{"id":17652,"date":"2024-07-24T02:28:20","date_gmt":"2024-07-23T22:58:20","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%b3%d8%a7%d8%b2%db%8c\/"},"modified":"2024-07-24T02:28:20","modified_gmt":"2024-07-23T22:58:20","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%b3%d8%a7%d8%b2%db%8c","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%b3%d8%a7%d8%b2%db%8c\/","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%b3%d8%a7%d8%b2%db%8c\/#%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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%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_%da%a9%d8%a7%d8%b1%d8%a7%db%8c%db%8c_%d9%85%d8%ad%d8%a7%d8%b3%d8%a8%d8%a7%d8%aa%db%8c\" >\u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%db%8c%da%a9_%d8%b1%d8%a7%d9%87_%d8%ad%d9%84_%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\" >\u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644: \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%da%86%d8%b1%d8%a7_%da%a9%d8%a7%d9%85%d9%be%db%8c%d9%88%d8%aa%d8%b1%d9%87%d8%a7%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%da%86%d9%86%d8%af%d8%a7%d9%86_%d9%85%d9%88%d8%b1%d8%af_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d9%82%d8%b1%d8%a7%d8%b1_%d9%86%d9%85%db%8c_%da%af%db%8c%d8%b1%d9%86%d8%af%d8%9f\" >\u0686\u0631\u0627 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0686\u0646\u062f\u0627\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u06af\u06cc\u0631\u0646\u062f\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%d9%85%d8%ab%d8%a7%d9%84_%da%a9%d8%af_%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_%d8%b4%db%8c%d9%85%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c\" >\u0645\u062b\u0627\u0644 \u06a9\u062f: \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 \u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/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%b3%d8%a7%d8%b2%db%8c\/#%d8%b4%db%8c%d9%85%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%da%86%db%8c%d8%b3%d8%aa%d8%9f\" >\u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\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-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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%d8%aa%d9%82%d8%b1%db%8c%d8%a8_%d8%a8%d8%a7_vqe_variational_quantum_eigensolver_vqe\" >\u062a\u0642\u0631\u06cc\u0628 \u0628\u0627 VQE (Variational Quantum Eigensolver (VQE)<\/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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%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-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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d9%85%d9%88%d9%84%da%a9%d9%88%d9%84_%d9%88_%d8%aa%d9%88%d9%84%db%8c%d8%af_%d9%87%d9%85%db%8c%d9%84%d8%aa%d9%88%d9%86%db%8c%d9%86\" >\u062a\u0639\u0631\u06cc\u0641 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0647\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc\u0646<\/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%b3%d8%a7%d8%b2%db%8c\/#%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d8%af%d8%b3%d8%aa%da%af%d8%a7%d9%87_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d9%88_ansatz_%d9%85%d8%af%d8%a7%d8%b1_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d9%85%d8%aa%d8%ba%db%8c%d8%b1\" >\u062a\u0639\u0631\u06cc\u0641 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 Ansatz (\u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631)<\/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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d8%aa%d8%a7%d8%a8%d8%b9_%d9%87%d8%b2%db%8c%d9%86%d9%87%d8%8c_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d9%be%d8%a7%d8%b1%d8%a7%d9%85%d8%aa%d8%b1%d9%87%d8%a7%db%8c_%d8%a7%d9%88%d9%84%db%8c%d9%87_%d9%88_%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2\" >\u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u060c \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c\/#%d8%ad%d9%84%d9%82%d9%87_%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c\" >\u062d\u0644\u0642\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" 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%b3%d8%a7%d8%b2%db%8c\/#%d8%aa%d8%ac%d8%b3%d9%85_%d9%86%d8%aa%d8%a7%db%8c%d8%ac\" >\u062a\u062c\u0633\u0645 \u0646\u062a\u0627\u06cc\u062c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/rasanegaar.com\/blog\/%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%b3%d8%a7%d8%b2%db%8c\/#%d8%a7%d9%85%d8%aa%db%8c%d8%a7%d8%b2_%da%a9%d9%84%db%8c%d8%af%db%8c\" >\u0627\u0645\u062a\u06cc\u0627\u0632 \u06a9\u0644\u06cc\u062f\u06cc:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/rasanegaar.com\/blog\/%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%b3%d8%a7%d8%b2%db%8c\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87_%da%af%db%8c%d8%b1%db%8c_%d9%85%d8%ad%d8%af%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d9%85%d8%ad%d8%a7%d8%b3%d8%a8%d8%a7%d8%aa_%d9%88_%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u062a\u0648\u0633\u0639\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/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>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc (ML) \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0632\u06cc\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0639\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 ML\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06cc\u06a9 \u0645\u0646\u0637\u0642\u0647 \u0628\u0627\u0631\u06cc\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u0635\u0631\u0641\u0627\u064b \u0645\u062a\u0645\u0631\u06a9\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc.  \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f ChatGPT \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u06cc\u06af\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u0646\u062f.  \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c ChatGPT \u0641\u0642\u0637 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u063a\u0648\u0644 \u067e\u06cc\u06a9\u0631 \u0627\u0633\u062a \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc. <\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f: \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc.  \u0627\u06cc\u062c\u0627\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0632\u0631\u06af \u0648 \u0645\u0648\u062b\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u063a\u0644\u0628 \u0628\u0647 \u0627\u0646\u0631\u0698\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u06a9\u0647 \u06af\u0631\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0647\u0631 \u0686\u0647 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0628\u0647\u062a\u0631 \u0627\u0633\u062a.  \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u0627\u0633\u062a \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0633\u0627\u062f\u0647\u060c \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\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>\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>\u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/li>\n<li>\u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644: \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/li>\n<li>\u0645\u062b\u0627\u0644 \u06a9\u062f: \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 \u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/li>\n<li>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u062a\u0648\u0633\u0639\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/li>\n<\/ul>\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<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.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \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 \u0628\u0631\u0627\u06cc \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_%da%a9%d8%a7%d8%b1%d8%a7%db%8c%db%8c_%d9%85%d8%ad%d8%a7%d8%b3%d8%a8%d8%a7%d8%aa%db%8c\"><\/span>\u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<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\/07\/data-brett-sayles-4597280.jpg\" class=\"kg-image\" alt=\"data-brett-sayles-4597280\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0628\u0631\u062a \u0633\u0627\u06cc\u0644\u0633: https:\/\/www.pexels.com\/photo\/black-hardwares-\u0631\u0648\u06cc-data-server-room-4597280\/<\/figcaption><\/figure>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u062d\u0648\u0644\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0627 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0628\u0632\u0631\u06af \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a: \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc.<\/p>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.  \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0686\u0646\u062f \u062f\u0642\u06cc\u0642\u0647 \u062a\u0627 \u0686\u0646\u062f \u0647\u0641\u062a\u0647 \u0637\u0648\u0644 \u0628\u06a9\u0634\u062f process\u060c \u0627\u0646\u0631\u0698\u06cc \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0645\u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0647\u062a\u0631. <\/p>\n<p>\u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af\u060c \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u062a\u0645\u0631\u06a9\u0632 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0631\u0627\u0647 \u062d\u0644 \u062f\u06cc\u06af\u0631\u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc\u060c \u0631\u0627\u0646\u062f\u0645\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a.  \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0628\u0627\u0632\u062f\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"Solution\"><span class=\"ez-toc-section\" id=\"%db%8c%da%a9_%d8%b1%d8%a7%d9%87_%d8%ad%d9%84_%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\"><\/span>\u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644: \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<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\/07\/quantum-googledeepmind-25626507.jpg\" class=\"kg-image\" alt=\"quantum-googledeepmind-25626507\" width=\"600\" height=\"400\" 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>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0634\u06a9\u0644 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u062f\u0631 \u0628\u06cc\u062a \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f (0 \u06cc\u0627 1)\u060c \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0627 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f &#8211; \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0645\u0632\u0645\u0627\u0646 0 \u0648 1 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 0 \u0648 1 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f\u060c \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f process \u0628\u0647 \u0644\u0637\u0641 \u062e\u0627\u0635\u06cc\u062a\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0628\u0631\u0647\u0645 \u0646\u0647\u06cc \u062f\u0631 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0632 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0627\u0634\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u0647\u0633\u062a\u0646\u062f.  \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n<h3 id=\"why-are-quantum-computers-not-so-widely-used\"><span class=\"ez-toc-section\" id=\"%da%86%d8%b1%d8%a7_%da%a9%d8%a7%d9%85%d9%be%db%8c%d9%88%d8%aa%d8%b1%d9%87%d8%a7%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%da%86%d9%86%d8%af%d8%a7%d9%86_%d9%85%d9%88%d8%b1%d8%af_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d9%82%d8%b1%d8%a7%d8%b1_%d9%86%d9%85%db%8c_%da%af%db%8c%d8%b1%d9%86%d8%af%d8%9f\"><\/span>\u0686\u0631\u0627 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0686\u0646\u062f\u0627\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0646\u0645\u06cc \u06af\u06cc\u0631\u0646\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0634\u06a9\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u062e\u0648\u0628 \u0648 \u0627\u0631\u0632\u0627\u0646\u06cc \u0627\u0632 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u06cc\u062a\u200c\u0647\u0627 \u0628\u0627 \u06af\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0646\u0637\u0642\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0632 \u062a\u0631\u0627\u0646\u0632\u06cc\u0633\u062a\u0648\u0631\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0633\u0627\u062e\u062a\u0647 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u0648\u0633\u0637 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f.