{"id":43,"date":"2026-05-18T12:37:25","date_gmt":"2026-05-18T12:37:25","guid":{"rendered":"https:\/\/convly.ai\/neural-networks-explained\/"},"modified":"2026-06-15T18:18:20","modified_gmt":"2026-06-15T18:18:20","slug":"neural-networks-explained","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/neural-networks-explained\/","title":{"rendered":"\u0634\u0631\u062d \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 (\u062f\u0644\u064a\u0644 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666)"},"content":{"rendered":"<p>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0647\u064a \u0627\u0644\u0645\u062d\u0631\u0643 \u0648\u0631\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b - \u0643\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0648\u0645\u0648\u0644\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0635\u0648\u062a\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627. \u064a\u0628\u062f\u0648 \u0627\u0644\u0627\u0633\u0645 \u0645\u062e\u064a\u0641\u0627\u064b\u060c \u0648\u0645\u0639\u0638\u0645 \u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a \u062a\u063a\u0631\u0642\u0643 \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a. \u0644\u064a\u0633 \u0639\u0644\u064a\u0647\u0645 \u0630\u0644\u0643. \u0641\u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0641\u0647\u0648\u0645\u0629 \u062d\u0642\u0627\u064b \u062f\u0648\u0646 \u0623\u064a \u0645\u0639\u0627\u062f\u0644\u0627\u062a. \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u064a\u0634\u0631\u062d\u0647\u0627 \u0628\u0648\u0636\u0648\u062d\u060c \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629<\/strong> \u0647\u0648 \u0646\u0638\u0627\u0645 \u0645\u0646 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0644\u0645 \u0645\u0639\u064b\u0627 \u0623\u0646\u0645\u0627\u0637\u064b\u0627 \u0645\u0639\u0642\u062f\u0629.<\/li>\n<li><strong>\u0625\u0646\u0647 \u0645\u0633\u062a\u0648\u062d\u0649 \u0628\u0634\u0643\u0644 \u0641\u0636\u0641\u0627\u0636 \u0645\u0646 \u0627\u0644\u062f\u0645\u0627\u063a<\/strong> - \u0644\u0643\u0646\u0647\u0627 \u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0644\u064a\u0633 \u0639\u0644\u0645 \u0623\u062d\u064a\u0627\u0621.<\/li>\n<li><strong>\u064a\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u062f\u064a\u0644 \u201c\u0627\u0644\u0623\u0648\u0632\u0627\u0646\u201d<\/strong> - \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 - \u0644\u062a\u0642\u0644\u064a\u0644 \u0623\u062e\u0637\u0627\u0626\u0647.<\/li>\n<li><strong>\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u062a\u0628\u0646\u064a \u0627\u0644\u0641\u0647\u0645<\/strong> - \u062a\u0644\u062a\u0642\u0637 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0649 \u0627\u0644\u0645\u0644\u0627\u0645\u062d \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u0648\u062a\u062c\u0645\u0639\u0647\u0627 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u0641\u064a \u0637\u0628\u0642\u0627\u062a \u0645\u0639\u0642\u062f\u0629.<\/li>\n<li><strong>\u201c\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u201d<\/strong> \u062a\u0639\u0646\u064a \u0641\u0642\u0637 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0637\u0628\u0642\u0627\u062a \u0639\u062f\u064a\u062f\u0629.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a52d0f3a55ac\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" 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: #000000;color:#000000\" 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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a52d0f3a55ac\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#What_is_a_neural_network\" >\u0645\u0627 \u0647\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#The_building_block_an_artificial_neuron\" >\u0627\u0644\u0644\u0628\u0646\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u062e\u0644\u064a\u0629 \u0639\u0635\u0628\u064a\u0629 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#Layers_how_the_network_is_organized\" >\u0627\u0644\u0637\u0628\u0642\u0627\u062a: \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#How_a_neural_network_learns\" >\u0643\u064a\u0641 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#A_simple_analogy\" >\u062a\u0634\u0628\u064a\u0647\u064c \u0628\u0633\u064a\u0637<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#Main_types_of_neural_networks\" >\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#Neural_networks_and_deep_learning\" >\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#How_to_start_building_your_first_neural_network\" >\u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0641\u064a \u0628\u0646\u0627\u0621 \u0623\u0648\u0644 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0644\u0643<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/neural-networks-explained\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_a_neural_network\"><\/span>\u0645\u0627 \u0647\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0644\u0625\u064a\u062c\u0627\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0628\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0645\u0639\u064b\u0627. \u064a\u0642\u0648\u0645 \u0643\u0644 \u062c\u0632\u0621 - \u201c\u062e\u0644\u064a\u0629 \u0639\u0635\u0628\u064a\u0629\u201d - \u0628\u0639\u0645\u0644 \u0634\u064a\u0621 \u062a\u0627\u0641\u0647 \u0628\u0645\u0641\u0631\u062f\u0647. \u0648\u0644\u0643\u0646 \u062a\u0648\u0635\u064a\u0644 \u0627\u0644\u0622\u0644\u0627\u0641 \u0623\u0648 \u0627\u0644\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0646\u0647\u0627 \u0641\u064a \u0637\u0628\u0642\u0627\u062a\u060c \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0628\u0643\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0623\u0634\u064a\u0627\u0621 \u0631\u0627\u0626\u0639\u0629: \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635.<\/p>\n<p>\u064a\u0623\u062a\u064a \u0627\u0644\u0627\u0633\u0645 \u0645\u0646 \u0625\u0644\u0647\u0627\u0645 \u0641\u0636\u0641\u0627\u0636: \u0627\u0644\u062f\u0645\u0627\u063a \u0627\u0644\u0628\u0634\u0631\u064a \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0634\u0628\u0643\u0629 \u0645\u0646 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0635\u0644\u0629. \u0644\u0643\u0646 \u0644\u0627 \u062a\u0628\u0627\u0644\u063a \u0641\u064a \u0627\u0644\u062a\u0634\u0628\u064a\u0647. \u0641\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0644\u064a\u0633\u062a \u062f\u0645\u0627\u063a\u064b\u0627 \u0631\u0642\u0645\u064a\u064b\u0627 - \u0625\u0646\u0647\u0627 \u0628\u0646\u064a\u0629 \u0631\u064a\u0627\u0636\u064a\u0629 \u062a\u0635\u0627\u062f\u0641 \u0623\u0646\u0647\u0627 \u062a\u0634\u062a\u0631\u0643 \u0641\u064a \u0641\u0643\u0631\u0629 \u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0639 \u0639\u0644\u0645 \u0627\u0644\u0623\u062d\u064a\u0627\u0621: <strong>\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0628\u0634\u0643\u0644 \u063a\u0646\u064a\u060c \u062a\u0646\u062a\u062c \u0633\u0644\u0648\u0643\u064b\u0627 \u0645\u0639\u0642\u062f\u064b\u0627.<\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_building_block_an_artificial_neuron\"><\/span>\u0627\u0644\u0644\u0628\u0646\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u062e\u0644\u064a\u0629 \u0639\u0635\u0628\u064a\u0629 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062c\u0631\u064a\u062f\u0647\u0627 \u0625\u0644\u0649 \u0623\u0633\u0641\u0644\u060c \u0648\u062a\u0642\u0648\u0645 \u062e\u0644\u064a\u0629 \u0639\u0635\u0628\u064a\u0629 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u064a\u0627\u0621:<\/p>\n<ol>\n<li><strong>\u064a\u062a\u0644\u0642\u0649 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a<\/strong> - \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0642\u0627\u062f\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0645\u0646 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n<li><strong>\u0648\u0632\u0646\u0647\u0627<\/strong> - \u0643\u0644 \u0645\u062f\u062e\u0644 \u0645\u0636\u0631\u0648\u0628 \u0641\u064a \u201c\u0648\u0632\u0646\u201d\u060c \u0648\u0647\u0648 \u0631\u0642\u0645 \u064a\u0648\u0636\u062d \u0645\u062f\u0649 \u0623\u0647\u0645\u064a\u0629 \u0647\u0630\u0627 \u0627\u0644\u0645\u062f\u062e\u0644. \u062a\u062c\u0645\u0639 \u0627\u0644\u062e\u0644\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u062d\u0629 \u0645\u0639\u064b\u0627.<\/li>\n<li><strong>\u064a\u0642\u0631\u0631 \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/strong> - \u0641\u0625\u0646\u0647 \u064a\u0645\u0631\u0631 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0627\u0644\u0629 \u0628\u0633\u064a\u0637\u0629 \u062a\u0642\u0631\u0631 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0625\u0631\u0633\u0627\u0644\u0647 \u0625\u0644\u0649 \u0627\u0644\u0623\u0645\u0627\u0645.