{"id":17654,"date":"2024-07-24T11:23:21","date_gmt":"2024-07-24T07:53:21","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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/"},"modified":"2024-07-24T11:23:21","modified_gmt":"2024-07-24T07:53:21","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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2","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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/","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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%d9%88_%d8%b8%d9%87%d9%88%d8%b1_%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82\" >\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0638\u0647\u0648\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" 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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%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\" >\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<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" 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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82_%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c\" >\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<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d9%85%d8%b4%da%a9%d9%84_%d8%a8%d8%b2%d8%b1%da%af_%d8%af%d8%b1_%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82_%d9%81%d9%82%d8%af%d8%a7%d9%86_%d9%82%d8%a7%d8%a8%d9%84%db%8c%d8%aa_%d8%aa%d9%81%d8%b3%db%8c%d8%b1\" >\u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0641\u0642\u062f\u0627\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d8%b1%d8%a7%d9%87_%d8%ad%d9%84%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d9%81%d8%b3%db%8c%d8%b1%d9%be%d8%b0%db%8c%d8%b1%db%8c_%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d8%ac%d8%b9%d8%a8%d9%87_%d8%b4%db%8c%d8%b4%d9%87_%d8%a7%db%8c\" >\u0631\u0627\u0647 \u062d\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc: \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d8%ac%d8%b9%d8%a8%d9%87_%d8%b4%db%8c%d8%b4%d9%87_%d8%a7%db%8c\" >\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d8%ac%d8%b9%d8%a8%d9%87_%d8%b3%db%8c%d8%a7%d9%87\" >\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" 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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d9%85%d8%ab%d8%a7%d9%84_%da%a9%d8%af_%d8%ad%d9%84_%d9%85%d8%b3%d8%a6%d9%84%d9%87_%d8%a8%d8%a7_%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%d9%82%d8%a7%d8%a8%d9%84_%d8%aa%d9%88%d8%b6%db%8c%d8%ad\" >\u0645\u062b\u0627\u0644 \u06a9\u062f: \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" 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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%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\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" 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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c%d8%8c_%d8%a2%d9%85%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%88_%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc\u060c \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d9%85%d8%af%d9%84%d8%8c_%d9%be%db%8c%d8%b4_%d8%a8%db%8c%d9%86%db%8c_%d9%88_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d9%85%d8%af%d9%84\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<\/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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d8%aa%d9%81%d8%b3%db%8c%d8%b1_%d9%85%d8%af%d9%84%d8%8c_%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac%d8%8c_%d9%88_%d9%85%d8%b1%d8%aa%d8%a8_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c\" >\u062a\u0641\u0633\u06cc\u0631 \u0645\u062f\u0644\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u0648 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d8%b1%d8%b3%d9%85_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c\" >\u0631\u0633\u0645 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/rasanegaar.com\/blog\/%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-%d9%82%d8%a7%d8%a8%d9%84-%d8%aa%d9%81%d8%b3%db%8c%d8%b1-%d8%a8%d8%b3%d8%a7%d8%b2\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87%e2%80%8c%da%af%db%8c%d8%b1%db%8c_kan_%d8%b4%d8%a8%da%a9%d9%87%e2%80%8c%d9%87%d8%a7%db%8c_%da%a9%d9%84%d9%85%d9%88%da%af%d8%b1%d9%88%d9%81%e2%80%93%d8%a2%d8%b1%d9%86%d9%88%d9%84%d8%af\" >\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc: KAN (\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0648\u06af\u0631\u0648\u0641\u2013\u0622\u0631\u0646\u0648\u0644\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\"> 9<\/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>\u0627\u06cc\u0646 \u0631\u0648\u0632\u0647\u0627 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0632\u06cc\u0631 \u0634\u0627\u062e\u0647 \u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0645\u06cc \u0622\u06cc\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0632\u0645\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06cc\u06a9\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u06cc\u0634\u062a\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0648\u0627\u0642\u0639\u0627\u064b \u0645\u0624\u062b\u0631 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0632\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0648\u062c\u0648\u062f \u0645\u06cc\u200c\u0622\u06cc\u0646\u062f\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062d\u062f\u0648\u062f \u0648 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0647\u0633\u062a\u0646\u062f.  \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u06cc\u06a9 \u0645\u0646\u0637\u0642\u0647 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0627\u0635 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f \u0627\u0632 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u06cc\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0639\u062f\u0645 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a.  \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u062f\u0631\u06a9 \u0686\u06af\u0648\u0646\u06af\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. <\/p>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u0632\u0645\u06cc\u0646\u0647 \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc\u200c\u06af\u0648\u06cc\u0646\u062f.  \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a \u0631\u0648\u06cc \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0622\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a:<\/p>\n<ul>\n<li>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0638\u0647\u0648\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/li>\n<li>\u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0639\u062f\u0645 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc<\/li>\n<li>\u0631\u0627\u0647 \u062d\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc: \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc<\/li>\n<li>\u0645\u062b\u0627\u0644 \u06a9\u062f: \u062d\u0644 \u0645\u0634\u06a9\u0644 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d \u067e\u0630\u06cc\u0631<\/li>\n<li>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc: KAN (\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0648\u06af\u0631\u0648\u0641\u2013\u0622\u0631\u0646\u0648\u0644\u062f)<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9 \u062a\u062d\u0635\u06cc\u0644 \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0627\u0646\u0646\u062f CNN\u060c \u06cc\u0627 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u062c\u0632\u0626\u06cc \u062f\u0631 \u0627\u0646\u0648\u0627\u0639 \u0646\u0632\u0648\u0644 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0646\u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0645\u0627 \u0641\u0642\u0637 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0635\u0648\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0645\u0634\u06a9\u0644 \u0639\u062f\u0645 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0648 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u06a9\u062f \u0628\u062d\u062b \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"Artificial\"><span class=\"ez-toc-section\" id=\"%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%d9%88_%d8%b8%d9%87%d9%88%d8%b1_%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82\"><\/span>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0638\u0647\u0648\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/AI.jpg\" class=\"kg-image\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 \u062a\u0627\u0631\u0627 \u0648\u06cc\u0646\u0633\u062a\u062f<\/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 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a.  \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f process \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u06a9 \u062a\u06cc\u0645 \u0648\u0631\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u062f\u0647 \u0634\u062f\u0646 \u062f\u0631 \u06cc\u06a9 \u0645\u0633\u0627\u0628\u0642\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/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 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0639\u0627\u0644\u06cc \u062f\u0627\u0631\u062f &#8211; \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 ChatGPT \u06a9\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0648 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648\u0627\u0642\u0639\u06cc \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u2013 \u0648\u062c\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0647\u0631 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u2013 \u0628\u0627\u06cc\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"deep-learning-training-neural-networks\"><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%a2%d9%85%d9%88%d8%b2%d8%b4_%d8%b4%d8%a8%da%a9%d9%87_%d9%87%d8%a7%db%8c_%d8%b9%d8%b5%d8%a8%db%8c\"><\/span>\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<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\/07\/4-2.png\" class=\"kg-image\" alt=\"4-2\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647<\/figcaption><\/figure>\n<p>\u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u0627\u0633\u0627\u064b \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u0627\u0633\u0628 \u0647\u0631 \u0646\u0648\u0631\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0632 \u0646\u0648\u0631\u0648\u0646 \u0647\u0627\u06cc\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\u0631 \u0644\u0627\u06cc\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0644\u0627\u06cc\u0647 \u0627\u06cc \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"problem\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b4%da%a9%d9%84_%d8%a8%d8%b2%d8%b1%da%af_%d8%af%d8%b1_%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82_%d9%81%d9%82%d8%af%d8%a7%d9%86_%d9%82%d8%a7%d8%a8%d9%84%db%8c%d8%aa_%d8%aa%d9%81%d8%b3%db%8c%d8%b1\"><\/span>\u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0641\u0642\u062f\u0627\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/interptret.jpg\" class=\"kg-image\" alt=\"\u0645\u0641\u0633\u0631\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Koshevaya_k<\/figcaption><\/figure>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0639\u0627\u0644\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f: \u0639\u062f\u0645 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631\u0633\u062a \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u0627\u0645\u0627 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0646\u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0639\u0627\u0644\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0645\u0627 \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u0627 \u0648\u0638\u0627\u06cc\u0641\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0627\u0645\u0627 \u0646\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u062f\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0648 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062e\u0648\u062f\u0645\u062e\u062a\u0627\u0631 \u0686\u06af\u0648\u0646\u0647 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u062f\u0631\u06a9 \u0627\u06cc\u0646\u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0686\u06af\u0648\u0646\u0647 \u0641\u06a9\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0622\u0646 \u062f\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062d\u06cc\u0627\u062a\u06cc \u062e\u0627\u0635 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u0631\u0631\u0627\u062a \u0633\u062e\u062a\u200c\u06af\u06cc\u0631\u0627\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0646\u0633\u0628\u062a \u0628\u0647 \u0642\u0627\u0646\u0648\u0646 \u0634\u0641\u0627\u0641\u200c\u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0648 \u0648\u0642\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0641\u0633\u06cc\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc<\/strong>.  \u0627\u0632 \u0637\u0631\u0641\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0631\u0627 \u0646\u062f\u0627\u0631\u0646\u062f (\u06cc\u0639\u0646\u06cc \u0627\u06a9\u062b\u0631\u0627) \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647<\/strong><\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"solution\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d9%87_%d8%ad%d9%84%db%8c_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d9%81%d8%b3%db%8c%d8%b1%d9%be%d8%b0%db%8c%d8%b1%db%8c_%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d8%ac%d8%b9%d8%a8%d9%87_%d8%b4%db%8c%d8%b4%d9%87_%d8%a7%db%8c\"><\/span>\u0631\u0627\u0647 \u062d\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc: \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<h3 id=\"glass-box-models\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d8%ac%d8%b9%d8%a8%d9%87_%d8%b4%db%8c%d8%b4%d9%87_%d8%a7%db%8c\"><\/span>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/glass-pixabay-416528.jpg\" class=\"kg-image\" alt=\"glass-pixabay-416528\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Pixabay: https:\/\/www.pexels.com\/photo\/fluid-pouring-in-pint-glass-416528\/<\/figcaption><\/figure>\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647\u200c\u0627\u06cc\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc \u0628\u06cc\u0646\u0634 \u0631\u0648\u0634\u0646\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0634 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0622\u0646\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0634\u0641\u0627\u0641\u06cc\u062a \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc process \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u0627\u0646\u0637\u0628\u0627\u0642 \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647\u060c \u0628\u0647 \u062f\u0642\u062a 97\u066a \u062f\u0633\u062a \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<p>\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u06cc\u062f\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0647 \u062f\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0633\u0631\u0637\u0627\u0646 \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0646\u062f.