{"id":17727,"date":"2024-08-09T08:00:17","date_gmt":"2024-08-09T04:30:17","guid":{"rendered":"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be\/"},"modified":"2024-08-09T08:00:17","modified_gmt":"2024-08-09T04:30:17","slug":"%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be\/","title":{"rendered":"\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 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href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be\/#%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_iris_%d8%b1%d8%a7_%d8%a8%d8%a7%d8%b1%da%af%db%8c%d8%b1%db%8c_%d9%88_%d8%a7%d8%b2_%d9%82%d8%a8%d9%84_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Iris \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" 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href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be\/#%d8%aa%d8%a7%d8%a8%d8%b9_%d9%87%d8%b2%db%8c%d9%86%d9%87_%d8%b1%d8%a7_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d9%86%db%8c%d8%af_%d9%88_%d9%88%d8%b2%d9%86_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%a8%d9%87%db%8c%d9%86%d9%87_%da%a9%d9%86%db%8c%d8%af\" >\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u0648 \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be\/#%d9%85%d8%af%d9%84_%d8%b1%d8%a7_%d8%aa%d8%b3%d8%aa_%da%a9%d9%86%db%8c%d8%af_%d9%88_%d8%af%d9%82%d8%aa_%d8%b1%d8%a7_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%da%a9%d9%86%db%8c%d8%af\" >\u0645\u062f\u0644 \u0631\u0627 \u062a\u0633\u062a \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0642\u062a \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%d9%85%d8%af%d9%84-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d9%be\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c_%d8%a2%db%8c%d9%86%d8%af%d9%87_%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%da%a9%d8%a7%d8%b1%d8%a2%d9%85%d8%af\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062d\u0648\u0632\u0647 \u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0645\u062b\u0627\u0644 ChatGPT \u0648 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627 \u0647\u0645\u06af\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p>\u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627 \u062a\u0639\u062f\u0627\u062f\u06cc \u0646\u0648\u0631\u0648\u0646 \u06a9\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0648 \u062f\u06cc\u06af\u0631\u0627\u0646 \u062f\u0631 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc.<\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0627\u06cc\u062c\u0627\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627 \u0647\u0631 \u062f\u0648 \u0646\u0648\u0639 \u0646\u0648\u0631\u0648\u0646\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc\u060c \u0632\u06cc\u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u0646\u0648\u0631\u0648\u0646\u200c\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u0647\u0627 \u0635\u062d\u0628\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646<\/li>\n<li>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u062f\u0631 \u0639\u0645\u0644: \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0644 \u0632\u0646\u0628\u0642 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/li>\n<li>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f<\/li>\n<\/ul>\n<p><strong>\u062a\u0648\u062c\u0647:<\/strong> \u0645\u0627 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u060c \u063a\u0648\u0627\u0635\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u06cc\u0627 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u062c\u062a\u0646\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u06a9\u062f \u06a9\u0627\u0645\u0644 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"Introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%af%d9%85%d9%87_%d8%a7%db%8c_%d8%a8%d8%b1_%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c%d8%8c_%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c_%d8%aa%d8%b1%da%a9%db%8c%d8%a8%db%8c_%d9%88_%d9%85%d8%b2%d8%a7%db%8c%d8%a7%db%8c_%d8%a2%d9%86\"><\/span>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/pexels-pavel-danilyuk-8438918.jpg\" class=\"kg-image\" alt=\"pexels-pavel-danilyuk-8438918\" width=\"2000\" height=\"1335\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u067e\u0627\u0648\u0644 \u062f\u0627\u0646\u06cc\u0644\u06cc\u0648\u06a9: https:\/\/www.pexels.com\/photo\/elderly-man-thinking-while-looking-at-a-chessboard-8438918\/<\/figcaption><\/figure>\n<h3 id=\"what-is-deep-learning-in-artificial-intelligence\"><span class=\"ez-toc-section\" id=\"%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82_%d8%af%d8%b1_%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0632\u06cc\u0631 \u0634\u0627\u062e\u0647 \u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0622\u0628 \u0648 \u0647\u0648\u0627\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u067e\u0627\u0633\u062e \u0628\u0647 \u0645\u062a\u0646 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0648\u06cc.