<\/li>\n<\/ol>\n<p>\u0647\u0630\u0627 \u0643\u0644 \u0645\u0627 \u0641\u064a \u0627\u0644\u0623\u0645\u0631. \u0625\u0646 \u0627\u0644\u062e\u0644\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0623\u0628\u0633\u0637 \u0645\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0629. \u062a\u0623\u062a\u064a \u0627\u0644\u0642\u0648\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0645\u0646 \u062a\u0648\u0635\u064a\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Layers_how_the_network_is_organized\"><\/span>\u0627\u0644\u0637\u0628\u0642\u0627\u062a: \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u062a\u0645 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0641\u064a <strong>\u0627\u0644\u0637\u0628\u0642\u0627\u062a<\/strong>, \u060c \u0648\u062a\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0628\u0627\u0644\u062a\u0631\u062a\u064a\u0628:<\/p>\n<ul>\n<li><strong>\u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644<\/strong> \u064a\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0635\u0648\u0631\u0629\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u0642\u064a\u0645 \u0627\u0644\u0628\u0643\u0633\u0644\u061b \u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0635\u060c \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0644\u0629 \u0625\u0644\u0649 \u0623\u0631\u0642\u0627\u0645.<\/li>\n<li><strong>\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/strong> \u0647\u064a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0648\u0633\u0637\u0649 \u062d\u064a\u062b \u064a\u062d\u062f\u062b \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u062a\u0642\u0648\u0645 \u0643\u0644 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646\u0647\u0627 \u0628\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0644\u064a\u0644\u0627\u064b\u060c \u0648\u062a\u0645\u0631\u064a\u0631 \u0646\u062a\u064a\u062c\u062a\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u064a \u062a\u0644\u064a\u0647\u0627.<\/li>\n<li><strong>\u0637\u0628\u0642\u0629 \u0627\u0644\u062e\u0631\u062c<\/strong> \u064a\u0646\u062a\u062c \u0639\u0646\u0647 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 - \u0641\u0626\u0629\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u060c \u0631\u0642\u0645 \u0645\u062a\u0648\u0642\u0639\u060c \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n<p>\u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u062d\u0627\u0633\u0645\u0629 \u0647\u064a \u0645\u0627 \u062a\u0641\u0639\u0644\u0647 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0628\u0627\u0644\u062a\u0633\u0644\u0633\u0644. \u0641\u064a \u0634\u0628\u0643\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0641\u0625\u0646 <strong>\u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u0649<\/strong> \u0642\u062f \u062a\u062a\u0639\u0644\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 - \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u0627\u0644\u0628\u0642\u0639 \u0627\u0644\u0644\u0648\u0646\u064a\u0629. \u0625\u0646 <strong>\u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629<\/strong> \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062d\u0648\u0627\u0641 \u0641\u064a \u0623\u0634\u0643\u0627\u0644 - \u0627\u0644\u0632\u0648\u0627\u064a\u0627 \u0648\u0627\u0644\u0645\u0646\u062d\u0646\u064a\u0627\u062a. A <strong>\u0637\u0628\u0642\u0629 \u0644\u0627\u062d\u0642\u0629<\/strong> \u064a\u062c\u0645\u0639 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 - \u0639\u064a\u0646\u060c \u0639\u062c\u0644\u0629. \u0627\u0644\u0623\u0634\u0643\u0627\u0644 <strong>\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629<\/strong> \u062f\u0645\u062c \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0641\u064a \u0645\u0641\u0627\u0647\u064a\u0645 \u0643\u0627\u0645\u0644\u0629 - \u0648\u062c\u0647\u060c \u0633\u064a\u0627\u0631\u0629.<\/p>\n<p>\u062a\u0639\u062a\u0645\u062f \u0643\u0644 \u0637\u0628\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0628\u0642\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062d\u0648\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0645\u0639\u0642\u062f. \u0647\u0630\u0627 \u0627\u0644\u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u0637\u0628\u0642\u064a \u0647\u0648 \u0633\u0631 \u0643\u064a\u0641\u064a\u0629 \u062a\u0639\u0627\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0648\u0636\u0648\u064a\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_a_neural_network_learns\"><\/span>\u0643\u064a\u0641 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0639\u062f\u064a\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u062f\u0629 - \u0623\u0648\u0632\u0627\u0646\u0647\u0627 \u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u0645\u062e\u0631\u062c\u0627\u062a\u0647\u0627 \u0639\u0634\u0648\u0627\u0626\u064a\u0629. \u0627\u0644\u062a\u0639\u0644\u0645 \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u0625\u064a\u062c\u0627\u062f \u0623\u0648\u0632\u0627\u0646 \u062c\u064a\u062f\u0629. \u0625\u0646\u0647 \u064a\u0639\u0645\u0644 \u0643\u062d\u0644\u0642\u0629:<\/p>\n<ol>\n<li><strong>\u0642\u0645 \u0628\u0627\u0644\u062a\u0646\u0628\u0624.