{"id":14722,"date":"2022-09-04T09:15:00","date_gmt":"2022-09-04T04:45:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=14722"},"modified":"2024-11-29T18:36:20","modified_gmt":"2024-11-29T15:06:20","slug":"deep-learning-frameworks","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/","title":{"rendered":"\u0628\u0631\u062a\u0631\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f2 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0628\u0627\u0634\u06cc\u062f"},"content":{"rendered":"\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u0647\u060c \u0627\u0631\u06af\u0627\u0646 \u0647\u0627 \u0648 \u0634\u0631\u06a9\u062a \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc <a href=\"https:\/\/shahaab-co.com\/mag\/tech\/how-is-big-data-analytics-using-machine-learning\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0648 <a href=\"https:\/\/shahaab-co.com\/mag\/news\/ai\/future-of-ai-according-to-top-ai-experts-in-depth-guide-for-2022\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a> \u0628\u0631\u0627\u06cc \u0627\u0631\u062a\u0642\u0627\u06cc \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0648 \u062d\u0631\u06a9\u062a \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648 \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0642\u0628\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<p>\u0631\u0634\u062f \u0641\u0646\u0627\u0648\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0633\u0627\u062e\u062a\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062e\u0648\u062f \u0627\u0632 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u06af\u0648\u0646\u0627\u06af\u0648\u0646 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0646\u0627\u0648\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0633\u0647 \u06a9\u0627\u0631\u06cc \u062e\u0648\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u062c\u0627\u0633\u062a \u06a9\u0647 \u062e\u062f\u0645\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/artificial-intelligence-deep-q-learning\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a> \u0648\u0627\u0631\u062f \u0645\u06cc\u062f\u0627\u0646 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0648 \u06cc\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0639\u0645\u0648\u0645\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0648 \u0627\u0641\u0631\u0627\u062f\u06cc \u06a9\u0647 \u062f\u0627\u0646\u0634 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f. \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0622\u067e\u0644\u0648\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0634\u0647\u0648\u062f\u06cc \u0645\u0646\u062c\u0631 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n\n\n\n<div class=\"wp-block-rank-math-toc-block\"><ul><li><a href=\"#h-tensorflow\" >TensorFlow<\/a><\/li><li><a href=\"#block-698fa495-955a-4786-8a24-1f5592fb8793\" >Keras<\/a><\/li><li><a href=\"#h-pytorch\" >PyTorch<\/a><\/li><li><a href=\"#h-theano\" >Theano<\/a><\/li><li><a href=\"#h-deeplearning4j-dl4j\" >Deeplearning4j (DL4J)<\/a><\/li><li><a href=\"#h-caffe\" >Caffe<\/a><\/li><li><a href=\"#h-chainer\" >Chainer<\/a><\/li><li><a href=\"#h-microsoft-cntk\" >Microsoft CNTK<\/a><\/li><\/nav><\/ul><\/div>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#TensorFlow\" >TensorFlow<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#Keras\" >Keras<\/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:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#%D8%B3%D8%A7%DB%8C%D8%B1_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_Keras\" >\u0633\u0627\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc Keras<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#PyTorch\" >PyTorch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#Theano\" >Theano<\/a><\/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\/deep-learning-frameworks\/#Deeplearning4j_DL4J\" >Deeplearning4j (DL4J)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#Caffe\" >Caffe<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#%D8%B3%D8%A7%DB%8C%D8%B1_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7_%D9%88_%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF_Caffe\" >\u0633\u0627\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f Caffe<\/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:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#Chainer\" >Chainer<\/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:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#%D8%B3%D8%A7%DB%8C%D8%B1_%D8%AE%D8%B5%D9%88%D8%B5%DB%8C%D8%A7%D8%AA_Chainer\" >\u0633\u0627\u06cc\u0631 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a Chainer<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-frameworks\/#Microsoft_CNTK\" >Microsoft CNTK<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-tensorflow\"><span class=\"ez-toc-section\" id=\"TensorFlow\"><\/span><strong>TensorFlow<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.12-300x169.jpg\" alt=\"\" class=\"wp-image-14725\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.12-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.12-1024x576.