<\/p>\n<p>\u0647\u0631 \u0686\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0645\u0627\u0646\u0646\u062f ChatGPT \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f process \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646<\/p>\n<h3 id=\"neural-networks\"><span class=\"ez-toc-section\" id=\"%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c\"><\/span>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/Firefox_Screenshot_2024-08-03T13-56-12.699Z.png\" class=\"kg-image\" alt=\"Firefox_Screenshot_2024-08-03T13-56-12.699Z\" width=\"501\" height=\"278\" loading=\"lazy\" title=\"\"><figcaption>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647<\/figcaption><\/figure>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0627\u0633\u062a. \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0634\u0627\u0645\u0644 \u062a\u063a\u0630\u06cc\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0627\u062c\u0627\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0633\u067e\u0633 \u0627\u0646\u062c\u0627\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0632 \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f. \u0647\u0645\u0647 \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u0648\u0639 \u0644\u0627\u06cc\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0644\u0627\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0627 8 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0628\u0627\u0631\u0627\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0627\u0631\u06cc\u062f \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p>\u0644\u0627\u06cc\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0644\u0627\u06cc\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648 \u0644\u0627\u06cc\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0644\u0627\u06cc\u0647 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u0646\u0627\u0645\u0646\u062f. \u0628\u06cc\u0646 \u0627\u06cc\u0646\u0647\u0627 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u06a9\u0634\u0646\u062f.<\/p>\n<p>\u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u06cc\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<h3 id=\"hybrid-neural-networks-combining-quantum-and-classical-computing\"><span class=\"ez-toc-section\" id=\"%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c_%d8%aa%d8%b1%da%a9%db%8c%d8%a8%db%8c_%e2%80%93_%d8%aa%d8%b1%da%a9%db%8c%d8%a8_%d9%85%d8%ad%d8%a7%d8%b3%d8%a8%d8%a7%d8%aa_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d9%88_%da%a9%d9%84%d8%a7%d8%b3%db%8c%da%a9\"><\/span>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc &#8211; \u062a\u0631\u06a9\u06cc\u0628 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 \u06a9\u0644\u0627\u0633\u06cc\u06a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0633\u0627\u0633\u0627\u064b \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u0646\u062f \u06a9\u0631\u062f \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f process \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0648 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3 id=\"why-choose-hybrid-neural-networks-over-traditional-neural-networks\"><span class=\"ez-toc-section\" id=\"%da%86%d8%b1%d8%a7_%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c_%d8%aa%d8%b1%da%a9%db%8c%d8%a8%db%8c_%d8%b1%d8%a7_%d9%86%d8%b3%d8%a8%d8%aa_%d8%a8%d9%87_%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c_%d8%b3%d9%86%d8%aa%db%8c_%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8_%da%a9%d9%86%db%8c%d9%85%d8%9f\"><\/span>\u0686\u0631\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0633\u0646\u062a\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/pexels-weekendplayer-45072.jpg\" class=\"kg-image\" alt=\"pexels-weekendplayer-45072\" width=\"2000\" height=\"1333\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Burak The Weekender: https:\/\/www.pexels.com\/photo\/lighted-light-bulb-in-selective-focus-photography-45072\/<\/figcaption><\/figure>\n<p>\u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0627\u0633\u062a.