<\/p>\n<p>\u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627 \u062a\u0648\u0633\u0637 \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0628\u0631\u0631\u0633\u0627\u0646\u0627\u060c \u06cc\u0648\u0646 \u0647\u0627\u06cc \u0628\u0647 \u062f\u0627\u0645 \u0627\u0641\u062a\u0627\u062f\u0647 \u0648 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627\u06cc \u062a\u0648\u067e\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u0647\u0645\u06af\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06af\u0631\u0627\u0646 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0633\u062a.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0622\u06cc\u200c\u0628\u06cc\u200c\u0627\u0645\u060c \u0622\u0645\u0627\u0632\u0648\u0646 \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0628\u0647 \u0645\u0631\u062f\u0645 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0622\u0646\u0647\u0627<\/p>\n<p><!--kg-card-begin: html--><\/p>\n<h2 id=\"Code\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%ab%d8%a7%d9%84_%da%a9%d8%af_%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_%d8%b4%db%8c%d9%85%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c\"><\/span>\u0645\u062b\u0627\u0644 \u06a9\u062f: \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 \u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<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\/07\/chemnistry-pixabay-248152.jpg\" class=\"kg-image\" alt=\"Chemnistry-pixabay-248152\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 Pixabay: https:\/\/www.pexels.com\/photo\/two-clear-glass-jars-beside-several-flasks-248152\/<\/figcaption><\/figure>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u06a9\u062f\u060c \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u062d\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<p><em>\u06a9\u0645\u062a\u0631\u06cc\u0646 \u0633\u0637\u062d \u0627\u0646\u0631\u0698\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 H2 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0686\u0642\u062f\u0631 \u0627\u0633\u062a\u061f<\/em><\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u062f\u0631\u06a9 \u0645\u0633\u0626\u0644\u0647 \u0645\u0648\u0631\u062f \u0628\u062d\u062b\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645.<\/p>\n<h3 id=\"what-is-quantum-chemistry\"><span class=\"ez-toc-section\" id=\"%d8%b4%db%8c%d9%85%db%8c_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%da%86%db%8c%d8%b3%d8%aa%d8%9f\"><\/span>\u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0686\u06cc\u0633\u062a\u061f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0634\u06cc\u0645\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0627\u0632 \u0639\u0644\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc \u0631\u0641\u062a\u0627\u0631 \u0627\u0644\u06a9\u062a\u0631\u0648\u0646\u200c\u0647\u0627 \u062f\u0631 \u0627\u062a\u0645\u200c\u0647\u0627 \u0648 \u0645\u0648\u0644\u06a9\u0648\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0686\u06af\u0648\u0646\u06af\u06cc \u062a\u0639\u0627\u0645\u0644 \u0627\u0644\u06a9\u062a\u0631\u0648\u0646 \u0647\u0627\u060c \u0627\u062a\u0645 \u0647\u0627\u060c \u0645\u0648\u0644\u06a9\u0648\u0644 \u0647\u0627 \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0630\u0631\u0627\u062a \u0631\u06cc\u0632 \u062f\u06cc\u06af\u0631 \u0648 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u0648\u0627\u062f \u0634\u06cc\u0645\u06cc\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a.<\/p>\n<h4 id=\"the-problem-we-want-to-solve\">\u0645\u0634\u06a9\u0644\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062d\u0644 \u06a9\u0646\u06cc\u0645<\/h4>\n<p>\u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 &#8220;\u0627\u0646\u0631\u0698\u06cc \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u0647&#8221; \u0645\u0648\u0644\u06a9\u0648\u0644 H2 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645. <\/p>\n<p>\u0645\u0648\u0644\u06a9\u0648\u0644 H2 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u06af\u0627\u0632 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u0627\u0628<\/li>\n<li>\u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0622\u0644\u06cc<\/li>\n<li>\u0633\u062a\u0627\u0631\u0647 \u0647\u0627<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0648\u0627\u0642\u0639 \u0632\u0646\u062f\u06af\u06cc \u0631\u0648\u06cc \u0632\u0645\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0622\u0646 \u0645\u0645\u06a9\u0646 \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/p>\n<p>\u0628\u0627 \u06cc\u0627\u0641\u062a\u0646 \u00ab\u0627\u0646\u0631\u0698\u06cc \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u0647\u00bb \u06a9\u0647 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0627\u0646\u0631\u0698\u06cc \u0645\u0645\u06a9\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u0648 \u062e\u0648\u0627\u0635 \u0622\u0646 \u0631\u0627 \u0628\u0634\u0646\u0627\u0633\u06cc\u0645. <\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0648\u0627\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0634\u06cc\u0645\u06cc\u0627\u06cc\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 H2 \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f. <\/p>\n<p>\u0628\u0627 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u06cc\u06a9\u060c \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0648 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f. <\/p>\n<p>\u062f\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc\u060c \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627 \u0646\u0645\u0627\u06cc\u0634 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0627\u0644\u06a9\u062a\u0631\u0648\u0646 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0631\u0641\u062a\u0627\u0631 \u0627\u0644\u06a9\u062a\u0631\u0648\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0647\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<h3 