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.12-768x432.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.12.jpg 1280w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u062a\u06cc\u0645 Google Brain\u060c \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0646\u0627\u0645 <a href=\"https:\/\/tensorflow.org\/\" target=\"_blank\" rel=\"noopener\">TensorFlow<\/a> \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0647\u0645\u0686\u0648\u0646 Python \u0648 R \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u062d\u0627\u0626\u0632 \u0627\u0647\u0645\u06cc\u062a \u0627\u0633\u062a\u061b \u0632\u06cc\u0631\u0627 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u062d\u0648\u0647 \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>&nbsp;\u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 TensorFlow \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0642\u0648\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0642\u0648\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0641\u0631\u0627\u0647\u0645 \u0622\u0648\u0631\u062f.<\/p>\n\n\n\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TensorFlow \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 <a href=\"https:\/\/shahaab-co.com\/mag\/news\/ai\/google-cloud-launches-tensorboard-dev-and-tensorflow-enterprise\/\">TensorBoard<\/a> \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n\n\n\n<p>TensorBoard\u060c \u0641\u0631\u0622\u06cc\u0646\u062f \u0646\u0645\u0627\u06cc\u0634 \u0628\u0635\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0633\u0647\u0627\u0645\u062f\u0627\u0631\u0627\u0646\u062a\u0627\u0646 \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc R \u0648 Python \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u06f9 \u0646\u0648\u0627\u0645\u0628\u0631 \u06f2\u06f0\u06f1\u06f5<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f2\u066b\u06f4\u066b\u06f1 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f2\u06f1 \u0698\u0627\u0646\u0648\u06cc\u0647 \u06f2\u06f0\u06f2\u06f1<\/td><\/tr><tr><td>\u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc :<\/td><td>++C \u0648 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 CUDA<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>\u0644\u06cc\u0646\u0648\u06a9\u0633\u060c \u0645\u06a9\u060c \u0648\u06cc\u0646\u062f\u0648\u0632\u060c \u0627\u0646\u062f\u0631\u0648\u06cc\u062f\u060c \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>github.com\/tensorflow\/tensorflow<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>Apache License 2.0<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>www.tensorflow.org<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"block-698fa495-955a-4786-8a24-1f5592fb8793\"><span class=\"ez-toc-section\" id=\"Keras\"><\/span><strong>Keras<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0647\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.14-300x154.png\" alt=\"\" class=\"wp-image-14727\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0647\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.14-300x154.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0647\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.14.png 391w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u0641\u0631\u0627\u0646\u0686\u0648\u06cc\u0633 \u0634\u0648\u0644\u0650\u062a\u060c \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/why-keras-leading-deep-learning-api\/\" target=\"_blank\" rel=\"noreferrer noopener\">Keras <\/a>\u0631\u0627 \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u06f3\u06f5\u06f0 \u0647\u0632\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0628\u06cc\u0634 \u0627\u0632 \u06f7\u06f0\u06f0 \u0645\u0634\u0627\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f \u0648 \u0622\u0646 \u0631\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u0631\u06cc\u0639 \u062a\u0631\u06cc\u0646 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u062d\u0627\u0644 \u0631\u0634\u062f \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f.