<\/strong> \u0623\u062f\u062e\u0644 \u0645\u062b\u0627\u0644\u0627\u064b \u062a\u062f\u0631\u064a\u0628\u064a\u0627\u064b \u0648\u062f\u0639 \u0627\u0644\u0634\u0628\u0643\u0629 \u062a\u0646\u062a\u062c \u0645\u062e\u0631\u062c\u0627\u062a.<\/li>\n<li><strong>\u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u0627\u0644\u062e\u0637\u0623.<\/strong> \u0642\u0627\u0631\u0646 \u0627\u0644\u0646\u0627\u062a\u062c \u0628\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629. \u0627\u0644\u0641\u062c\u0648\u0629 \u0647\u064a \u0627\u0644\u062e\u0637\u0623 (\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0633\u0645\u0649 \u201c\u0627\u0644\u062e\u0633\u0627\u0631\u0629\u201d).<\/li>\n<li><strong>\u0625\u0633\u0646\u0627\u062f \u0627\u0644\u0644\u0648\u0645.<\/strong> \u0627\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0639\u0643\u0633\u064a \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0642\u062f\u0627\u0631 \u0645\u0633\u0627\u0647\u0645\u0629 \u0643\u0644 \u0648\u0632\u0646 \u0641\u064a \u0627\u0644\u062e\u0637\u0623. \u062a\u0633\u0645\u0649 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 <strong>\u0627\u0644\u062a\u0643\u0627\u062b\u0631 \u0627\u0644\u0639\u0643\u0633\u064a<\/strong>.<\/li>\n<li><strong>\u0627\u0636\u0628\u0637\u064a \u0627\u0644\u0623\u0648\u0632\u0627\u0646.<\/strong> \u0627\u062f\u0641\u0639 \u0643\u0644 \u0648\u0632\u0646 \u0642\u0644\u064a\u0644\u0627\u064b \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0630\u064a \u0645\u0646 \u0634\u0623\u0646\u0647 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062e\u0637\u0623.<\/li>\n<li><strong>\u0643\u0631\u0631.<\/strong> \u0627\u0641\u0639\u0644 \u0630\u0644\u0643 \u0639\u0628\u0631 \u0622\u0644\u0627\u0641 \u0623\u0648 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629\u060c \u0639\u062f\u0629 \u0645\u0631\u0627\u062a.<\/li>\n<\/ol>\n<p>\u0643\u0644 \u062a\u0645\u0631\u064a\u0631\u0629 \u062a\u062c\u0639\u0644 \u0627\u0644\u0634\u0628\u0643\u0629 \u0623\u0641\u0636\u0644 \u0642\u0644\u064a\u0644\u0627\u064b. \u0628\u0639\u062f \u0639\u062f\u062f \u0643\u0627\u0641\u064d \u0645\u0646 \u0627\u0644\u062a\u0645\u0631\u064a\u0631\u0627\u062a\u060c \u062a\u0633\u062a\u0642\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0641\u064a \u0642\u064a\u0645 \u062a\u0644\u062a\u0642\u0637 \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u062d\u0642\u064a\u0642\u064a - \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u0644\u0645 \u062a\u0631\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644. \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0646 <em>\u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u0644\u0642\u064a\u0627\u0633 \u0648\u0627\u0644\u0644\u0648\u0645 \u0648\u0627\u0644\u062a\u0639\u062f\u064a\u0644<\/em> \u0647\u0648 \u062c\u0648\u0647\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0623\u0643\u0645\u0644\u0647.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"A_simple_analogy\"><\/span>\u062a\u0634\u0628\u064a\u0647\u064c \u0628\u0633\u064a\u0637<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062e\u064a\u0644 \u0636\u0628\u0637 \u0644\u0648\u062d\u0629 \u0645\u0632\u062c \u0636\u062e\u0645\u0629 \u0645\u0639 \u0627\u0644\u0622\u0644\u0627\u0641 \u0645\u0646 \u0623\u0634\u0631\u0637\u0629 \u0627\u0644\u062a\u0645\u0631\u064a\u0631 \u0641\u064a \u0645\u062d\u0627\u0648\u0644\u0629 \u0644\u0625\u0646\u062a\u0627\u062c \u0635\u0648\u062a \u0645\u062b\u0627\u0644\u064a. \u062a\u0639\u0632\u0641 \u0646\u0648\u062a\u0629 \u0645\u0648\u0633\u064a\u0642\u064a\u0629 \u0648\u062a\u0633\u0645\u0639 \u0645\u062f\u0649 \u0628\u0639\u062f\u0647\u0627\u060c \u062b\u0645 \u062a\u0636\u0628\u0637 \u0643\u0644 \u0634\u0631\u064a\u0637 \u062a\u0645\u0631\u064a\u0631 \u0642\u0644\u064a\u0644\u0627\u064b. \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0641\u064a \u062d\u0631\u0643\u0629 \u0648\u0627\u062d\u062f\u0629 - \u0648\u0644\u0643\u0646 \u0645\u0639 \u0625\u062c\u0631\u0627\u0621 \u0645\u0627 \u064a\u0643\u0641\u064a \u0645\u0646 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u0648\u062c\u0647\u0629\u060c \u064a\u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0635\u0648\u062a \u0645\u0639 \u0645\u0627 \u062a\u0631\u064a\u062f\u0647.