id=\"approximating-with-the-vqe-variational-quantum-eigensolver-vqe-\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b1%db%8c%d8%a8_%d8%a8%d8%a7_vqe_variational_quantum_eigensolver_vqe\"><\/span>\u062a\u0642\u0631\u06cc\u0628 \u0628\u0627 VQE (Variational Quantum Eigensolver (VQE)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0644 \u0648\u06cc\u0698\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631 (VQE) \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. <\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 VQE \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u0646\u0631\u0698\u06cc \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u0647 \u06cc\u06a9 \u0645\u0648\u0644\u06a9\u0648\u0644 H2 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <\/p>\n<p>\u06a9\u062f \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u06cc\u06a9 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc (\u06a9\u0647 \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f).<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u062f \u0631\u0648\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631. <\/p>\n<p>\u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u062f\u0631 \u0639\u0645\u0644 \u0627\u0633\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u06a9\u062f \u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645!<\/p>\n<pre><code>import pennylane as qml\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n# Define the molecule (H2 at bond length of 0.74 \u00c5)\nsymbols = [\"H\", \"H\"]\ncoordinates = np.array([0.0, 0.0, 0.0, 0.0, 0.0, 0.74])\n\n# Generate the Hamiltonian for the molecule\nhamiltonian, qubits = qml.qchem.molecular_hamiltonian(\n    symbols, coordinates\n)\n\n# Define the quantum device\ndev = qml.device(\"default.qubit\", wires=qubits)\n\n# Define the ansatz (variational quantum circuit)\ndef ansatz(params, wires):\n    qml.BasisState(np.array([0] * qubits), wires=wires)\n    for i in range(qubits):\n        qml.RY(params[i], wires=wires[i])\n    for i in range(qubits - 1):\n        qml.CNOT(wires=[wires[i], wires[i + 1]])\n\n# Define the cost function\n@qml.qnode(dev)\ndef cost_fn(params):\n    ansatz(params, wires=range(qubits))\n    return qml.expval(hamiltonian)\n\n# Set a fixed seed for reproducibility\nnp.random.seed(42)\n\n# Set the initial parameters\nparams = np.random.random(qubits, requires_grad=True)\n\n# Choose an optimizer\noptimizer = qml.GradientDescentOptimizer(stepsize=0.4)\n\n# Number of optimization steps\nmax_iterations = 100\nconv_tol = 1e-06\n\n# Optimization loop\nenergies = []\n\nfor n in range(max_iterations):\n    params, prev_energy = optimizer.step_and_cost(cost_fn, params)\n\n    energy = cost_fn(params)\n    energies.append(energy)\n    if np.abs(energy - prev_energy) &lt; conv_tol:\n        break\n\n    print(f\"Step = {n}, Energy = {energy:.8f} Ha\")\n\nprint(f\"Final ground state energy = {energy:.8f} Ha\")\n\n# Visualize the results\nimport matplotlib.pyplot as plt\n\niterations = range(len(energies))\n\nplt.plot(iterations, energies)\nplt.xlabel('Iteration')\nplt.ylabel('Energy (Ha)')\nplt.title('Convergence of VQE for H2 Molecule')\nplt.show()\n<\/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\/07\/1-5.png\" class=\"kg-image\" alt=\"1-5\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0635\u0648\u06cc\u0631 \u06a9\u062f \u06a9\u0627\u0645\u0644<\/figcaption><\/figure>\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<pre><code>import pennylane as qml\nimport numpy as np\nimport matplotlib.pyplot as plt\n<\/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\/07\/2-4.png\" class=\"kg-image\" alt=\"2-4\" 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<ul>\n<li>pennylane: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u06a9\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>numpy: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0639\u062f\u062f\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>matplotlib: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062a\u062c\u0633\u0645 \u0647\u0627 \u0648 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 VQE \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<h3 id=\"defining-the-molecule-and-generating-the-hamiltonian\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d9%85%d9%88%d9%84%da%a9%d9%88%d9%84_%d9%88_%d8%aa%d9%88%d9%84%db%8c%d8%af_%d9%87%d9%85%db%8c%d9%84%d8%aa%d9%88%d9%86%db%8c%d9%86\"><\/span>\u062a\u0639\u0631\u06cc\u0641 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0647\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Define the molecule (H2 at bond length of 0.74 \u00c5)\nsymbols = [\"H\", \"H\"]\ncoordinates = np.array([0.0, 0.0, 0.0, 0.0, 0.0, 0.74])\n\n# Generate the Hamiltonian for the molecule\nhamiltonian, qubits = qml.qchem.molecular_hamiltonian(\n    symbols, coordinates\n)\n<\/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\/07\/3-4.png\" class=\"kg-image\" alt=\"3-4\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0639\u0631\u06cc\u0641 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0647\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc\u0646<\/figcaption><\/figure>\n<p><strong>\u062a\u0639\u0631\u06cc\u0641 \u0645\u0648\u0644\u06a9\u0648\u0644<\/strong>:<\/p>\n<ul>\n<li>\u0645\u0627 \u06cc\u06a9 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 (H2) \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/li>\n<li><code>symbols = [\"H\", \"H\"]<\/code>: \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0627\u0632 \u062f\u0648 \u0627\u062a\u0645 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 (H) \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><code>coordinates = np.array([0.0, 0.0, 0.0, 0.0, 0.0, 0.74])<\/code>: \u0627\u06cc\u0646 \u0645\u0648\u0642\u0639\u06cc\u062a \u062f\u0648 \u0627\u062a\u0645 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u0627\u062a\u0645 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 \u062f\u0631 \u0645\u0628\u062f\u0623 (0.0\u060c 0.0\u060c 0.0) \u0648 \u0627\u062a\u0645 \u062f\u0648\u0645 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 \u062f\u0631 (0.0\u060c 0.0\u060c 0.74) \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 