample)\n\n\n\nD_loss = -tf.reduce_mean(tf.log(D_real) + tf.log(<span class=\"hljs-number\">1.<\/span> - D_fake))\nG_loss = -tf.reduce_mean(tf.log(D_fake))\n\n\ndisc_vars = (var <span class=\"hljs-keyword\">for<\/span> var <span class=\"hljs-keyword\">in<\/span> tf.trainable_variables() <span class=\"hljs-keyword\">if<\/span> var.name.startswith(<span class=\"hljs-string\">\"disc\"<\/span>))\ngen_vars = (var <span class=\"hljs-keyword\">for<\/span> var <span class=\"hljs-keyword\">in<\/span> tf.trainable_variables() <span class=\"hljs-keyword\">if<\/span> var.name.startswith(<span class=\"hljs-string\">\"gen\"<\/span>))\n\n\nD_solver = tf.train.AdamOptimizer().minimize(D_loss, var_list=disc_vars)\nG_solver = tf.train.AdamOptimizer().minimize(G_loss, var_list=gen_vars)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0631\u0648\u0627\u0644 \u062a\u0645\u0631\u06cc\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645.  \u062f\u0631 \u0647\u0631 \u062a\u06a9\u0631\u0627\u0631\u060c \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0648 \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u062f \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0647\u0631 100 \u0628\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631\u060c \u062a\u0639\u062f\u0627\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u062e\u0648\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">\nmb_size = <span class=\"hljs-number\">128<\/span>\n\n\nZ_dim = <span class=\"hljs-number\">100<\/span>\n\nmnist = input_data.read_data_sets(<span class=\"hljs-string\">'..\/..\/MNIST_data'<\/span>, one_hot=<span class=\"hljs-literal\">True<\/span>)\n\nsess = tf.Session()\nsess.run(tf.global_variables_initializer())\n\n<span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> os.path.exists(<span class=\"hljs-string\">'out2\/'<\/span>):\n    os.makedirs(<span class=\"hljs-string\">'out2\/'<\/span>)\n\ni = <span class=\"hljs-number\">0<\/span>\n\n<span class=\"hljs-keyword\">for<\/span> it <span class=\"hljs-keyword\">in<\/span> <span class=\"hljs-built_in\">range<\/span>(<span class=\"hljs-number\">1000000<\/span>):\n\n    \n    <span class=\"hljs-keyword\">if<\/span> it % <span class=\"hljs-number\">1000<\/span> == <span class=\"hljs-number\">0<\/span>:\n        samples = sess.run(G_sample, feed_dict={Z: sample_Z(<span class=\"hljs-number\">16<\/span>, Z_dim)})\n\n        fig = plot(samples)\n        plt.savefig(<span class=\"hljs-string\">'out2\/{}.png'<\/span>.<span class=\"hljs-built_in\">format<\/span>(<span class=\"hljs-built_in\">str<\/span>(i).zfill(<span class=\"hljs-number\">3<\/span>)), bbox_inches=<span class=\"hljs-string\">'tight'<\/span>)\n        i += <span class=\"hljs-number\">1<\/span>\n        plt.close(fig)\n\n\n    \n    X_mb, _ = mnist.train.next_batch(mb_size)\n\n\n    \n    _, D_loss_curr = sess.run((D_solver, D_loss), feed_dict={X: X_mb, Z: sample_Z(mb_size, Z_dim)})\n\n    \n    _, G_loss_curr = sess.run((G_solver, G_loss), feed_dict={Z: sample_Z(mb_size, Z_dim)})\n\n    \n    <span class=\"hljs-keyword\">if<\/span> it % <span class=\"hljs-number\">1000<\/span> == <span class=\"hljs-number\">0<\/span>:\n        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'Iter: {}'<\/span>.<span class=\"hljs-built_in\">format<\/span>(it))\n        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">'D loss: {:.4}'<\/span>. <span class=\"hljs-built_in\">format<\/span>(D_loss_curr))\n<\/code><\/pre>\n<h3 id=\"resultsandpossibleimprovements\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%d8%a7%db%8c%d8%ac_%d9%88_%d8%a8%d9%87%d8%a8%d9%88%d8%af%d9%87%d8%a7%db%8c_%d8%a7%d8%ad%d8%aa%d9%85%d8%a7%d9%84%db%8c\"><\/span>\u0646\u062a\u0627\u06cc\u062c \u0648 \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0637\u0648\u0644 \u0627\u0648\u0644\u06cc\u0646 \u062a\u06a9\u0631\u0627\u0631\u060c \u062a\u0646\u0647\u0627 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645 \u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-9.png\" alt=\"\u0627\u0648\u0644\u06cc\u0646 \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0647\u0646\u0648\u0632 \u0686\u06cc\u0632\u06cc \u06cc\u0627\u062f \u0646\u06af\u0631\u0641\u062a\u0646\u062f.  \u0627\u06af\u0631\u0686\u0647\u060c \u062a\u0646\u0647\u0627 \u067e\u0633 \u0627\u0632 \u0686\u0646\u062f \u062f\u0642\u06cc\u0642\u0647\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0631\u0642\u0645 \u0647\u0627\u06cc \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0634\u06a9\u0644 \u06af\u06cc\u0631\u06cc \u0627\u0633\u062a!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/introduction-to-gans-with-python-10.png\" alt=\"\u062a\u06a9\u0631\u0627\u0631 68000\" title=\"\"><\/p>\n<h2 id=\"resources\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%86%d8%a7%d8%a8%d8%b9\"><\/span>\u0645\u0646\u0627\u0628\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0627 \u06a9\u062f \u0628\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062a\u0645\u0627\u0645 \u0627\u0633\u062a \u0631\u0648\u06cc <a target=\"_blank\" href=\"https:\/\/github.com\/StackAbuse\/Introduction-to-GANs-with-Python-and-TensorFlow\" rel=\"noopener\">GitHub<\/a>!<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-21 23:00:09<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    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\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&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: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n      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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":16189,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,620,1686],"tags":[],"class_list":["post-16188","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-programming","category-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=16188"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/16188\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/16189"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=16188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=16188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=16188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}