<\/p>\n<p>\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0647\u064a \u0644\u0648\u062d\u0629 \u0627\u0644\u062e\u0644\u0637 \u0647\u0630\u0647. \u0623\u0634\u0631\u0637\u0629 \u0627\u0644\u062a\u0645\u0631\u064a\u0631 \u0647\u064a \u0627\u0644\u0623\u0648\u0632\u0627\u0646. \u0648\u201c\u0645\u062f\u0649 \u0627\u0644\u0628\u0639\u062f\u201d \u0647\u0648 \u0627\u0644\u062e\u0637\u0623. \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0647\u0648 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0635\u0628\u0648\u0631\u0629 \u0648\u0627\u0644\u0622\u0644\u064a\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0645\u0648\u062c\u0647\u0629 \u062d\u062a\u0649 \u064a\u0635\u0628\u062d \u0627\u0644\u0646\u0627\u062a\u062c \u0635\u062d\u064a\u062d\u0627\u064b.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Main_types_of_neural_networks\"><\/span>\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0635\u0627\u0645\u064a\u0645 \u0634\u0628\u0643\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0648\u0639<\/th>\n<th>\u062c\u064a\u062f \u0641\u064a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629<\/td>\n<td>\u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs)<\/td>\n<td>\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs)<\/td>\n<td>\u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a - \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0623\u0642\u062f\u0645 \u0644\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a<\/td>\n<td>\u0627\u0644\u0644\u063a\u0629 \u0648\u0645\u0627 \u0628\u0639\u062f\u0647\u0627 - \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u0640 <strong>\u0627\u0644\u0645\u062d\u0648\u0644<\/strong> \u0647\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u064a\u0648\u0645. \u0625\u0646\u0647\u0627 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0641 \u0648\u0631\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0645\u0648\u0644\u062f\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u0648\u0645\u0639\u0638\u0645 \u0627\u062e\u062a\u0631\u0627\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u064a\u0631\u0629. \u0648\u062a\u062a\u0645\u062b\u0644 \u062e\u062f\u0639\u062a\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u201c\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\u201d - \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0642\u064a\u064a\u0645 \u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0644\u0643\u0644 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Neural_networks_and_deep_learning\"><\/span>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0633\u0645\u0639 \u0643\u0644\u0645\u0629 \u201c\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u201d \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u0633\u064a\u0637\u0629: <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u064a\u0639\u0646\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0637\u0628\u0642\u0627\u062a \u0645\u062e\u0641\u064a\u0629 \u0639\u062f\u064a\u062f\u0629<\/strong> (\u201c\u0639\u0645\u064a\u0642\u201d = \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a). \u0643\u0627\u0646\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0637\u0628\u0642\u0629 \u0623\u0648 \u0637\u0628\u0642\u062a\u064a\u0646 \u0645\u062e\u0641\u064a\u062a\u064a\u0646\u061b \u0623\u0645\u0627 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0639\u0634\u0631\u0627\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u0628\u0643\u062b\u064a\u0631. \u064a\u0633\u0645\u062d \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0644\u0644\u0634\u0628\u0643\u0629 \u0628\u062a\u0639\u0644\u0645 \u0623\u0646\u0645\u0627\u0637 \u0623\u0643\u062b\u0631 \u062b\u0631\u0627\u0621\u064b \u0648\u062a\u062c\u0631\u064a\u062f\u0627\u064b - \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u062a\u062d \u0639\u0635\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u0627\u0644\u064a. \u0644\u062f\u064a\u0646\u0627 <a href=\"\/ar\/deep-learning-vs-machine-learning\/\">\u062f\u0644\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/a> \u064a\u063a\u0637\u064a \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0630\u0644\u0643.<\/p>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_start_building_your_first_neural_network\"><\/span>\u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0641\u064a \u0628\u0646\u0627\u0621 \u0623\u0648\u0644 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0644\u0643<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0641\u0647\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0623\u0645\u0631\u060c \u0648\u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u0645\u0631 \u0622\u062e\u0631. \u0648\u0627\u0644\u062e\u0628\u0631 \u0627\u0644\u0633\u0627\u0631 \u0647\u0648 \u0623\u0646\u0643 \u0644\u0645 \u062a\u0639\u062f \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. \u0641\u0647\u0646\u0627\u0643 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0646\u0627\u0636\u062c\u0629 \u062a\u062a\u0648\u0644\u0649 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u2014 \u0645\u062b\u0644 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a\u060c \u0648\u0636\u0631\u0628 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a\u060c \u0648\u062a\u0633\u0631\u064a\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u2014 \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0628\u0636\u0639 \u0623\u0633\u0637\u0631 \u0645\u0646 \u0644\u063a\u0629 Python \u0648\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0631\u0627\u0628\u0637 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0645\u0639\u064b\u0627.