0.74 \u0622\u0646\u06af\u0633\u062a\u0631\u0648\u0645 \u0627\u0632 \u0627\u062a\u0645 \u0627\u0648\u0644 \u062f\u0631 \u0627\u0645\u062a\u062f\u0627\u062f \u0645\u062d\u0648\u0631 z \u0641\u0627\u0635\u0644\u0647 \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p><strong>\u062a\u0648\u0644\u06cc\u062f \u0647\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc\u0646<\/strong>:<\/p>\n<ul>\n<li><code>hamiltonian, qubits = qml.qchem.molecular_hamiltonian(symbols, coordinates)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u0647\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 \u0647\u06cc\u062f\u0631\u0648\u0698\u0646 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0647\u0627\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc \u06cc\u06a9 \u062c\u0633\u0645 \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 \u0627\u0646\u0631\u0698\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><code>hamiltonian<\/code>: \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0639\u0645\u0644\u06af\u0631 \u0627\u0646\u0631\u0698\u06cc \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 \u0627\u0633\u062a.<\/li>\n<li><code>qubits<\/code>: \u062a\u0639\u062f\u0627\u062f \u0628\u06cc\u062a \u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc (\u06a9\u06cc\u0648\u0628\u06cc\u062a) \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0631\u0648\u06cc \u06cc\u06a9 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/li>\n<\/ul>\n<h3 id=\"defining-the-quantum-device-and-ansatz-variational-quantum-circuit-\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d8%af%d8%b3%d8%aa%da%af%d8%a7%d9%87_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d9%88_ansatz_%d9%85%d8%af%d8%a7%d8%b1_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c_%d9%85%d8%aa%d8%ba%db%8c%d8%b1\"><\/span>\u062a\u0639\u0631\u06cc\u0641 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 Ansatz (\u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Define the quantum device\ndev = qml.device(\"default.qubit\", wires=qubits)\n\n# Define the ansatz (variational quantum circuit)\ndef ansatz(params, wires):\n    qml.BasisState(np.array([0] * qubits), wires=wires)\n    for i in range(qubits):\n        qml.RY(params[i], wires=wires[i])\n    for i in range(qubits - 1):\n        qml.CNOT(wires=[wires[i], wires[i + 1]])\n<\/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\/07\/4-3.png\" class=\"kg-image\" alt=\"4-3\" width=\"2260\" height=\"1312\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0639\u0631\u06cc\u0641 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 Ansatz (\u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631)<\/figcaption><\/figure>\n<p><strong>\u062a\u0639\u0631\u06cc\u0641 \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/strong>:<\/p>\n<ul>\n<li><code>dev = qml.device(\"default.qubit\", wires=qubits)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 \u0645\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><code>\"default.qubit\"<\/code>: \u0627\u06cc\u0646 \u0646\u0648\u0639 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0627 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f (\u06cc\u06a9 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u06cc\u0648\u0628\u06cc\u062a).<\/li>\n<li><code>wires=qubits<\/code>: \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0686\u0646\u062f \u06a9\u06cc\u0648\u0628\u06cc\u062a (\u0628\u06cc\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc) \u0628\u0627\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u0631\u0648\u06cc \u062a\u0639\u062f\u0627\u062f \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0631\u062f\u06cc\u0645.<\/li>\n<\/ul>\n<p><strong>\u062a\u0639\u0631\u06cc\u0641 \u0622\u0646\u0633\u0627\u062a\u0632 (\u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631)<\/strong>:<\/p>\n<ul>\n<li><code>def ansatz(params, wires)<\/code>: \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u06cc \u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f <code>ansatz<\/code> \u06a9\u0647 \u0645\u062f\u0627\u0631 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0631\u0627 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u0646\u0631\u0698\u06cc \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u0647 \u0645\u0648\u0644\u06a9\u0648\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n<li><code>qml.BasisState(np.array([0] * qubits), wires=wires)<\/code>: \u0627\u06cc\u0646 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644\u062a 0 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>np.array([0] * qubits)<\/code> \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0628\u0627 \u0635\u0641\u0631\u060c \u06cc\u06a9 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><code>for i in range(qubits): qml.RY(params[i], wires=wires[i])<\/code>: \u0627\u06cc\u0646 \u062d\u0644\u0642\u0647 \u06cc\u06a9 \u0686\u0631\u062e\u0634 \u062d\u0648\u0644 \u0645\u062d\u0648\u0631 Y \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f. <code>params[i]<\/code> \u0632\u0627\u0648\u06cc\u0647 \u0647\u0631 \u0686\u0631\u062e\u0634 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><code>for i in range(qubits - 1): qml.CNOT(wires=[wires[i], wires[i + 1]])<\/code>: \u0627\u06cc\u0646 \u062d\u0644\u0642\u0647 \u062f\u0631\u0648\u0627\u0632\u0647 \u0647\u0627\u06cc Controlled-NOT (CNOT) \u0631\u0627 \u0628\u06cc\u0646 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0647\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/li>\n<\/ul>\n<h3 id=\"defining-the-cost-function-setting-initial-parameters-and-optimizer\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%d8%aa%d8%a7%d8%a8%d8%b9_%d9%87%d8%b2%db%8c%d9%86%d9%87%d8%8c_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d9%be%d8%a7%d8%b1%d8%a7%d9%85%d8%aa%d8%b1%d9%87%d8%a7%db%8c_%d8%a7%d9%88%d9%84%db%8c%d9%87_%d9%88_%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2\"><\/span>\u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u060c \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Define the cost function\n@qml.qnode(dev)\ndef cost_fn(params):\n    ansatz(params, wires=range(qubits))\n    