<\/p>\n<h3 id=\"black-box-models\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%af%d9%84_%d9%87%d8%a7%db%8c_%d8%ac%d8%b9%d8%a8%d9%87_%d8%b3%db%8c%d8%a7%d9%87\"><\/span>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. <\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u0627\u0633\u0627\u064b \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>CNN (\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644)<\/strong>: \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u062a\u0641\u0633\u06cc\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><strong>RNN (\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06a9\u0631\u0631) \u0648 LSTM (\u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0628\u0644\u0646\u062f\u0645\u062f\u062a)<\/strong>: \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc &#8211; \u0645\u062a\u0646 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u062f\u0631 \u0633\u0627\u0644 2017\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 Attention is all you Need \u0627\u0632 \u0622\u0646\u0647\u0627 \u067e\u06cc\u0634\u06cc \u06af\u0631\u0641\u062a.<\/li>\n<li><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<\/strong>: \u062f\u0631 \u0633\u0627\u0644 2017 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f.  RNN \u0648 LSTM \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0627\u0645\u0631\u0648\u0632\u0647 \u0627\u06a9\u062b\u0631 \u0645\u062f\u0644 \u0647\u0627 \u06a9\u0647 process \u0645\u062a\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 ChatGPT\u060c <strong>GPT<\/strong> \u0645\u062e\u0641\u0641 <strong>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0648\u0644\u062f<\/strong>\u060c \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u062a\u0646 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 &#8211; CNN\u060c RNN\u060c LSTM \u0648 Transformers &#8211; \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u0631\u06cc\u06a9 (AI) \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0646\u0638\u0631 \u0645\u0646\u060c \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0647\u0648\u0634 \u0639\u0645\u0648\u0645\u06cc \u0634\u0627\u0645\u0644 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0627\u0631\u06cc\u06a9 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0644\u06cc\u062f \u0627\u0632 \u0631\u0641\u062a\u0627\u0631 \u0627\u0646\u0633\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"example\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%ab%d8%a7%d9%84_%da%a9%d8%af_%d8%ad%d9%84_%d9%85%d8%b3%d8%a6%d9%84%d9%87_%d8%a8%d8%a7_%d9%87%d9%88%d8%b4_%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c_%d9%82%d8%a7%d8%a8%d9%84_%d8%aa%d9%88%d8%b6%db%8c%d8%ad\"><\/span>\u0645\u062b\u0627\u0644 \u06a9\u062f: \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/cancer-chokniti-khongchum-1197604-2280571.jpg\" class=\"kg-image\" alt=\"Cancer-chokniti-khongchum-1197604-2280571\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Chokniti Khongchum: https:\/\/www.pexels.com\/photo\/person-holding-laboratory-flask-2280571\/<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u06a9\u062f\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc 30 \u0648\u06cc\u0698\u06af\u06cc<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645 \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 5 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0647 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647 \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0686\u06cc\u0633\u062a \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/p>\n<p>\u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u0639\u0628\u0647 \u0634\u06cc\u0634\u0647 \u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u062a\u0648\u0636\u06cc\u062d\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0644\u0648\u06a9 \u0628\u0647 \u0628\u0644\u0648\u06a9 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<pre><code>import pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score\nfrom interpret.glassbox import ExplainableBoostingClassifier\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# Load a sample dataset\nfrom sklearn.datasets import load_breast_cancer\ndata = load_breast_cancer()\nX = pd.DataFrame(data.data, columns=data.feature_names)\ny = pd.Series(data.target)\n\n# Split the data\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# Train an EBM model\nebm = ExplainableBoostingClassifier()\nebm.fit(X_train, y_train)\n\n# Make predictions\ny_pred = ebm.predict(X_test)\nprint(f\"Accuracy: {accuracy_score(y_test, y_pred)}\")\n\n# Interpret the model\nebm_global = ebm.explain_global(name=\"EBM\")\n\n# Extract feature importances\nfeature_names = ebm_global.data()['names']\nimportances = ebm_global.data()['scores']\n\n# Sort features by importance\nsorted_idx = np.argsort(importances)\nsorted_feature_names = np.array(feature_names)[sorted_idx]\nsorted_importances = np.array(importances)[sorted_idx]\n\n# Increase spacing between the feature names\ny_positions = np.arange(len(sorted_feature_names)) * 1.5  # Increase multiplier for more space\n\n# Plot feature importances\nplt.figure(figsize=(12, 14))  # Increase figure height if