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635\u06cc \u0631\u0627 \u0628\u0627 \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u0631\u0698\u06cc \u0628\u0627\u0639\u062b \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0633\u062a: \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"Quantum\"><span class=\"ez-toc-section\" id=\"%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d8%af%d8%b1_%d8%b9%d9%85%d9%84_%d9%be%db%8c%d8%b4%e2%80%8c%d8%a8%db%8c%d9%86%db%8c_%d8%af%d8%a7%d8%af%d9%87%e2%80%8c%d9%87%d8%a7%db%8c_%da%af%d9%84_%d8%b2%d9%86%d8%a8%d9%82_%d8%a8%d8%a7_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\"><\/span>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u062f\u0631 \u0639\u0645\u0644: \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0644 \u0632\u0646\u0628\u0642 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/pexels-googledeepmind-25626507.jpg\" class=\"kg-image\" alt=\"pexels-googledeepmind-25626507\" width=\"2000\" height=\"1125\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Google DeepMind: https:\/\/www.pexels.com\/photo\/quantum-computing-and-ai-25626507\/<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u06a9\u062f\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06af\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06af\u0644 \u0632\u0646\u0628\u0642 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0639\u0631\u0648\u0641 \u0632\u0646\u0628\u0642 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>default.qubit<\/code>\u060c \u06a9\u0647 \u0631\u0641\u062a\u0627\u0631 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0644\u0627\u0633\u06cc\u06a9 <\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc \u0628\u0631\u0627\u06cc \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0627 \u0628\u0631\u062e\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u06a9\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627\u06cc \u0622\u06cc \u0628\u06cc \u0627\u0645\u060c \u0622\u0645\u0627\u0632\u0648\u0646 \u06cc\u0627 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0622\u0646 \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/p>\n<pre><code class=\"language-jsx\">import pennylane as qml\nimport numpy as np\nfrom sklearn.datasets import load_iris\nfrom sklearn.preprocessing import StandardScaler, OneHotEncoder\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score\n\n# Load and preprocess the Iris dataset\ndata = load_iris()\nX = data.data\ny = data.target\n\n# Standardize the features\nscaler = StandardScaler()\nX_scaled = scaler.fit_transform(X)\n\n# One-hot encode the labels\nencoder = OneHotEncoder(sparse=False)\ny_onehot = encoder.fit_transform(y.reshape(-1, 1))\n\n# Split the dataset\nX_train, X_test, y_train, y_test = train_test_split(X_scaled, y_onehot, test_size=0.2, random_state=42)\n\n# Define a quantum device\nn_qubits = 4\ndev = qml.device('default.qubit', wires=n_qubits)\n\n# Define a quantum node\n@qml.qnode(dev)\ndef quantum_circuit(inputs, weights):\n    for i in range(len(inputs)):\n        qml.RY(inputs[i], wires=i)\n    \n    for i in range(n_qubits):\n        qml.RX(weights[i], wires=i)\n        qml.RY(weights[n_qubits + i], wires=i)\n    \n    return [qml.expval(qml.PauliZ(i)) for i in range(n_qubits)]\n\n# Define a hybrid quantum-classical model\ndef hybrid_model(inputs, weights):\n    return quantum_circuit(inputs, weights)\n\n# Initialize weights\nnp.random.seed(0)\nweights = np.random.normal(0, np.pi, (2 * n_qubits,))\n\n# Define a cost function\ndef cost(weights):\n    predictions = np.array([hybrid_model(x, weights) for x in X_train])\n    loss = np.mean((predictions - y_train) ** 2)\n    return loss\n\n# Optimize the weights using gradient descent\nopt = qml.GradientDescentOptimizer(stepsize=0.1)\nsteps = 100\nfor i in range(steps):\n    weights = opt.step(cost, weights)\n    if i % 10 == 0:\n        print(f\"Step {i}, Cost: {cost(weights)}\")\n\n# Test the model\npredictions = np.array([hybrid_model(x, weights) for x in X_test])\npredicted_labels = np.argmax(predictions, axis=1)\ntrue_labels = np.argmax(y_test, axis=1)\n\n# Calculate the accuracy\naccuracy = accuracy_score(true_labels, predicted_labels)\nprint(f\"Test Accuracy: {accuracy * 100:.2f}%\")\n\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/1-1.png\" class=\"kg-image\" alt=\"1-1\" width=\"2000\" height=\"3746\" loading=\"lazy\" title=\"\"><\/figure>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0644\u0648\u06a9 \u0628\u0647 \u0628\u0644\u0648\u06a9 \u06a9\u062f \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645!<\/p>\n<h3 id=\"import-libraries\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7\"><\/span>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code>import pennylane as qml\nimport numpy as np\nfrom sklearn.datasets import load_iris\nfrom sklearn.preprocessing import StandardScaler, OneHotEncoder\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/2-1.png\" class=\"kg-image\" alt=\"2-1\" width=\"2548\" height=\"1044\" loading=\"lazy\" title=\"\"><figcaption>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u06a9\u062f\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u06cc\u0645:<\/p>\n<ul>\n<li><code>pennylane<\/code>  \u0648 <code>pennylane.numpy<\/code>: \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc.<\/li>\n<li><code>sklearn.datasets<\/code>: \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Iris.<\/li>\n<li><code>sklearn.preprocessing<\/code>: \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0648 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc.<\/li>\n<li><code>sklearn.model_selection<\/code>: \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc.<\/li>\n<li><code>sklearn.metrics<\/code>: \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u062a \u0645\u062f\u0644.<\/li>\n<\/ul>\n<h3 id=\"load-and-preprocess-the-iris-dataset\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_iris_%d8%b1%d8%a7_%d8%a8%d8%a7%d8%b1%da%af%db%8c%d8%b1%db%8c_%d9%88_%d8%a7%d8%b2_%d9%82%d8%a8%d9%84_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Iris \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Load and preprocess the Iris dataset\ndata = load_iris()\nX = data.data\ny = data.target\n\n# Standardize the features\nscaler = StandardScaler()\nX_scaled = scaler.fit_transform(X)\n\n# One-hot encode the labels\nencoder = OneHotEncoder(sparse=False)\ny_onehot = encoder.fit_transform(y.reshape(-1, 1))\n\n# Split the dataset\nX_train, X_test, y_train, y_test = train_test_split(X_scaled, y_onehot, test_size=0.2, random_state=42)<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/3-1.png\" class=\"kg-image\" alt=\"3-1\" width=\"2000\" height=\"1007\" loading=\"lazy\" title=\"\"><figcaption>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Iris \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0622\u0645\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645:<\/p>\n<ul>\n<li>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Iris \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f (<code>X<\/code>) \u0648 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 (<code>y<\/code>).<\/li>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0648 \u0648\u0627\u062d\u062f\u060c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f <code>StandardScaler<\/code>.<\/li>\n<li>\u06cc\u06a9 \u062f\u0627\u063a \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0686\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f <code>OneHotEncoder<\/code>.<\/li>\n<li>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0627 \u0646\u0633\u0628\u062a 80\/20 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3 id=\"define-the-quantum-device-and-circuit\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b3%d8%aa%da%af%d8%a7%d9%87_%d9%88_%d9%85%d8%af%d8%a7%d8%b1_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d8%b1%d8%a7_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u062f\u0633\u062a\u06af\u0627\u0647 \u0648 \u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Define a quantum device\nn_qubits = 4\ndev = qml.device('default.qubit', wires=n_qubits)\n\n# Define a quantum node\n@qml.qnode(dev)\ndef quantum_circuit(inputs, weights):\n    for i in range(len(inputs)):\n        qml.RY(inputs[i], wires=i)\n    \n    for i in range(n_qubits):\n        qml.RX(weights[i], wires=i)\n        qml.RY(weights[n_qubits + i], wires=i)\n    \n    return [qml.expval(qml.PauliZ(i)) for i in range(n_qubits)]<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/4-1.png\" class=\"kg-image\" alt=\"4-1\" width=\"2548\" height=\"1852\" loading=\"lazy\" title=\"\"><figcaption>\u062f\u0633\u062a\u06af\u0627\u0647 \u0648 \u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<\/figcaption><\/figure>\n<p>\u0627\u06cc\u0646 \u0628\u062e\u0634 \u062f\u0633\u062a\u06af\u0627\u0647 \u0648 \u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632 \u067e\u06cc\u0634 \u0641\u0631\u0636 PennyLane \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0627 4 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f (<code>quantum_circuit<\/code>) \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0648 \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0645\u062f\u0627\u0631 \u062f\u0631\u0648\u0627\u0632\u0647 \u0647\u0627\u06cc \u0686\u0631\u062e\u0634\u06cc \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f (<code>RY<\/code>\u060c <code>RX<\/code>) \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 <code>PauliZ<\/code> \u0627\u067e\u0631\u0627\u062a\u0648\u0631\u0647\u0627 \u0631\u0648\u06cc \u0647\u0631 \u06a9\u06cc\u0648\u0628\u06cc\u062a<\/li>\n<\/ul>\n<h3 id=\"define-the-hybrid-model-and-initialize-weights\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d9%84_%d8%aa%d8%b1%da%a9%db%8c%d8%a8%db%8c_%d8%b1%d8%a7_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d9%86%db%8c%d8%af_%d9%88_%d9%88%d8%b2%d9%86_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%a7%d9%88%d9%84%db%8c%d9%87_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u062f\u0644 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u0648 \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Define a hybrid quantum-classical model\ndef hybrid_model(inputs, weights):\n    return quantum_circuit(inputs, weights)\n\n# Initialize weights\nnp.random.seed(0)\nweights = np.random.normal(0, np.pi, (2 * n_qubits,))<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/5-1.png\" class=\"kg-image\" alt=\"5-1\" width=\"2220\" height=\"1044\" loading=\"lazy\" title=\"\"><figcaption>\u0645\u062f\u0644 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u0648 \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0646\u06cc\u062f<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0648\u0632\u0646 \u0622\u0646 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<ul>\n<li>\u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0645\u062f\u0644 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0648\u0632\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0646\u0631\u0645\u0627\u0644 \u0628\u0627 \u062f\u0627\u0646\u0647 \u0645\u0634\u062e\u0635 \u0628\u0631\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3 id=\"define-the-cost-function-and-optimize-weights\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%a7%d8%a8%d8%b9_%d9%87%d8%b2%db%8c%d9%86%d9%87_%d8%b1%d8%a7_%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d9%86%db%8c%d8%af_%d9%88_%d9%88%d8%b2%d9%86_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%a8%d9%87%db%8c%d9%86%d9%87_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u0648 \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Define a cost function\ndef cost(weights):\n    predictions = np.array([hybrid_model(x, weights) for x in X_train])\n    loss = np.mean((predictions - y_train) ** 2)\n    return loss\n\n# Optimize the weights using gradient descent\nopt = qml.GradientDescentOptimizer(stepsize=0.1)\nsteps = 100\nfor i in range(steps):\n    weights = opt.step(cost, weights)\n    if i % 10 == 0:\n        print(f\"Step {i}, Cost: {cost(weights)}\")<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/6-1.png\" class=\"kg-image\" alt=\"6-1\" width=\"2840\" height=\"1584\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u0648 \u0648\u0632\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<ul>\n<li>\u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627\u06cc \u0628\u06cc\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u0648 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0627\u0632 PennyLane \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>GradientDescentOptimizer<\/code> \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0645\u06a9\u0631\u0631 \u0648\u0632\u0646 \u0647\u0627. \u0627\u06cc\u0646 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0647\u0631 10 \u0645\u0631\u062d\u0644\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u06af\u06cc\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code>Step 0, Cost: 0.35359229278282217\nStep 10, Cost: 0.3145818194833503\nStep 20, Cost: 0.28937668289628116\nStep 30, Cost: 0.2733108557682183\nStep 40, Cost: 0.26273285477208475\nStep 50, Cost: 0.25532913470009133\nStep 60, Cost: 0.24973939376050813\nStep 70, Cost: 0.24517135825709957\nStep 80, Cost: 0.2411459409849017\nStep 90, Cost: 0.23735091263019087<\/code><\/pre>\n<h3 id=\"test-the-model-and-evaluate-accuracy\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d9%84_%d8%b1%d8%a7_%d8%aa%d8%b3%d8%aa_%da%a9%d9%86%db%8c%d8%af_%d9%88_%d8%af%d9%82%d8%aa_%d8%b1%d8%a7_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u062f\u0644 \u0631\u0627 \u062a\u0633\u062a \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0642\u062a \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Test the model\npredictions = np.array([hybrid_model(x, weights) for x in X_test])\npredicted_labels = np.argmax(predictions, axis=1)\ntrue_labels = np.argmax(y_test, axis=1)\n\n# Calculate the accuracy\naccuracy = accuracy_score(true_labels, predicted_labels)\nprint(f\"Test Accuracy: {accuracy * 100:.2f}%\")<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/7-1.png\" class=\"kg-image\" alt=\"7-1\" width=\"2660\" height=\"1132\" loading=\"lazy\" title=\"\"><figcaption>\u0645\u062f\u0644 \u0631\u0627 \u062a\u0633\u062a \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0642\u062a \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647<\/li>\n<li>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0642\u062a \u0645\u062f\u0644 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f <code>accuracy_score<\/code>.