return qml.expval(hamiltonian)\n\n# Set a fixed seed for reproducibility\nnp.random.seed(42)\n\n# Set the initial parameters\nparams = np.random.random(qubits, requires_grad=True)\n\n# Choose an optimizer\noptimizer = qml.GradientDescentOptimizer(stepsize=0.4)\n<\/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\/07\/5-3.png\" class=\"kg-image\" alt=\"5-3\" width=\"2220\" height=\"1764\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u060c \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632<\/figcaption><\/figure>\n<p><strong>\u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647<\/strong>:<\/p>\n<ul>\n<li><code>@qml.qnode(dev)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u06cc\u06a9 \u062f\u06a9\u0648\u0631\u0627\u062a\u0648\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u0645\u06cc \u062f\u0647\u062f <code>cost_fn<\/code> \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645 \u0645\u06cc \u0634\u0648\u062f node\u060c \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc <code>dev<\/code>.<\/li>\n<li><code>def cost_fn(params)<\/code>: \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u06cc \u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f <code>cost_fn<\/code> \u06a9\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f (<code>params<\/code>) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc<\/li>\n<li><code>ansatz(params, wires=range(qubits))<\/code>: \u062f\u0631 \u062f\u0627\u062e\u0644 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u060c \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0642\u0628\u0644\u06cc \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>ansatz<\/code> \u062a\u0627\u0628\u0639\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u067e\u0627\u0633 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0632 \u062a\u0645\u0627\u0645 \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/li>\n<li><code>return qml.expval(hamiltonian)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u0645\u0642\u062f\u0627\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0647\u0627\u0645\u06cc\u0644\u062a\u0648\u0646\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0627\u0646\u0631\u0698\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 \u0627\u0633\u062a.  \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0627\u0646\u0631\u0698\u06cc \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u0647 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u0627\u0646\u06cc\u0645.<\/li>\n<\/ul>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u06cc\u06a9 \u062f\u0627\u0646\u0647 \u062b\u0627\u0628\u062a \u0628\u0631\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc<\/strong>:<\/p>\n<ul>\n<li><code>np.random.seed(42)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u06cc\u06a9 \u062f\u0627\u0646\u0647 \u062b\u0627\u0628\u062a \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u062f \u0627\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062f\u0631 \u0647\u0631 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u06cc\u06a9\u0633\u0627\u0646 \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647<\/strong>:<\/p>\n<ul>\n<li><code>params = np.random.random(qubits, requires_grad=True)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc ansatz \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u0628\u0631 \u0627\u0633\u062a \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u06cc\u0648\u0628\u06cc\u062a \u0647\u0627.  \u0631\u0627 <code>requires_grad=True<\/code> \u0628\u062e\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<p><strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632<\/strong>:<\/p>\n<ul>\n<li><code>optimizer = qml.GradientDescentOptimizer(stepsize=0.4)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u06cc\u06a9 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \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 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u0627\u0632 \u0634\u06cc\u0628 \u0646\u0632\u0648\u0644 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u0627\u0645 0.4 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3 id=\"optimization-loop\"><span class=\"ez-toc-section\" id=\"%d8%ad%d9%84%d9%82%d9%87_%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c\"><\/span>\u062d\u0644\u0642\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Number of optimization steps\nmax_iterations = 100\nconv_tol = 1e-06\n\n# Optimization loop\nenergies = []\n\nfor n in range(max_iterations):\n    params, prev_energy = optimizer.step_and_cost(cost_fn, params)\n\n    energy = cost_fn(params)\n    energies.append(energy)\n    if np.abs(energy - prev_energy) &lt; conv_tol:\n        break\n\n    print(f\"Step = {n}, Energy = {energy:.8f} Ha\")\n\nprint(f\"Final ground state energy = {energy:.8f} Ha\")\n<\/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\/07\/6-2.png\" class=\"kg-image\" alt=\"6-2\" width=\"2660\" height=\"2032\" loading=\"lazy\" title=\"\"><figcaption>\u062d\u0644\u0642\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/figcaption><\/figure>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u062a\u0639\u062f\u0627\u062f \u0645\u0631\u0627\u062d\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/strong>:<\/p>\n<ul>\n<li><code>max_iterations = 100<\/code>: \u0627\u06cc\u0646 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0639\u062f\u0627\u062f \u0645\u0631\u0627\u062d\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a 100 \u0645\u0631\u062d\u0644\u0647 \u0627\u0633\u062a.<\/li>\n<li><code>conv_tol = 1e-06<\/code>: \u0627\u06cc\u0646 \u062a\u0644\u0648\u0631\u0627\u0646\u0633 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06af\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u0631\u0698\u06cc \u0628\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0634\u062f\u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062a\u0648\u0642\u0641 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p><strong>\u062d\u0644\u0642\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/strong>:<\/p>\n<ul>\n<li><code>energies = []<\/code>: \u0627\u06cc\u0646 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u062e\u0627\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0627\u0646\u0631\u0698\u06cc \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u062d\u0644\u0642\u0647 \u0632\u062f\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u0631\u0627\u062d\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/strong>:<\/p>\n<ul>\n<li><code>for n in range(max_iterations):<\/code>: \u0627\u06cc\u0646 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062a\u0627 \u0628\u0627\u0644\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f <code>max_iterations<\/code> \u0628\u0627\u0631.