<\/p>\n\n\n\n<p>Keras\u060c \u0627\u0632 API <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/understanding-feedforward-neural-networks\/\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc<\/a> \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u06a9\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0686\u06cc\u0632\u06cc \u06a9\u0647 Keras \u0631\u0627 \u062c\u0627\u0644\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0648\u06cc TensorFlow \u060c Theano \u0648 CNTK \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0633\u062a\u0627\u0631\u062a \u0622\u067e \u0647\u0627\u060c \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0648 \u06a9\u0645\u067e\u0627\u0646\u06cc \u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Microsoft Research\u060c NASA \u060c Netflix \u0648 Cern \u0627\u0632 Keras \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%DB%8C%D8%B1_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_Keras\"><\/span><strong>\u0633\u0627\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc Keras<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0627\u0633\u062a\u061b \u0632\u06cc\u0631\u0627 API \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0637\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627\u0632\u062e\u0648\u0631\u062f\u06cc \u0648\u0627\u0636\u062d \u0648 \u0639\u0645\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li><li>\u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0628\u0648\u062f\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647 \u06cc\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0627\u0632 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u062c\u0632\u0627\u060c \u0645\u0633\u062a\u0642\u0644 \u0648 \u06a9\u0627\u0645\u0644\u0627 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0645\u0645\u06a9\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0634\u0648\u062f.<\/li><li>\u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a\u061b \u0632\u06cc\u0631\u0627 \u0628\u062e\u0634 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 Keras \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u06f2\u06f7 \u0645\u0627\u0631\u0633 \u06f2\u06f0\u06f1\u06f5<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f2\u066b\u06f4\u066b\u06f0 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f1\u06f9 \u0698\u0648\u0626\u0646 \u06f2\u06f0\u06f2\u06f0<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>\u06a9\u0631\u0627\u0633 \u067e\u0644\u062a\u0641\u0631\u0645<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>github.com\/keras-team\/keras<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>Massachusetts Institute of Technology (MIT)<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>https:\/\/keras.io<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-pytorch\"><span class=\"ez-toc-section\" id=\"PyTorch\"><\/span>PyTorch<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/PyTorch-300x168.jpg\" alt=\"\" class=\"wp-image-14728\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/PyTorch-300x168.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/PyTorch.jpg 474w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u0622\u062f\u0627\u0645 \u067e\u0627\u0633\u06a9\u060c \u0633\u0627\u0645 \u06af\u0631\u0648\u0633\u060c \u0633\u0648\u0645\u06cc\u062b \u0686\u06cc\u0646\u062a\u0627\u0644\u0627 \u0648 \u06af\u0631\u06cc\u06af\u0648\u0631\u06cc \u0686\u0627\u0646\u0627\u0646\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u0627\u0646 PyTorch \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u06cc\u0633\u0628\u0648\u06a9 (FAIR)\u060c \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u0644\u0645\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Lua \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647. PyTorch \u0627\u0632 Python \u060c <a href=\"https:\/\/developer.nvidia.com\/cuda-toolkit\" target=\"_blank\" rel=\"noopener\">CUDA<\/a> \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc&nbsp; C++ \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u06a9\u0644\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f. \u0627\u06af\u0631 \u0628\u0647 C++ \u062a\u0633\u0644\u0637 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u062e\u06cc\u0644\u06cc \u06af\u0627\u0645 \u0633\u062e\u062a\u06cc \u0646\u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u06a9\u0645\u067e\u0627\u0646\u06cc \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u0645\u062b\u0644 \u0641\u06cc\u0633\u0628\u0648\u06a9\u060c \u062a\u0648\u06cc\u06cc\u062a\u0631 \u0648 \u06af\u0648\u06af\u0644 \u0627\u0632 PyTorch&nbsp; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<p>\u0633\u0627\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0628\u0647 \u062f\u0644\u06cc\u0644 \u067e\u06cc\u0634\u0631\u0648\u06cc \u0647\u06cc\u0628\u0631\u06cc\u062f\u06cc \u06a9\u0647 \u062f\u0627\u0631\u062f\u060c \u062d\u062f\u0627\u06a9\u062b\u0631 \u0627\u0646\u0639\u0637\u0627\u0641 \u0648 \u0633\u0631\u0639\u062a \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li><li>\u0622\u0645\u0648\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u062e\u0634 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 ( \u062a\u0648\u0632\u06cc\u0639 torch) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li><li>\u0627\u062f\u063a\u0627\u0645 \u0639\u0645\u06cc\u0642 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0646\u0648\u06cc\u0633\u0646\u062f.