<\/li>\n<\/ul>\n<p>\u0648 \u0646\u062a\u0627\u06cc\u062c \u0646\u0647\u0627\u06cc\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f:<\/p>\n<pre><code>Test Accuracy: 66.67%<\/code><\/pre>\n<p>\u062f\u0642\u062a 67% \u0646\u062a\u06cc\u062c\u0647 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u0628\u06cc \u0646\u06cc\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0646\u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631 \u0628\u0627\u06cc\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0641\u0642\u0637 \u0628\u0627 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f optuna \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u062f\u0642\u062a \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u06f9\u06f8 \u062f\u0631\u0635\u062f \u0627\u0645\u06a9\u0627\u0646\u200c\u067e\u0630\u06cc\u0631 \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0647 \u0622\u0646 \u062f\u0633\u062a \u06cc\u0627\u0641\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u0648\u062c\u0648\u062f\u060c \u0645\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"Conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c_%d8%a2%db%8c%d9%86%d8%af%d9%87_%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%da%a9%d8%a7%d8%b1%d8%a2%d9%85%d8%af\"><\/span>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/pexels-pixabay-210158.jpg\" class=\"kg-image\" alt=\"pexels-pixabay-210158\" width=\"2000\" height=\"1335\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Pixabay: https:\/\/www.pexels.com\/photo\/low-angle-photography-of-grey-and-black-tunnel-looking-white-cloudy-and-blue-sky-210158\/<\/figcaption><\/figure>\n<p>\u0627\u062f\u063a\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0645\u06a9\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0641\u0646\u0627\u0648\u0631\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc\u060c \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0648 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0639\u0645\u0627\u0644 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p>\u0628\u0647 \u0646\u0638\u0631 \u0645\u0646\u060c \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0627 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u062f\u063a\u0627\u0645 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p>\u0627\u06cc\u0646\u0645 \u06a9\u062f \u06a9\u0627\u0645\u0644:<\/p>\n<figure class=\"kg-card kg-bookmark-card\">\n<div class=\"kg-bookmark-content\">\n<div class=\"kg-bookmark-title\">GitHub &#8211; tiagomonteiro0715\/freecodecamp-my-articles-source-code: \u0627\u06cc\u0646 \u0645\u062e\u0632\u0646 \u06a9\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u0646 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647\u200c\u0647\u0627\u06cc \u062e\u0628\u0631\u06cc freecodecamo \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0645 \u062f\u0631 \u062e\u0648\u062f \u0646\u06af\u0647 \u0645\u06cc\u200c\u062f\u0627\u0631\u062f.<\/div>\n<div class=\"kg-bookmark-description\">\u0627\u06cc\u0646 \u0645\u062e\u0632\u0646 \u06a9\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647\u200c\u0647\u0627\u06cc \u062e\u0628\u0631\u06cc freecodecamo \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0645\u060c \u0646\u06af\u0647 \u0645\u06cc\u200c\u062f\u0627\u0631\u062f. &#8211; tiagomonteiro0715\/freecodecamp-my-articles-source-code<\/div>\n<div class=\"kg-bookmark-metadata\"><span class=\"kg-bookmark-author\">tiagomonteiro0715<\/span><span class=\"kg-bookmark-publisher\">GitHub<\/span><\/div>\n<\/div>\n<div class=\"kg-bookmark-thumbnail\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/08\/1723177817_706_freecodecamp-my-articles-source-code.png\" width=\"1200\" height=\"600\" alt=\"freecodecamp-my-articles-source-code\" loading=\"lazy\" title=\"\"><\/div>\n<\/figure>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-08-09 08:00:08<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;17727&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 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06af\u0644 \u0632\u0646\u0628\u0642 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0633\u0627\u0632\u06cc\u0645&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062d\u0648\u0632\u0647 \u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0645\u062b\u0627\u0644 ChatGPT \u0648 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627 \u0647\u0645\u06af\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0646\u062f. \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":17728,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[1748,1958,1925,1926,1779,1814,1924,4710,1744,1825,1959,1822,1796,5361,2001,5323,5360,2101,2346,1745,1785,2345,825,1813],"class_list":["post-17727","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-python-hosting","tag-1958","tag----django","tag-1926","tag-1779","tag-1814","tag-1924","tag-4710","tag-1744","tag-1825","tag-1959","tag-1822","tag-1796","tag-5361","tag---python","tag-5323","tag-5360","tag-2101","tag-2346","tag-1745","tag-1785","tag-2345","tag-825","tag-1813"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17727","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=17727"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17727\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/17728"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=17727"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=17727"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=17727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}