necessary\nplt.barh(y_positions, sorted_importances, color=\"skyblue\", align='center')\nplt.yticks(y_positions, sorted_feature_names)\nplt.xlabel('Importance')\nplt.title('Feature Importances from Explainable Boosting Classifier')\nplt.gca().invert_yaxis()\n\n# Adjust spacing\nplt.subplots_adjust(left=0.3, right=0.95, top=0.95, bottom=0.08)  # Fine-tune the margins if needed\n\nplt.show()\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/1-4.png\" class=\"kg-image\" alt=\"1-4\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u06a9\u062f \u06a9\u0627\u0645\u0644<\/figcaption><\/figure>\n<p>\u062e\u0648\u0628\u060c \u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"importing-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<p>\u0627\u0648\u0644\u060c \u0645\u0627 import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u062e\u0648\u062f \u0628\u0647 \u0622\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645.  \u0628\u0627 \u06a9\u062f \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<pre><code>import pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score\nfrom interpret.glassbox import ExplainableBoostingClassifier\nimport matplotlib.pyplot as plt\nimport numpy as np\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/2-3.png\" class=\"kg-image\" alt=\"2-3\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/figcaption><\/figure>\n<p>\u0627\u06cc\u0646\u0647\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u067e\u0627\u0646\u062f\u0627\u0647\u0627: \u0627\u06cc\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>sklearn: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 scikit-learn \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li>\u062a\u0641\u0633\u06cc\u0631: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 interpretAI Python \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f import \u0645\u062f\u0644\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <\/li>\n<li>Matplotlib: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>Numpy: \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<h3 id=\"loading-preparing-the-dataset-and-splitting-the-data\"><span class=\"ez-toc-section\" id=\"%d8%a8%d8%a7%d8%b1%da%af%d8%b0%d8%a7%d8%b1%db%8c%d8%8c_%d8%a2%d9%85%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%88_%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc\u060c \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Load a sample dataset\nfrom sklearn.datasets import load_breast_cancer\ndata = load_breast_cancer()\nX = pd.DataFrame(data.data, columns=data.feature_names)\ny = pd.Series(data.target)\n\n# Split the data\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/3-3.png\" class=\"kg-image\" alt=\"3-3\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc\u060c \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<\/figcaption><\/figure>\n<p><strong>\u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u0645\u0627 import \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0633\u0631\u0637\u0627\u0646 \u067e\u0633\u062a\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Interpret.<\/p>\n<p><strong>\u0628\u0639\u062f\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 (\u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647) \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062c\u062f\u0648\u0644\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u0633\u062a\u0648\u0646 \u0628\u0627 \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u062e\u0627\u0635 \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.  \u0646\u062a\u0627\u06cc\u062c \u0647\u062f\u0641 (\u0628\u0631\u0686\u0633\u0628 \u0647\u0627) \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p><strong>\u0633\u067e\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627 \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 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062f\u0648 \u0642\u0633\u0645\u062a \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f: \u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u0645\u062f\u0644.  80\u066a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 20\u066a \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u06cc\u06a9 \u062f\u0627\u0646\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc \u062e\u0627\u0635 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f \u06a9\u0647 \u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u06a9\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0646\u06a9\u062a\u0647 \u0633\u0631\u06cc\u0639: \u062f\u0631 \u0632\u0646\u062f\u06af\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0648 \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<h3 id=\"training-the-model-making-predictions-and-evaluating-the-model\"><span class=\"ez-toc-section\" id=\"%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d9%85%d8%af%d9%84%d8%8c_%d9%be%db%8c%d8%b4_%d8%a8%db%8c%d9%86%db%8c_%d9%88_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d9%85%d8%af%d9%84\"><\/span>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Train an EBM model\nebm = ExplainableBoostingClassifier()\nebm.fit(X_train, y_train)\n\n# Make