<\/li>\n<li><code>params, prev_energy = optimizer.step_and_cost(cost_fn, params)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.  \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0627\u0646\u0631\u0698\u06cc \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/li>\n<li><code>energy = cost_fn(params)<\/code>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0627\u0646\u0631\u0698\u06cc \u062c\u0627\u0631\u06cc \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><code>energies.append(energy)<\/code>: \u0627\u06cc\u0646 \u0627\u0646\u0631\u0698\u06cc \u0641\u0639\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>energies<\/code> \u0641\u0647\u0631\u0633\u062a<\/li>\n<li><code>if np.abs(energy - prev_energy) &lt; conv_tol: break<\/code>: \u0627\u06cc\u0646 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u0637\u0644\u0642 \u0628\u06cc\u0646 \u0627\u0646\u0631\u0698\u06cc \u0641\u0639\u0644\u06cc \u0648 \u0627\u0646\u0631\u0698\u06cc \u0642\u0628\u0644\u06cc \u06a9\u0645\u062a\u0631 \u0627\u0632 \u062a\u062d\u0645\u0644 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631.  \u0627\u06af\u0631 \u0627\u06cc\u0646\u0637\u0648\u0631 \u0628\u0627\u0634\u062f\u060c \u062d\u0644\u0642\u0647 \u0632\u0648\u062f \u0645\u062a\u0648\u0642\u0641 \u0645\u06cc \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0645\u06af\u0631\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><code>print(f\"Step = {n}, Energy = {energy:.8f} Ha\")<\/code>: \u0627\u06cc\u0646 \u0639\u062f\u062f \u06af\u0627\u0645 \u0641\u0639\u0644\u06cc \u0648 \u0627\u0646\u0631\u0698\u06cc \u062f\u0631 \u0647\u0627\u0631\u062a\u0631\u06cc (Ha) \u0631\u0627 \u062a\u0627 \u0647\u0634\u062a \u0631\u0642\u0645 \u0627\u0639\u0634\u0627\u0631 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u0686\u0627\u067e \u0627\u0646\u0631\u0698\u06cc \u0646\u0647\u0627\u06cc\u06cc<\/strong>:<\/p>\n<ul>\n<li><code>print(f\"Final ground state energy = {energy:.8f} Ha\")<\/code>: \u0628\u0639\u062f \u0627\u0632 \u062d\u0644\u0642\u0647\u060c \u0627\u0646\u0631\u0698\u06cc \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0686\u0627\u067e \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3 id=\"visualizing-the-results\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b3%d9%85_%d9%86%d8%aa%d8%a7%db%8c%d8%ac\"><\/span>\u062a\u062c\u0633\u0645 \u0646\u062a\u0627\u06cc\u062c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code># Visualize the results\niterations = range(len(energies))\n\nplt.plot(iterations, energies)\nplt.xlabel('Iteration')\nplt.ylabel('Energy (Ha)')\nplt.title('Convergence of VQE for H2 Molecule')\nplt.show()\n<\/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\/07\/7.png\" class=\"kg-image\" alt=\"7\" width=\"2080\" height=\"1132\" loading=\"lazy\" title=\"\"><figcaption>\u062a\u062c\u0633\u0645 \u0646\u062a\u0627\u06cc\u062c<\/figcaption><\/figure>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645<\/strong>:<\/p>\n<ul>\n<li><code>iterations = range(len(energies))<\/code>: \u0627\u06cc\u0646 \u06cc\u06a9 \u0634\u06cc \u0645\u062d\u062f\u0648\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631\u0647\u0627 (\u0645\u0631\u0627\u062d\u0644) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0637\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. <code>len(energies)<\/code> \u062a\u0639\u062f\u0627\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0646\u0631\u0698\u06cc \u062b\u0628\u062a \u0634\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<p><strong>\u062a\u0631\u0633\u06cc\u0645 \u0646\u062a\u0627\u06cc\u062c<\/strong>:<\/p>\n<ul>\n<li><code>plt.plot(iterations, energies)<\/code>: \u0627\u06cc\u0646 \u062e\u0637 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627 \u0627\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 x \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0646\u0631\u0698\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0648\u06cc \u0645\u062d\u0648\u0631 y<\/li>\n<li><code>plt.xlabel('Iteration')<\/code>: \u0627\u06cc\u0646 \u0628\u0631\u0686\u0633\u0628 \u0645\u062d\u0648\u0631 x \u0631\u0627 \u0631\u0648\u06cc &#8220;\u062a\u06a9\u0631\u0627\u0631&#8221; \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><code>plt.ylabel('Energy (Ha)')<\/code>: \u0627\u06cc\u0646 \u0628\u0631\u0686\u0633\u0628 \u0645\u062d\u0648\u0631 y \u0631\u0627 \u0631\u0648\u06cc &#8220;\u0627\u0646\u0631\u0698\u06cc (Ha)&#8221; \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 &#8220;Ha&#8221; \u0645\u062e\u0641\u0641 Hartree\u060c \u06cc\u06a9 \u0648\u0627\u062d\u062f \u0627\u0646\u0631\u0698\u06cc \u0627\u0633\u062a.<\/li>\n<li><code>plt.title('Convergence of VQE for H2 Molecule')<\/code>: \u0639\u0646\u0648\u0627\u0646 \u0637\u0631\u062d \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc &#8220;\u0647\u0645\u06af\u0631\u0627\u06cc\u06cc VQE \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 H2&#8221; \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><code>plt.show()<\/code>: \u0627\u06cc\u0646 \u0637\u0631\u062d \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<figure class=\"kg-card kg-image-card kg-width-wide\"><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2024\/07\/H2H.png\" class=\"kg-image\" alt=\"H2H\" width=\"640\" height=\"480\" loading=\"lazy\" title=\"\"><\/figure>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &#8220;\u0647\u0645\u06af\u0631\u0627\u06cc\u06cc VQE \u0628\u0631\u0627\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 H2&#8221; \u0627\u0646\u0631\u0698\u06cc (\u0628\u0647 Hartree\u060c Ha) \u0645\u0648\u0644\u06a9\u0648\u0644 H2 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062d\u0644 \u0648\u06cc\u0698\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0645\u062a\u063a\u06cc\u0631 (VQE) \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<ul>\n<li><strong>\u0645\u062d\u0648\u0631 X (\u062a\u06a9\u0631\u0627\u0631):<\/strong> \u062a\u0639\u062f\u0627\u062f \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\u06cc VQE<\/li>\n<li><strong>\u0645\u062d\u0648\u0631 Y (\u0627\u0646\u0631\u0698\u06cc (Ha)):<\/strong> \u0627\u0646\u0631\u0698\u06cc \u0645\u0648\u0644\u06a9\u0648\u0644 H2 \u062f\u0631 \u0647\u0627\u0631\u062a\u0631\u06cc.