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b\u0629 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0633\u0627\u0626\u062f\u0629 \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0648\u064a\u062e\u062a\u0644\u0641 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0648\u0642\u0639\u0643:<\/p>\n<ul>\n<li><strong>\u0643\u064a\u0631\u0627\u0633<\/strong> \u2014 \u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u0628\u062f\u0621. \u062a\u062a\u064a\u062d \u0644\u0643 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0627\u0644\u0646\u0645\u0637\u064a\u0629\u060c \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0631\u064a\u0628 \u0645\u0635\u0646\u0641 \u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0623\u0648\u0644 \u0638\u0647\u064a\u0631\u0629 \u0644\u0643. \u0648\u0647\u0648 \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 TensorFlow (\u0648\u0627\u0644\u0622\u0646 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0623\u062e\u0631\u0649 \u0623\u064a\u0636\u064b\u0627)\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u062b\u0627\u0644\u064a\u064b\u0651\u0627 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0642\u0644\u0642 \u0628\u0634\u0623\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629.<\/li>\n<li><strong>PyTorch<\/strong> \u2014 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646\u060c \u0648\u0647\u0648 \u2014 \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u2014 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u064a\u062a\u0645\u064a\u0632 \u0623\u0633\u0644\u0648\u0628\u0647 \u0627\u0644\u0628\u0633\u064a\u0637 \u0648\u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0644\u063a\u0629 \u00ab\u0628\u0627\u064a\u062b\u0648\u0646\u00bb \u0628\u0623\u0646\u0647 \u064a\u0634\u0628\u0647 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0639\u0627\u062f\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0633\u0647\u0644\u0629 \u0648\u0645\u0628\u0627\u0634\u0631\u0629\u060c \u0643\u0645\u0627 \u0623\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0648 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u062f\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0647. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644 \u0628\u0647.<\/li>\n<li><strong>TensorFlow<\/strong> \u2014 \u0644\u0627 \u064a\u0632\u0627\u0644 \u064a\u0645\u062b\u0644 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0646\u0634\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0648\u0627\u0644\u0645\u062a\u0635\u0641\u062d\u0627\u062a \u0648\u0627\u0644\u062e\u0648\u0627\u062f\u0645. \u0648\u064a\u0644\u062c\u0623 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0625\u0644\u064a\u0647 \u0639\u0628\u0631 Keras \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0645\u0628\u0627\u0634\u0631\u0629\u064b.<\/li>\n<\/ul>\n<p>\u064a\u064f\u0639\u062f \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062f\u0645\u062c\u0629 \u0635\u063a\u064a\u0631\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f \u0641\u064a MNIST \u0623\u0648 Fashion-MNIST\u060c \u0645\u0634\u0631\u0648\u0639\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0651\u0627 \u0623\u0648\u0644\u064a\u064b\u0651\u0627. \u0641\u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u062d\u062c\u0645\u060c \u0648\u062a\u0623\u062a\u064a \u0645\u0631\u0641\u0642\u0629 \u0645\u0639 \u0643\u0644 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644\u060c \u0648\u064a\u0645\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u064a\u0647\u0627 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0641\u064a \u063a\u0636\u0648\u0646 \u062f\u0642\u0627\u0626\u0642 \u2014 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0648\u064a\u064f\u0639\u0644\u0650\u0651\u0645 \u0625\u0646\u0634\u0627\u0621 \u0645\u0634\u0631\u0648\u0639 \u0643\u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629: \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 <strong>\u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629<\/strong>, \u060c \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0628\u0631 \u0639\u062f\u0629 \u0645\u0631\u0627\u062d\u0644 (\u0639\u0635\u0648\u0631)\u060c \u062b\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645 \u064a\u0633\u0628\u0642 \u0644\u0647 \u0623\u0646 \u062a\u0639\u0631\u0636 \u0644\u0647\u0627.