predictions\ny_pred = ebm.predict(X_test)\nprint(f\"Accuracy: {accuracy_score(y_test, y_pred)}\")\n\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/1721807598_218_4-2.png\" class=\"kg-image\" alt=\"4-2\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<\/figcaption><\/figure>\n<p><strong>\u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0645\u062f\u0644 EBM \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645<\/strong>: \u0645\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0642\u0648\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0631\u0627 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u0631\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. <\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0628\u0627 \u06cc\u06a9 \u062e\u0637 \u06a9\u062f\u060c \u0645\u062f\u0644 AI \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u06a9\u0647 \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647 \u0631\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0633\u067e\u0633 \u0645\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645<\/strong>: \u0627\u0632 \u0645\u062f\u0644 EBM \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a  \u0628\u0639\u062f\u060c \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 print \u062f\u0642\u062a \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644<\/p>\n<h3 id=\"interpreting-the-model-extracting-and-sorting-feature-importances\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%81%d8%b3%db%8c%d8%b1_%d9%85%d8%af%d9%84%d8%8c_%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac%d8%8c_%d9%88_%d9%85%d8%b1%d8%aa%d8%a8_%d8%b3%d8%a7%d8%b2%db%8c_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c\"><\/span>\u062a\u0641\u0633\u06cc\u0631 \u0645\u062f\u0644\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u0648 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Interpret the model\nebm_global = ebm.explain_global(name=\"EBM\")\n\n# Extract feature importances\nfeature_names = ebm_global.data()['names']\nimportances = ebm_global.data()['scores']\n\n# Sort features by importance\nsorted_idx = np.argsort(importances)\nsorted_feature_names = np.array(feature_names)[sorted_idx]\nsorted_importances = np.array(importances)[sorted_idx]\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/5-2.png\" class=\"kg-image\" alt=\"5-2\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0641\u0633\u06cc\u0631 \u0645\u062f\u0644\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/figcaption><\/figure>\n<p><strong>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u06cc\u0645<\/strong>: \u062a\u0648\u0636\u06cc\u062d \u062c\u0647\u0627\u0646\u06cc \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0642\u0648\u06cc\u062a\u200c\u06a9\u0646\u0646\u062f\u0647 \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 (EBM) \u0628\u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u06cc\u062f \u06a9\u0647 \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0627\u0632 \u0631\u0648\u0634 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644\u060c \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645 \u06a9\u0647 \u062f\u0642\u062a \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 0.9736842105263158 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0631 97\u066a \u0645\u0648\u0627\u0642\u0639 \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0644\u0628\u062a\u0647\u060c \u0627\u06cc\u0646 \u0641\u0642\u0637 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647 \u0635\u062f\u0642 \u0645\u06cc\u200c\u06a9\u0646\u062f <strong>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 <\/strong>&#8211; \u0646\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0648\u0631\u062f \u062a\u0634\u062e\u06cc\u0635 \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u062c\u0645\u0639\u06cc\u062a \u06a9\u0627\u0645\u0644 \u0627\u0641\u0631\u0627\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f\u060c \u0646\u0634\u0627\u0646 \u0646\u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0646\u06a9\u062a\u0647 \u0633\u0631\u06cc\u0639: \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <strong>\u0627\u0645\u062a\u06cc\u0627\u0632 F1<\/strong> \u0628\u0647 \u062c\u0627\u06cc \u062f\u0642\u062a \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u0632\u0627\u0646 \u062f\u0642\u062a \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0647\u0631 \u062f\u0648 <strong>\u062f\u0642\u062a\u060c \u062f\u0631\u0633\u062a\u06cc<\/strong> \u0648 <strong>\u0628\u0647 \u062e\u0627\u0637\u0631 \u0622\u0648\u0631\u062f\u0646<\/strong>.