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u0633\u067e\u062a\u0627\u0645\u0628\u0631 \u06f2\u06f0\u06f1\u06f6<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f1\u066b\u06f7\u066b\u06f1 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f1\u06f0 \u062f\u0633\u0627\u0645\u0628\u0631 \u06f2\u06f0\u06f2\u06f0<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>IA-32, x86-64<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>github.com\/pytorch\/pytorch<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>Berkeley Software Distribution (BSD)<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>https:\/\/pytorch.org<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-theano\"><span class=\"ez-toc-section\" id=\"Theano\"><\/span><strong>Theano<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Theano-300x150.jpg\" alt=\"\" class=\"wp-image-14729\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Theano-300x150.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Theano.jpg 474w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u062f\u06cc \u0645\u0648\u0646\u062a\u0631\u0627\u0644\u060c Theano \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0648 \u062d\u0648\u0644<a href=\"https:\/\/www.nvidia.com\/en-us\/technologies\/cuda-x\/\" target=\"_blank\" rel=\"noopener\"> NVIDIA CUDA<\/a> \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a \u0648 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 GPU \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0628\u0627\u0631\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0634\u0627\u0645\u0644 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0686\u0627\u0631\u0686\u0648\u0628 Theano \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0627 NumPy \u062a\u062c\u0645\u06cc\u0639 \u0634\u062f\u0647 \u062a\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f.<\/li><li>\u0627\u0632 GPU \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647\u06cc\u0646\u0647 \u062a\u0631 \u0648 \u0633\u0631\u06cc\u0639 \u062a\u0631 \u0627\u0632 CPU \u0627\u0633\u062a.<\/li><li>\u0648\u0627\u062d\u062f \u0647\u0627\u06cc \u062a\u0633\u062a \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062e\u0644\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062e\u0637\u0627 \u0647\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u062f.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u06f2\u06f0\u06f0\u06f7<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f1\u066b\u06f0\u066b\u06f5 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f2\u06f7 \u062c\u0648\u0644\u0627\u06cc \u06f2\u06f0\u06f2\u06f0<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>\u0644\u06cc\u0646\u0648\u06a9\u0633\u060c \u0645\u06a9\u060c \u0648\u06cc\u0646\u062f\u0648\u0632<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>github.com\/pytorch\/pytorch<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>The 3-Clause Berkeley Software Distribution (BSD)<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>http:\/\/www.deeplearning.net\/software\/theano<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deeplearning4j-dl4j\"><span class=\"ez-toc-section\" id=\"Deeplearning4j_DL4J\"><\/span><strong>Deeplearning4j (DL4J)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0647\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-2022-300x139.jpg\" alt=\"\" class=\"wp-image-14730\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0647\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-2022-300x139.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0647\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-2022.jpg 474w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u06cc\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0647\u0627\u06cc \u0622\u062f\u0627\u0645 \u06af\u06cc\u0628\u0633\u0648\u0646\u060c \u0627\u0644\u06a9\u0633 \u062f\u06cc\u060c \u0648\u06cc\u0627\u0686\u0650\u0633\u0644\u0627\u0648 \u06a9\u0648\u06a9\u0648\u0631\u06cc\u0646\u060c \u062c\u0627\u0634 \u067e\u0650\u062a\u0650\u0631\u0633\u0648\u0646\u060c \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 Deeplearning4j (DL4J) \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f.<\/p>\n\n\n\n<p>DL4J \u0628\u0627 \u062c\u0627\u0648\u0627\u060c Scala\u060c C++ \u060c C \u060c CUDA \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0648\u0646\u0627\u06af\u0648\u0646\u06cc \u0645\u062b\u0644 CNN ( <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/image-classification-using-convolutional-neural-networks-in-keras\/https:\/\/shahaab-co.com\/mag\/videos\/deep-learning-simplified-convolutional-neural-networks-ep-8\/\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0634\u0646\u0627\u0644<\/a>)\u060c RNN ( <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/recurrent-neural-network\/\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc<\/a>) \u0648 LSTM ( \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a) \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u067e\u0633 \u0627\u0632 \u067e\u06cc\u0648\u0633\u062a\u0646 Skymind \u0628\u0647 \u0628\u0646\u06cc\u0627\u062f Eclipse \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f7\u060c DL4J \u0628\u0627<a href=\"https:\/\/www.javatpoint.com\/what-is-hadoop\" target=\"_blank\" rel=\"noopener\"> Hadoop<\/a> \u0648 <a href=\"https:\/\/www.ibm.com\/cloud\/learn\/apache-spark\" target=\"_blank\" rel=\"noopener\">Apache Spark<\/a> \u0627\u062f\u063a\u0627\u0645 \u0634\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0628\u0632\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 CPU \u0647\u0627 \u0648 GPU \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0648\u0627\u0631\u062f \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u062c\u0627\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u0633\u0627\u06cc\u0631 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a dl4j \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 DL4J \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u0634\u0647 \u0627\u06cc \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li><li>\u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0622\u0631\u0627\u06cc\u0647 n &nbsp;\u0628\u0639\u062f\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ND4J \u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u0644\u0645\u06cc \u062f\u0631 \u062c\u0627\u0648\u0627 \u0648 Scala \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u0633\u0627\u0632\u062f.<\/li><li>\u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0641\u0636\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0648 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u060c \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0632\u0631\u06af \u0648 \u0627\u062c\u0631\u0627\u06cc NLP \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u06f2\u06f0\u06f1\u06f4<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f1\u066b\u06f0\u066b\u06f0 \u0628\u062a\u0627 \u06f6 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f1\u06f0 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 \u06f2\u06f0\u06f1\u06f9<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>\u06a9\u0631\u0627\u0633 \u067e\u0644\u062a\u0641\u0631\u0645<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/natural-language-processing-is-fun-part-1\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) <\/a>\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>github.com\/pytorch\/pytorch<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>The 3-Clause Berkeley Software Distribution (BSD)<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>http:\/\/www.deeplearning.net\/software\/theano<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-caffe\"><span class=\"ez-toc-section\" id=\"Caffe\"><\/span><strong>Caffe<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.2323-300x150.jpg\" alt=\"\" class=\"wp-image-14731\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.2323-300x150.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.2323.jpg 600w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0631 \u0645\u0631\u06a9\u0632 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0628\u0631\u06a9\u0644\u06cc \u0648 \u06cc\u0627 BAIR&nbsp;\u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648&nbsp; \u06cc\u0627\u0646\u06a9 \u06a9\u06cc\u0646\u06af \u062c\u06cc\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0622\u0646 \u0631\u0627 \u0646\u0648\u0634\u062a\u0647 \u0627\u0633\u062a. Caffe \u0645\u062e\u0641\u0641 \u0639\u0628\u0627\u0631\u062a ( Convolutional Architecture for Fast Feature Embedding) \u0627\u0633\u062a. Caffe \u0628\u0647 \u0632\u0628\u0627\u0646 C++ \u0628\u0627 \u0631\u0627\u0628\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0639\u0645\u0648\u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%DB%8C%D8%B1_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7_%D9%88_%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF_Caffe\"><\/span><strong>\u0633\u0627\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f Caffe<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u06a9\u0627\u062f\u0645\u06cc\u06a9\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0631\u062a \u0622\u067e \u0647\u0627 \u0648 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0647\u0627\u06cc \u0635\u0646\u0639\u062a\u06cc \u0628\u0632\u0631\u06af \u0645\u0642\u06cc\u0627\u0633 \u062f\u06cc\u062f\u0627\u0631\u06cc\u060c \u06af\u0641\u062a\u0627\u0631\u06cc \u0648 \u0686\u0646\u062f \u0631\u0633\u0627\u0646\u0647 \u0627\u06cc<\/li><li>\u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0633\u0631\u06cc\u0639 \u0647\u0633\u062a\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc GPU \u0648 CPU \u0645\u062d\u0648\u0631 \u0645\u062b\u0644 NVIDIA \u060cCUDNN \u0648 Intelmlk \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li><li>\u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u06f6\u06f0 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0631\u0648\u0632 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9 GPU NVIDIA K40 GPU \u0627\u0633\u062a.