<\/li>\n<\/ul>\n<h3 id=\"key-points-\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%85%d8%aa%db%8c%d8%a7%d8%b2_%da%a9%d9%84%db%8c%d8%af%db%8c\"><\/span>\u0627\u0645\u062a\u06cc\u0627\u0632 \u06a9\u0644\u06cc\u062f\u06cc:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>\u0627\u0646\u0631\u0698\u06cc \u0627\u0648\u0644\u06cc\u0647:<\/strong> \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 1.4 \u0647\u06a9\u062a\u0627\u0631 \u062f\u0631 \u062a\u06a9\u0631\u0627\u0631 0.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0633\u0631\u06cc\u0639:<\/strong> \u0627\u0646\u0631\u0698\u06cc \u062f\u0631 20 \u062a\u06a9\u0631\u0627\u0631 \u0627\u0648\u0644 \u0628\u0647 \u0633\u0631\u0639\u062a \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/li>\n<li><strong>\u0641\u0644\u0627\u062a:<\/strong> \u0627\u0646\u0631\u0698\u06cc \u067e\u0633 \u0627\u0632 20 \u062a\u06a9\u0631\u0627\u0631 \u062f\u0631 \u062d\u062f\u0648\u062f 0.4 \u0647\u06a9\u062a\u0627\u0631 \u062a\u062b\u0628\u06cc\u062a \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0628\u0647 \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0628\u0647\u06cc\u0646\u0647 \u06cc\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\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_%d9%85%d8%ad%d8%af%d9%88%d8%af%db%8c%d8%aa_%d9%87%d8%a7%db%8c_%d9%85%d8%ad%d8%a7%d8%b3%d8%a8%d8%a7%d8%aa_%d9%88_%d8%aa%d9%88%d8%b3%d8%b9%d9%87_%da%a9%d9%88%d8%a7%d9%86%d8%aa%d9%88%d9%85%db%8c\"><\/span>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u062a\u0648\u0633\u0639\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<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\/PC-richasharma96-4247412.jpg\" class=\"kg-image\" alt=\"PC-richashharma96-4247412\" width=\"2000\" height=\"1334\" loading=\"lazy\" title=\"\"><figcaption>\u0639\u06a9\u0633 \u0627\u0632 \u0631\u06cc\u0634\u0627 \u0634\u0627\u0631\u0645\u0627: https:\/\/www.pexels.com\/photo\/ceramic-mug-\u0631\u0648\u06cc-\u0633\u06cc\u0627\u0647-\u0644\u067e \u062a\u0627\u067e-\u0631\u0648\u06cc-\u0645\u06cc\u0632-\u062f\u0641\u062a\u0631-4247412\/<\/figcaption><\/figure>\n<p>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\u06a9\u0634\u0641 \u0645\u0648\u0627\u062f \u0645\u062e\u062f\u0631<\/li>\n<li>\u0639\u0644\u0645 \u0645\u0648\u0627\u062f<\/li>\n<li>\u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc<\/li>\n<li>\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0627\u0644\u06cc<\/li>\n<li>\u0645\u0634\u06a9\u0644\u0627\u062a \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/li>\n<li>\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0622\u0628 \u0648 \u0647\u0648\u0627<\/li>\n<li>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/li>\n<\/ul>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc\u060c \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u06a9\u06cc\u0648\u0628\u06cc\u062a\u200c\u0647\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u06a9\u0648\u0686\u06a9 \u0648 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. \u0631\u0648\u06cc \u0644\u067e \u062a\u0627\u067e \u0647\u0627\u06cc \u0645\u0627 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.  \u06a9\u0647 \u0633\u0627\u0644\u0647\u0627 \u0637\u0648\u0644 \u062e\u0648\u0627\u0647\u062f \u06a9\u0634\u06cc\u062f.<\/p>\n<p>\u06a9\u062f \u06a9\u0627\u0645\u0644 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \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=\"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 1403-07-24 02:28:08<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;17652&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\u0633\u0627\u0632\u06cc\u0645 - \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u06a9\u062f\u0647\u0627\u06cc \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           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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>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc (ML) \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0632\u06cc\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0639\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 ML\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06cc\u06a9 \u0645\u0646\u0637\u0642\u0647 \u0628\u0627\u0631\u06cc\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u0635\u0631\u0641\u0627\u064b \u0645\u062a\u0645\u0631\u06a9\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc. \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f ChatGPT \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":17653,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[1747,1928,1938,1779,1924,1744,1822,2006,5323,1918,2101,2346,1939,2958,1745,2345,825,1813],"class_list":["post-17652","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-python-vps","tag-python-","tag-1938","tag-1779","tag-1924","tag-1744","tag-1822","tag-2006","tag-5323","tag-1918","tag-2101","tag-2346","tag-1939","tag-2958","tag-1745","tag-2345","tag-825","tag-1813"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17652","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=17652"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/17652\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/17653"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=17652"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=17652"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=17652"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}