<\/p>\n<p><strong>\u0628\u0639\u062f\u060c \u0645\u0627 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u0646\u0627\u0645 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u06a9\u0644\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p><strong>\u0633\u067e\u0633 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0647\u0645\u06cc\u062a \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 \u0627\u0646\u062f \u0631\u0648\u06cc \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0622\u0646\u0647\u0627\u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0622\u0646\u0647\u0627 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0628\u0647 \u0645\u0647\u0645 \u062a\u0631\u06cc\u0646 \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<h3 id=\"plotting-feature-importances\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%b3%d9%85_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c\"><\/span>\u0631\u0633\u0645 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Increase spacing between the feature names\ny_positions = np.arange(len(sorted_feature_names)) * 1.5  # Increase multiplier for more space\n\n# Plot feature importances\nplt.figure(figsize=(12, 14))  # Increase figure height if necessary\nplt.barh(y_positions, sorted_importances, color=\"skyblue\", align='center')\nplt.yticks(y_positions, sorted_feature_names)\nplt.xlabel('Importance')\nplt.title('Feature Importances from Explainable Boosting Classifier')\nplt.gca().invert_yaxis()\n\n# Adjust spacing\nplt.subplots_adjust(left=0.3, right=0.95, top=0.95, bottom=0.08)  # Fine-tune the margins if needed\n\nplt.show()\n<\/code><\/pre>\n<figure class=\"kg-card kg-image-card kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/6-1.png\" class=\"kg-image\" alt=\"6-1\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0631\u0633\u06cc\u0645 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/figcaption><\/figure>\n<p><strong>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0627\u06cc\u062f \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645<\/strong>: \u0645\u0648\u0642\u0639\u06cc\u062a \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 y \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><strong>\u0633\u067e\u0633 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0648\u0627\u0631 \u0627\u0641\u0642\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0646\u062f\u0627\u0632\u0647 \u0637\u0631\u062d \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0648\u0627\u0636\u062d \u0648 \u062e\u0648\u0627\u0646\u0627 \u0628\u0648\u062f\u0646 \u0622\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u06cc\u0644\u0647 \u0647\u0627 \u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u0645\u062d\u0648\u0631 y \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0645\u062d\u0648\u0631 x \u0637\u0631\u062d &#8220;\u0627\u0647\u0645\u06cc\u062a&#8221; \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0648 \u0639\u0646\u0648\u0627\u0646 &#8220;\u0627\u0647\u0645\u06cc\u062a \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0627\u0632 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d&#8221; \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0645\u062d\u0648\u0631 y \u0645\u0639\u06a9\u0648\u0633 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0627\u0644\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p><strong>\u0633\u067e\u0633 \u0641\u0627\u0635\u0644\u0647 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/strong>: \u062d\u0627\u0634\u06cc\u0647 \u0647\u0627\u06cc \u0627\u0637\u0631\u0627\u0641 \u0637\u0631\u062d \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0641\u0627\u0635\u0644\u0647 \u0645\u0646\u0627\u0633\u0628 \u0648 \u0638\u0627\u0647\u0631\u06cc \u0645\u0646\u0638\u0645 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><strong>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a lot \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645<\/strong>: \u0637\u0631\u062d \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u062a\u062c\u0633\u0645 \u06a9\u0646\u062f.<\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0627\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0628\u0627\u0634\u062f:<\/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\/07\/interpret-1.png\" class=\"kg-image\" alt=\"\u062a\u0641\u0633\u06cc\u0631-1\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627<\/figcaption><\/figure>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0627\u0633\u062a \u0648 \u062f\u0642\u062a 97 \u062f\u0631\u0635\u062f\u06cc \u062f\u0627\u0631\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a \u06a9\u0647 \u067e\u0646\u062c \u0639\u0627\u0645\u0644 \u0645\u0647\u0645 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0648\u0645\u0648\u0631\u0647\u0627\u06cc \u0633\u06cc\u0646\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632: <\/p>\n<ul>\n<li>\u0628\u062f\u062a\u0631\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0645\u0642\u0639\u0631 <\/li>\n<li>\u0628\u062f\u062a\u0631\u06cc\u0646 \u0628\u0627\u0641\u062a <\/li>\n<li>\u0628\u062f\u062a\u0631\u06cc\u0646 \u0645\u0646\u0637\u0642\u0647 <\/li>\n<li>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0645\u0642\u0639\u0631 <\/li>\n<li>\u062e\u0637\u0627\u06cc \u0646\u0627\u062d\u06cc\u0647 \u0648 \u0628\u062f\u062a\u0631\u06cc\u0646 \u062a\u0642\u0639\u0631<\/li>\n<\/ul>\n<p>\u0628\u0627\u0632 \u0647\u0645\u060c \u0627\u06cc\u0646 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062c\u0645\u0639\u06cc\u062a\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u06af\u0631\u0641\u062a