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f1\u066b\u06f0 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f1\u06f8 \u0622\u067e\u0631\u06cc\u0644 \u06f2\u06f0\u06f1\u06f7<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>https:\/\/github.com\/BVLC\/caffe<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>http:\/\/caffe.berkeleyvision.org<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-chainer\"><span class=\"ez-toc-section\" id=\"Chainer\"><\/span><strong>Chainer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Chainer-300x157.png\" alt=\"\" class=\"wp-image-14732\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Chainer-300x157.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Chainer-768x403.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/Chainer.png 849w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>Chainer \u06a9\u0647 \u062a\u0648\u0633\u0637 PreferredNetworks \u0628\u0627 \u0647\u0645\u06a9\u0627\u0631\u06cc IBM \u060c Intel \u060c Microsoft \u0648 NVIDIA \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u0635\u0631\u0641\u0627 \u0628\u0647 \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. Chainer \u062f\u0631 \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc Numpy \u0648 CuPy Python \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0686\u0646\u062f\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0645\u062b\u0644 Chainer RL \u060c Chainer MN \u060c Chainer CV \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%DB%8C%D8%B1_%D8%AE%D8%B5%D9%88%D8%B5%DB%8C%D8%A7%D8%AA_Chainer\"><\/span><strong>\u0633\u0627\u06cc\u0631 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a Chainer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a CUDA \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li><li>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 GPU \u060c \u0641\u0642\u0637 \u0628\u0647 \u0686\u0646\u062f \u062e\u0637 \u06a9\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/li><li>Uns \u0628\u0631 \u0631\u0648\u06cc \u0686\u0646\u062f\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc&nbsp;<\/li><li>\u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0634\u0628\u06a9\u0647 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0634\u062e\u0648\u0631\u060c &nbsp;convents \u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.&nbsp;<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0646\u0648\u06cc\u0633\u0646\u062f\u0647 :<\/td><td>Seiya Tokui<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u06f9 \u0698\u0648\u0626\u0646 \u06f2\u06f0\u06f1\u06f5<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f7\u066b\u06f7\u066b\u06f0 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f3\u06f0 \u062c\u0648\u0644\u0627\u06cc \u06f2\u06f0\u06f2\u06f0<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>\u06a9\u0631\u0627\u0633 \u067e\u0644\u062a\u0641\u0631\u0645<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>https:\/\/github.com\/chainer\/chainer<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>Massachusetts Institute of Technology (MIT)<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>https:\/\/chainer.org<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-microsoft-cntk\"><span class=\"ez-toc-section\" id=\"Microsoft_CNTK\"><\/span><strong>Microsoft CNTK<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.2133455-300x150.jpg\" alt=\"\" class=\"wp-image-14734\" width=\"500\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.2133455-300x150.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/08\/\u0628\u0631\u062a\u0631\u06cc\u0646-\u0686\u0627\u0631\u0686\u0648\u0628-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u062f\u0631-\u0633\u0627\u0644-2022.2133455.jpg 474w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n<p>\u0645\u0631\u06a9\u0632 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a\u060c CNTK \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f. \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0631\u0627\u062d\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<p>CNTK \u0627\u0632 \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Python \u0648 ++C \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0633\u062a\u062e\u0637\u060c \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0633\u0627\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a CNTK \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0631\u062a\u0642\u0627\u06cc \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc&nbsp; \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647. CNTK \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0628\u0647 \u062e\u0648\u0628\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc \u0627\u0632 \u062c\u0627\u0645\u0639\u0647 \u0647\u062f\u0641 \u062f\u0627\u0631\u062f.