{"id":13010,"date":"2023-12-31T22:11:23","date_gmt":"2023-12-31T18:41:23","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2023-12-31T22:11:23","modified_gmt":"2023-12-31T18:41:23","slug":"%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u06cc\u06af\u0631 \u0637\u0639\u0645 \u0647\u0627\u06cc SVM \u0628\u0627 Scikit-Learn \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a7%db%8c%d8%af%d9%87_%da%a9%d9%84%db%8c_svm_%d9%87%d8%a7\" >\u0627\u06cc\u062f\u0647 \u06a9\u0644\u06cc SVM \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%87%d8%b3%d8%aa%d9%87_%d8%aa%d8%b1%d9%81%d9%86%d8%af_svm\" >\u0647\u0633\u062a\u0647 (\u062a\u0631\u0641\u0646\u062f) SVM<\/a><\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_svm_%d9%87%d8%b3%d8%aa%d9%87_%d8%ba%db%8c%d8%b1_%d8%ae%d8%b7%db%8c_%d8%a8%d8%a7_scikit-learn\" >\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u0647\u0633\u062a\u0647 \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0628\u0627 Scikit-Learn<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%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-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\" >\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%a8%d9%87_%d9%88%db%8c%da%98%da%af%db%8c_%d9%87%d8%a7_x_%d9%88_%d9%87%d8%af%d9%81_y\" >\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 (X) \u0648 \u0647\u062f\u0641 (y)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%a8%d9%87_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d9%87%d8%a7%db%8c_%d9%82%d8%b7%d8%a7%d8%b1%d8%a2%d8%b2%d9%85%d9%88%d9%86\" >\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0642\u0637\u0627\u0631\/\u0622\u0632\u0645\u0648\u0646<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85\" >\u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#1_%d9%87%d8%b3%d8%aa%d9%87_%da%86%d9%86%d8%af_%d8%ac%d9%85%d9%84%d9%87_%d8%a7%db%8c\" >1. \u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%be%db%8c%d8%b4%da%af%d9%88%db%8c%db%8c\" >\u067e\u06cc\u0634\u06af\u0648\u06cc\u06cc<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85\" >\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#2_%d9%87%d8%b3%d8%aa%d9%87_%da%af%d8%a7%d9%88%d8%b3%db%8c\" >2. \u0647\u0633\u062a\u0647 \u06af\u0627\u0648\u0633\u06cc<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%be%db%8c%d8%b4_%d8%a8%db%8c%d9%86%db%8c_%d9%88_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c\" >\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#3_%d9%87%d8%b3%d8%aa%d9%87_%d8%b3%db%8c%da%af%d9%85%d9%88%d8%a6%db%8c%d8%af\" >3. \u0647\u0633\u062a\u0647 \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f<\/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\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%be%db%8c%d8%b4_%d8%a8%db%8c%d9%86%db%8c_%d9%88_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c-2\" >\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d8%ba%db%8c%d8%b1_%d8%ae%d8%b7%db%8c_%d9%87%d8%b3%d8%aa%d9%87\" >\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0647\u0633\u062a\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%be%db%8c%d8%a7%d8%af%d9%87-%d8%b3%d8%a7%d8%b2%db%8c-%d8%af%db%8c%da%af%d8%b1-%d8%b7%d8%b9%d9%85-%d9%87%d8%a7%db%8c-svm-%d8%a8%d8%a7-scikit-learn-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/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\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0633\u0648\u0645\u06cc\u0646 \u0648 \u0622\u062e\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0633\u0647 \u0631\u0627\u0647\u0646\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc (SVM) \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u06a9\u0646\u0627\u0633\u200c\u0647\u0627\u06cc \u062c\u0639\u0644\u06cc \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0633\u0631\u06cc\u0639 \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u06cc\u062f\u0647 \u06a9\u0644\u06cc \u067e\u0634\u062a SVM \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a\u060c \u062a\u0631\u0641\u0646\u062f \u0647\u0633\u062a\u0647 \u0686\u06cc\u0633\u062a \u0648 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0631\u0627 \u0628\u0627 Scikit-Learn \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0633\u0631\u06cc \u06a9\u0627\u0645\u0644 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc SVM\u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u0648\u0627\u0639 \u062f\u06cc\u06af\u0631 SVM \u0647\u0627\u060c \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 SVM \u0633\u0627\u062f\u0647\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 SVM\u060c \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc C \u0648 Gamma \u0648 \u0631\u0648\u0634 \u062a\u0646\u0638\u06cc\u0645 \u0622\u0646\u0647\u0627 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0631\u0627\u0647\u0646\u0645\u0627\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u062f\u0648 \u0631\u0627\u0647\u0646\u0645\u0627 \u0627\u0648\u0644 \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f \u06cc\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u062f\u0627\u0645 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0639\u0644\u0627\u0642\u0647 \u062f\u0627\u0631\u0646\u062f.  \u062f\u0631 \u0632\u06cc\u0631 \u062c\u062f\u0648\u0644 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u062a\u062d\u062a \u067e\u0648\u0634\u0634 \u0647\u0631 \u0631\u0627\u0647\u0646\u0645\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u0648 Kernel SVM \u0628\u0627 Scikit-Learn \u067e\u0627\u06cc\u062a\u0648\u0646<\/li>\n<\/ol>\n<ul>\n<li>\u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647: \u0627\u0633\u06a9\u0646\u0627\u0633 \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 SVM \u0647\u0627<\/li>\n<li>\u0645\u062f\u0644 SVM \u0633\u0627\u062f\u0647 (\u062e\u0637\u06cc).\n<ul>\n<li>\u062f\u0631\u0628\u0627\u0631\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/li>\n<li>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/li>\n<li>\u06a9\u0627\u0648\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/li>\n<\/ul>\n<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u0628\u0627 Scikit-Learn\n<ul>\n<li>\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0642\u0637\u0627\u0631\/\u0622\u0632\u0645\u0648\u0646<\/li>\n<li>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/li>\n<li>\u067e\u06cc\u0634\u06af\u0648\u06cc\u06cc<\/li>\n<li>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<\/li>\n<li>\u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc SVM<\/li>\n<\/ol>\n<ul>\n<li>\u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 C<\/li>\n<li>\u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06af\u0627\u0645\u0627<\/li>\n<\/ul>\n<p><strong>3. \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u06cc\u06af\u0631 \u0637\u0639\u0645 \u0647\u0627\u06cc SVM \u0628\u0627 Scikit-Learn \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong><\/p>\n<ul>\n<li>\u0627\u06cc\u062f\u0647 \u06a9\u0644\u06cc SVM \u0647\u0627 (\u06cc\u06a9 \u062e\u0644\u0627\u0635\u0647)<\/li>\n<li>\u0647\u0633\u062a\u0647 (\u062a\u0631\u0641\u0646\u062f) SVM<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u0647\u0633\u062a\u0647 \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0628\u0627 Scikit-Learn<\/li>\n<li>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\n<ul>\n<li>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/li>\n<li>\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 (X) \u0648 \u0647\u062f\u0641 (y)<\/li>\n<li>\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0642\u0637\u0627\u0631\/\u0622\u0632\u0645\u0627\u06cc\u0634<\/li>\n<li>\u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/li>\n<\/ul>\n<\/li>\n<li>\u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc\n<ul>\n<li>\u067e\u06cc\u0634\u06af\u0648\u06cc\u06cc<\/li>\n<li>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/li>\n<\/ul>\n<\/li>\n<li>\u0647\u0633\u062a\u0647 \u06af\u0627\u0648\u0633\u06cc\n<ul>\n<li>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/li>\n<\/ul>\n<\/li>\n<li>\u0647\u0633\u062a\u0647 \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f\n<ul>\n<li>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/li>\n<\/ul>\n<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0647\u0633\u062a\u0647<\/li>\n<\/ul>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u062f\u06cc\u062f\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u0627\u0644\u0628 \u0647\u0633\u062a\u0647 SVM \u0628\u0647 \u06cc\u0627\u062f \u0628\u06cc\u0627\u0648\u0631\u06cc\u0645 \u06a9\u0647 SVM \u0686\u06cc\u0633\u062a.<\/p>\n<h2 id=\"thegeneralideaofsvms\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%af%d9%87_%da%a9%d9%84%db%8c_svm_%d9%87%d8%a7\"><\/span>\u0627\u06cc\u062f\u0647 \u06a9\u0644\u06cc SVM \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u062e\u0637\u06cc \u062f\u0631 \u062f\u0648 \u0628\u0639\u062f (\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 1 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a) \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0639\u0645\u0648\u0644\u06cc \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0631\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062e\u0637\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u062f.  \u0627\u06af\u0631 \u0628\u0647 \u0634\u06a9\u0644 1 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f\u060c \u0645\u062a\u0648\u062c\u0647 \u0645\u06cc \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u0645\u0631\u0632 (\u0628\u06cc \u0646\u0647\u0627\u06cc\u062a) \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0648 \u062e\u0637 \u0686\u06cc\u0646 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062e\u0637 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0647\u0645\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u062a\u0628\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/implementing-svm-kernel-svm-python-scikit-learn-1.jpg\" alt=\"\u0645\u0631\u0632\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647\" title=\"\"><\/p>\n<p><em>\u0634\u06a9\u0644 1: \u0645\u0631\u0632\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/em><\/p>\n<p>\u0648\u0642\u062a\u06cc SVM \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Decision_boundary\">\u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc<\/a>\u060c \u0645\u0631\u0632\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062e\u0648\u062f \u0648 \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f.  \u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0641\u0627\u0635\u0644\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0647\u0631 \u062f\u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0631\u062f <code>C<\/code> \u0648 <code>gamma<\/code> \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/p>\n<p>\u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0622\u0646 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0686\u0646\u062f \u0646\u0642\u0637\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f \u0648 \u062d\u0627\u0634\u06cc\u0647 \u062a\u0627 \u06a9\u062c\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0634 \u0628\u0631\u0648\u062f &#8211; \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u06a9\u0631\u062f\u0646 \u062d\u0627\u0634\u06cc\u0647 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.  SVM \u062f\u0631 \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0646 \u062d\u0627\u0634\u06cc\u0647\u060c \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f (\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 2 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f) \u0648 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0631\u0627 \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u062d\u0627\u0634\u06cc\u0647 \u0631\u0627 \u0628\u0632\u0631\u06af\u062a\u0631 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f\u060c \u0645\u0634\u062e\u0635 \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0646\u0642\u0627\u0637 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062c\u062f\u0627 \u06a9\u0646\u06cc\u062f<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/implementing-svm-kernel-svm-python-scikit-learn-2.jpg\" alt=\"\u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc\" title=\"\"><\/p>\n<p><em>\u0634\u06a9\u0644 2: \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc<\/em><\/p>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 SVM \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0635\u0631\u0641\u0627\u064b \u06cc\u06a9 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0632 \u0622\u0645\u0627\u0631 \u0648 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062f\u0631 \u067e\u0633 \u06cc\u0627\u0641\u062a\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u060c \u0645\u062d\u0627\u0633\u0628\u0647 \u062d\u0627\u0634\u06cc\u0647 \u0628\u06cc\u0646 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0648 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc\u060c \u0648 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0646 \u0622\u0646 \u062d\u0627\u0634\u06cc\u0647 \u062f\u062e\u06cc\u0644 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0631\u0648\u0634 \u0627\u062c\u0631\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0646\u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n<p>\u0647\u0645\u06cc\u0634\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u063a\u0648\u0627\u0635\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0648\u0639\u06cc \u0637\u0644\u0633\u0645 \u0627\u0633\u0631\u0627\u0631\u0622\u0645\u06cc\u0632 \u0646\u06cc\u0633\u062a\u0646\u062f\u060c \u0627\u06af\u0631\u0686\u0647 \u0646\u062f\u0627\u0646\u0633\u062a\u0646 \u0647\u0645\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0645\u0627\u0646\u0639 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0648 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u062a\u0627\u06cc\u062c \u0646\u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h2 id=\"kerneltricksvm\"><span class=\"ez-toc-section\" id=\"%d9%87%d8%b3%d8%aa%d9%87_%d8%aa%d8%b1%d9%81%d9%86%d8%af_svm\"><\/span>\u0647\u0633\u062a\u0647 (\u062a\u0631\u0641\u0646\u062f) SVM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0628\u062e\u0634 \u0642\u0628\u0644\u060c \u0645\u0627 \u0627\u06cc\u062f\u0647 \u06a9\u0644\u06cc SVM \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0622\u0648\u0631\u062f\u0647 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 &#8211; \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u062e\u0637\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9\u060c \u0645\u0627\u0646\u0646\u062f \u0622\u0646\u0686\u0647 \u062f\u0631 \u0634\u06a9\u0644 3 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u0642\u0628\u0644 \u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u062e\u0637 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p><img decoding=\"async\" class=\"img-responsive\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/implementing-svm-kernel-svm-python-scikit-learn-3.jpg\" alt=\"\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9\" title=\"\"><\/p>\n<p>\u0634\u06a9\u0644 