a <strong>\u0631\u0648\u0634 \u062f\u0627\u062f\u0647 \u0645\u062d\u0648\u0631<\/strong> \u06a9\u0647 \u0627\u06cc\u0646 \u0639\u0648\u0627\u0645\u0644 \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0648\u0645\u0648\u0631 \u0633\u0631\u0637\u0627\u0646 \u0633\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f. <\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u06a9\u0647 \u0631\u0648\u0634\u200c\u0647\u0627 \u0645\u062f\u0644 \u0631\u0627 \u062a\u0641\u0633\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0646\u062a\u06cc\u062c\u0647 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u06a9\u0647 \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0631\u0648\u0634\u0646\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/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%e2%80%8c%da%af%db%8c%d8%b1%db%8c_kan_%d8%b4%d8%a8%da%a9%d9%87%e2%80%8c%d9%87%d8%a7%db%8c_%da%a9%d9%84%d9%85%d9%88%da%af%d8%b1%d9%88%d9%81%e2%80%93%d8%a2%d8%b1%d9%86%d9%88%d9%84%d8%af\"><\/span>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc: KAN (\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0648\u06af\u0631\u0648\u0641\u2013\u0622\u0631\u0646\u0648\u0644\u062f) <span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><!--kg-card-end: html--><\/p>\n<p>\u0628\u0647 \u0644\u0637\u0641 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062c\u0645\u0639\u06cc\u062a\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0647 \u062c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0627\u0631 \u0633\u0646\u062a\u06cc\u060c \u0646\u0638\u0631\u0633\u0646\u062c\u06cc\u200c\u0647\u0627 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0633\u062a\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0641\u0627\u06cc\u0644 \u0627\u06a9\u0633\u0644 \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u0645\u0627 \u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0622\u0648\u0631\u06cc\u0644 1403\u060c \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 KAN: Kolmogorov\u2013Arnold Networks \u0645\u0646\u062a\u0634\u0631 \u0634\u062f \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u062a\u06a9\u0627\u0646 \u062f\u0647\u062f.<\/p>\n<p>\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0644\u0645\u0648\u06af\u0631\u0648\u0641\u2013\u0622\u0631\u0646\u0648\u0644\u062f (KAN) \u0642\u0648\u0644 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9\u200c\u062a\u0631 \u0628\u0627\u0634\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u062c\u0633\u0645 \u0648 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0622\u0646\u0647\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0627\u0633\u062a.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u0645\u06cc \u0627\u0641\u062a\u062f.<\/p>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u06a9\u0627\u0645\u0644 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f:<\/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\/07\/1721775500_64_freecodecamp-my-articles-source-code.png\" width=\"600\" height=\"400\" 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 1403-07-24 11:23:07<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;17654&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 \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631 \u0628\u0633\u0627\u0632\u06cc\u0645 - \u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u0633\u0627\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646&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\"> 9<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06cc\u0646 \u0631\u0648\u0632\u0647\u0627 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0647\u0645\u0647 \u062c\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0632\u06cc\u0631 \u0634\u0627\u062e\u0647 \u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0645\u06cc \u0622\u06cc\u0646\u062f. \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0632\u0645\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06cc\u06a9\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u06cc\u0634\u062a\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0648\u0627\u0642\u0639\u0627\u064b [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":17655,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[1747,1920,1926,1916,1924,1744,2432,1959,1822,2007,3270,2552,2101,2346,2958,1745,2345,1813],"class_list":["post-17654","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-python-vps","tag-1920","tag-1926","tag-1916","tag-1924","tag-1744","tag-2432","tag-1959","tag-1822","tag-2007","tag-3270","tag-2552","tag-2101","tag-2346","tag-2958","tag-1745","tag-2345","tag-1813"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17654","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=17654"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17654\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/17655"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=17654"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=17654"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=17654"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}