<\/p>\n<p>\u0643\u0645\u0627 \u0623\u0646\u0643 \u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0634\u0631\u0627\u0621 \u0623\u062c\u0647\u0632\u0629 \u0644\u0644\u0628\u062f\u0621. \u0641\u0627\u0644\u062f\u0641\u0627\u062a\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u062b\u0644 Google Colab \u0648Kaggle Kernels \u062a\u0648\u0641\u0631 \u0644\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u062a\u0635\u0641\u062d\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0643\u0641\u064a \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0623\u0648\u0644\u064a\u0629. \u0648\u0644\u0627 \u062a\u0635\u0628\u062d \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0623\u0645\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0625\u0644\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0628\u062f\u0623 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n<p>\u0645\u0633\u0627\u0631 \u0645\u0646\u0637\u0642\u064a: \u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Keras \u0644\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u062d\u062f\u0633\u060c \u0648\u0642\u0645 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\u0644\u0644\u0645\u0634\u062a\u0642\u0627\u062a \u064a\u062c\u0639\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u0648\u0623\u0633\u0628\u0627\u0628 \u0641\u0634\u0644\u0647\u0627 \u0623\u062d\u064a\u0627\u0646\u064b\u0627) \u0623\u0642\u0644 \u063a\u0645\u0648\u0636\u064b\u0627 \u0628\u0643\u062b\u064a\u0631. \u064a\u0645\u0643\u0646\u0643 \u062a\u0639\u0644\u0645 \u0647\u0630\u0647 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u0643\u0648\u062f \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0639\u0644\u0645\u0647\u0627 \u0642\u0628\u0644\u0647.<\/p>\n<h3>\u0643\u0645 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u064a\u0633\u062a\u063a\u0631\u0642 \u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u061f<\/h3>\n<p>\u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0631\u064a\u0628 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0639\u0645\u0644\u064a \u0644\u0643 \u0641\u064a \u0638\u0647\u064a\u0631\u0629 \u064a\u0648\u0645 \u0648\u0627\u062d\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062a\u0628\u0627\u0639 \u062f\u0631\u0633 \u062a\u0639\u0644\u064a\u0645\u064a. \u0623\u0645\u0627 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0641\u064a\u0647\u0627 \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0629 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0648\u062a\u0634\u062e\u064a\u0635 \u0623\u0633\u0628\u0627\u0628 \u0636\u0639\u0641 \u0623\u062f\u0627\u0626\u0647\u0627\u060c \u0648\u0636\u0628\u0637\u0647\u0627 \u0628\u0634\u0643\u0644 \u0633\u0644\u064a\u0645\u060c \u0641\u064a\u0633\u062a\u063a\u0631\u0642 \u0639\u0627\u062f\u0629\u064b \u0628\u0636\u0639\u0629 \u0623\u0634\u0647\u0631 \u0645\u0646 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629. \u0648\u0623\u0633\u0631\u0639 \u0637\u0631\u064a\u0642 \u0644\u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643 \u0647\u0648 \u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0643\u062a\u0641\u0627\u0621 \u0628\u0645\u0634\u0627\u0647\u062f\u0629 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u2014 \u0641\u0627\u0644\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0630\u0627\u062a\u064a \u0644\u0646\u0645\u0648\u0630\u062c\u0643 \u0627\u0644\u0645\u0639\u0637\u0644 \u064a\u0639\u0644\u0645\u0643 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0623\u064a \u0645\u062d\u0627\u0636\u0631\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062c\u0627\u0646\u064b\u0627\u061f<\/h3>\n<p>Yes. The major frameworks are open source, the standard beginner datasets ship with them, and free cloud notebooks such as Google Colab and Kaggle provide a GPU in the browser at no cost. Combined with the extensive free documentation and tutorials each framework publishes, you can go from zero to a trained model without spending anything or buying special hardware.