<\/li><li>\u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0648\u0639 RNN \u0648 CNN \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0634\u06a9\u0644\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\u060c \u062f\u0633\u062a\u062e\u0637 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u0627\u0648\u0644\u06cc\u0647 :<\/td><td>\u06f2\u06f5 \u062c\u0648\u0644\u0627\u06cc \u06f2\u06f0\u06f1\u06f5<\/td><\/tr><tr><td>\u0639\u0631\u0636\u0647 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631 :<\/td><td>\u0646\u0633\u062e\u0647 \u06f2\u066b\u06f7\u066b\u06f0 \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u06f2\u06f6 \u0622\u067e\u0631\u06cc\u0644 \u06f2\u06f0\u06f1\u06f9<\/td><\/tr><tr><td>\u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627 :<\/td><td>\u06a9\u0631\u0627\u0633 \u067e\u0644\u062a\u0641\u0631\u0645<\/td><\/tr><tr><td>\u0646\u0648\u0639 :<\/td><td>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td><\/tr><tr><td>\u0645\u062e\u0632\u0646 :<\/td><td>https:\/\/github.com\/Microsoft\/CNTK<\/td><\/tr><tr><td>\u0645\u062c\u0648\u0632 :<\/td><td>Massachusetts Institute of Technology (MIT)<\/td><\/tr><tr><td>\u0648\u0628\u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc :<\/td><td>https:\/\/www.microsoft.com\/en-us\/cognitive-toolkit<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627 \u0645\u062e\u062a\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f. \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u0645\u062d\u062f\u0648\u062f \u0646\u06a9\u0646\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u0646\u062f.<\/p>\n\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\/news\/ai\/google-cloud-launches-tensorboard-dev-and-tensorflow-enterprise\/\">\u06af\u0648\u06af\u0644 TensorBoard.dev \u0648 TensorFlow Enterprise \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f!<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/a-glimpse-of-adobe-sensei-ai-and-ml-innovations\/\">\u0646\u06af\u0627\u0647\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0628\u0647 \u0646\u0648\u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 Adobe Sensei<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/videos\/deep-learning-simplified-deep-net-platform-ep-13\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 : \u067e\u0644\u062a\u0641\u0631\u0645 \u0634\u0628\u06a9\u0647 \u0639\u0645\u06cc\u0642 \u0686\u06cc\u0633\u062a \u2013 \u0642\u0633\u0645\u062a \u0633\u06cc\u0632\u062f\u0647\u0645<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/why-keras-leading-deep-learning-api\/\">\u0686\u0631\u0627 Keras \u060c API \u067e\u06cc\u0634\u0631\u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u061f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-neural-network-python-keras\/\">\u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 Keras \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/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:\/\/www.simplilearn.com\/tutorials\/deep-learning-tutorial\/deep-learning-frameworks\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Simplilearn<\/a>\n<p><\/p>\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;14722&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;\u0628\u0631\u062a\u0631\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 2022 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0628\u0627\u0634\u06cc\u062f&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u0647\u060c \u0627\u0631\u06af\u0627\u0646 \u0647\u0627 \u0648 \u0634\u0631\u06a9\u062a \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u062a\u0642\u0627\u06cc \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0648 \u062d\u0631\u06a9\u062a \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648 \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0642\u0628\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0631\u0634\u062f \u0641\u0646\u0627\u0648\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0633\u0627\u062e\u062a\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062e\u0648\u062f \u0627\u0632 &hellip;<\/p>\n","protected":false},"author":22,"featured_media":14759,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[97,101,106,86,126],"class_list":["post-14722","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-97","tag-101","tag-106","tag-86","tag-126"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/14722","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\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=14722"}],"version-history":[{"count":16,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/14722\/revisions"}],"predecessor-version":[{"id":16149,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/14722\/revisions\/16149"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/14759"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=14722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=14722"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=14722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}