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u064a\u0633\u062a \u0633\u062d\u0631\u0627\u064b \u0648\u0644\u064a\u0633\u062a \u062f\u0645\u0627\u063a\u0627\u064b. \u0625\u0646\u0647\u0627 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0628\u0646\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u062a\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u062c\u0631\u0627\u0621 \u062a\u0646\u0628\u0624\u0627\u062a \u0648\u0642\u064a\u0627\u0633 \u0623\u062e\u0637\u0627\u0626\u0647\u0627 \u0648\u062a\u0639\u062f\u064a\u0644 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u062d\u062a\u0649 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0627\u0644\u0623\u0645\u0648\u0631 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u0637\u0628\u0642\u0627\u062a \u0645\u0643\u062f\u0633\u0629 \u0639\u0644\u0649 \u0637\u0628\u0642\u0627\u062a \u062a\u062d\u0648\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0645\u0639\u0642\u062f - \u0648\u201c\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u201d \u0647\u0648 \u0645\u062c\u0631\u062f \u0647\u0630\u0647 \u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0637\u0628\u0642\u0627\u062a \u0639\u062f\u064a\u062f\u0629.<\/p>\n<p>\u062a\u0644\u0643 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 - <em>\u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0648\u0627\u0644\u0642\u064a\u0627\u0633\u060c \u0648\u0627\u0644\u0636\u0628\u0637\u060c \u0648\u0627\u0644\u062a\u0643\u064a\u0641\u060c \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631<\/em> - \u062a\u0634\u063a\u0644 \u0643\u0644 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0627\u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u062d\u0644\u0642\u0629 \u0648\u0633\u062a\u0641\u0647\u0645 \u0623\u0633\u0627\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b. \u0644\u062a\u0631\u0649 \u0643\u064a\u0641 \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0643\u0628\u0631\u060c \u0627\u0628\u062f\u0623 \u0628\u0640 <a href=\"\/ar\/what-is-machine-learning-beginners-guide\/\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/a>.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/what-is-a-vector-database-2026\/\">\u0645\u0627 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a\u061f (\u062f\u0644\u064a\u0644 \u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/overfitting-how-to-prevent-it\/\">\u0638\u0627\u0647\u0631\u0629 \u0627\u0644\u062a\u062e\u0635\u064f\u0651\u0635 \u0627\u0644\u0632\u0627\u0626\u062f \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a: \u0645\u0627 \u0647\u064a \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u062f\u062b \u0648\u0643\u064a\u0641 \u0646\u0645\u0646\u0639\u0647\u0627\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-free-datasets-machine-learning\/\">\u0623\u0641\u0636\u0644 \u0661\u0665 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a (\u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/deep-learning-vs-machine-learning\/\">\u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0622\u0644\u064a: \u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a (\u0662\u0660\u0662\u0666)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/top-10-machine-learning-algorithms\/\">\u0623\u0641\u0636\u0644 10 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u064a\u062c\u0628 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0628\u062a\u062f\u0626 \u0645\u0639\u0631\u0641\u062a\u0647\u0627<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0645\u0627 \u0647\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0641\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u0629\u061f \u0634\u0631\u062d \u0648\u0627\u0636\u062d \u063a\u064a\u0631 \u0631\u064a\u0627\u0636\u064a \u0644\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 - \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 - \u0644\u0623\u064a \u0634\u062e\u0635 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647 \u062e\u0644\u0641\u064a\u0629 \u0647\u0646\u062f\u0633\u064a\u0629.<\/p>","protected":false},"author":0,"featured_media":44,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[2],"tags":[466,459,464,463,465],"class_list":["post-43","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-ai-explained","tag-deep-learning","tag-how-neural-networks-work","tag-neural-networks","tag-neurons"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/43","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=43"}],"version-history":[{"count":4,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/43\/revisions"}],"predecessor-version":[{"id":1154,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/43\/revisions\/1154"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/44"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=43"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=43"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=43"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}