3: \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9<\/p>\n<p>\u0628\u0644\u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u0627\u062d\u200c\u0634\u062f\u0647 SVM \u06a9\u0647 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u06cc\u0645\u060c \u0628\u0647 \u0646\u0627\u0645 Kernel SVM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u0633\u0627\u0633\u0627\u064b\u060c \u06a9\u0627\u0631\u06cc \u06a9\u0647 SVM \u0647\u0633\u062a\u0647 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9 \u0627\u0628\u0639\u0627\u062f \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0645\u062a\u0646\u0627\u0638\u0631 \u0622\u0646 \u062f\u0631 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627\u062a\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f.  \u0627\u06cc\u0646 \u06cc\u06a9 \u062a\u0631\u0641\u0646\u062f \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9 \u062f\u0631 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627\u062a\u0631\u060c \u0634\u06a9\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9 \u0645\u06cc \u0634\u0648\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 3 \u0628\u0639\u062f \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u06cc\u06a9 \u0628\u0639\u062f \u0645\u062a\u0641\u0627\u0648\u062a \u062a\u062e\u0635\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u062f.  \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0628\u0639\u0627\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0648\u0627\u0646\u0645\u0646\u062f\u0633\u0627\u0632\u06cc \u0622\u0646 \u0628\u0627\u0634\u062f.  \u0628\u0627\u0632 \u0647\u0645\u060c \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u062e\u06cc\u0644 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SVM \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0646\u06af\u0631\u0627\u0646 \u0622\u0646 \u0628\u0627\u0634\u06cc\u062f.  \u0628\u0644\u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Scikit-Learn \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0628\u0647 \u0647\u0645\u0627\u0646 \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0627\u0632 \u062e\u0637\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"implementingnonlinearkernelsvmwithscikitlearn\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_svm_%d9%87%d8%b3%d8%aa%d9%87_%d8%ba%db%8c%d8%b1_%d8%ae%d8%b7%db%8c_%d8%a8%d8%a7_scikit-learn\"><\/span>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u0647\u0633\u062a\u0647 \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0628\u0627 Scikit-Learn<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0627\u0632 \u0647\u0645\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0648\u0627\u0642\u0639\u06cc \u06cc\u0627 \u062c\u0639\u0644\u06cc \u0628\u0648\u062f\u0646 \u06cc\u06a9 \u0627\u0633\u06a9\u0646\u0627\u0633 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0686\u0647\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u0645\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f \u06a9\u0647 \u0628\u0642\u06cc\u0647 \u0645\u0631\u0627\u062d\u0644\u060c \u0645\u0631\u0627\u062d\u0644 \u0645\u0639\u0645\u0648\u0644\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0648\u0636\u06cc\u062d \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0645\u06cc \u062f\u0627\u0631\u0646\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0647 \u0642\u0633\u0645\u062a\u06cc \u0628\u0631\u0633\u06cc\u0645 \u06a9\u0647 SVM \u0647\u0627\u06cc \u0647\u0633\u062a\u0647 \u063a\u06cc\u0631\u062e\u0637\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n<h3 id=\"importinglibraries\"><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 class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n<\/code><\/pre>\n<h3 id=\"importingthedataset\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af_%da%a9%d8%b1%d8%af%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87\"><\/span>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"hljs\">data_link = <span class=\"hljs-string\">\"https:\/\/archive.ics.uci.edu\/ml\/machine-learning-databases\/00267\/data_banknote_authentication.txt\"<\/span>\ncol_names = (<span class=\"hljs-string\">\"variance\"<\/span>, <span class=\"hljs-string\">\"skewness\"<\/span>, <span class=\"hljs-string\">\"curtosis\"<\/span>, <span class=\"hljs-string\">\"entropy\"<\/span>, <span class=\"hljs-string\">\"class\"<\/span>)\n\nbankdata = pd.read_csv(data_link, names=col_names, sep=<span class=\"hljs-string\">\",\"<\/span>, header=<span class=\"hljs-literal\">None<\/span>)\nbankdata.head()mes)\n<\/code><\/pre>\n<h3 id=\"dividingdataintofeaturesxandtargety\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%a8%d9%87_%d9%88%db%8c%da%98%da%af%db%8c_%d9%87%d8%a7_x_%d9%88_%d9%87%d8%af%d9%81_y\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 (X) \u0648 \u0647\u062f\u0641 (y)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"hljs\">X = bankdata.drop(<span class=\"hljs-string\">'class'<\/span>, axis=<span class=\"hljs-number\">1<\/span>)\ny = bankdata(<span class=\"hljs-string\">'class'<\/span>)\n<\/code><\/pre>\n<h3 id=\"dividingdataintotraintestsets\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%a8%d9%87_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d9%87%d8%a7%db%8c_%d9%82%d8%b7%d8%a7%d8%b1%d8%a2%d8%b2%d9%85%d9%88%d9%86\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0642\u0637\u0627\u0631\/\u0622\u0632\u0645\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"hljs\">SEED = <span class=\"hljs-number\">42<\/span>\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size = <span class=\"hljs-number\">0.20<\/span>, random_state = SEED)\n<\/code><\/pre>\n<h3 id=\"trainingthealgorithm\"><span class=\"ez-toc-section\" id=\"%d8%a2%d9%85%d9%88%d8%b2%d8%b4_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85\"><\/span>\u0622\u0645\u0648\u0632\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06a9\u0631\u0646\u0644 SVM \u0627\u0632 \u0647\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>SVC<\/code> \u06a9\u0644\u0627\u0633 Scikit-Learn&#8217;s <code>svm<\/code> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647  \u062a\u0641\u0627\u0648\u062a \u062f\u0631 \u0645\u0642\u062f\u0627\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0633\u062a\u0647 the \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a <code>SVC<\/code> \u06a9\u0644\u0627\u0633<\/p>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f SVM \u0633\u0627\u062f\u0647\u060c \u0645\u0627 \u0627\u0632 &#8220;\u062e\u0637\u06cc&#8221; \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0633\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0630\u06a9\u0631 \u06a9\u0631\u062f\u06cc\u0645\u060c \u0628\u0631\u0627\u06cc \u06a9\u0631\u0646\u0644 SVM\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u06af\u0627\u0648\u0633\u06cc\u060c \u0686\u0646\u062f \u062c\u0645\u0644\u0647\u200c\u0627\u06cc\u060c \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f\u06cc \u06cc\u0627 \u0642\u0627\u0628\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u062c\u0645\u0644\u0647\u200c\u0627\u06cc\u060c \u06af\u0627\u0648\u0633\u06cc \u0648 \u0633\u06cc\u06af\u0645\u0648\u06cc\u062f \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0622\u0646 \u0646\u06af\u0627\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0628\u0627 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0645\u0627 \u0628\u0627 \u0645\u062a\u0631\u06cc\u06a9 \u0628\u0627\u0644\u0627\u062a\u0631 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f.<\/p>\n<h3 id=\"1polynomialkernel\"><span class=\"ez-toc-section\" id=\"1_%d9%87%d8%b3%d8%aa%d9%87_%da%86%d9%86%d8%af_%d8%ac%d9%85%d9%84%d9%87_%d8%a7%db%8c\"><\/span>1. \u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u062c\u0628\u0631\u060c \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc \u0639\u0628\u0627\u0631\u062a\u06cc \u0627\u0632 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p>$$<br \/>2a*b^3 + 4a &#8211; 9<br \/>$$<\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0627\u0631\u0627\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>a<\/code> \u0648 <code>b<\/code>\u060c \u062b\u0627\u0628\u062a \u0647\u0627\u060c \u062f\u0631 \u0645\u062b\u0627\u0644 \u0645\u0627\u060c <code>9<\/code> \u0648 \u0636\u0631\u0627\u06cc\u0628 (\u062b\u0627\u0628\u062a \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627)\u060c \u0645\u0627\u0646\u0646\u062f <code>2<\/code> \u0648 <code>4<\/code>.  \u0631\u0627 <code>3<\/code> \u062f\u0631\u062c\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u062a\u0648\u0635\u06cc\u0641 \u06a9\u0631\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0647\u0633\u062a\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0631\u0627 \u0628\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631\u062c\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0647\u0631\u0686\u0647 \u062f\u0631\u062c\u0647 \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u062a\u0627\u0628\u0639 \u0628\u06cc\u0634\u062a\u0631 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0634\u0648\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u062a\u0631 \u0627\u0633\u062a (\u0648 \u0645\u0633\u062a\u0639\u062f \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634) &#8211; \u0647\u0631 \u0686\u0647 \u062f\u0631\u062c\u0647 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Polynomial_kernel\">\u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc<\/a>\u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 <code>poly<\/code> \u0647\u0633\u062a\u0647\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc the \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>degree<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>SVC<\/code> \u06a9\u0644\u0627\u0633  \u06a9\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> sklearn.svm <span class=\"hljs-keyword\">import<\/span> SVC\nsvc_poly = SVC(kernel=<span class=\"hljs-string\">'poly'<\/span>, degree=<span class=\"hljs-number\">8<\/span>)\nsvc_poly.fit(X_train, y_train)\n<\/code><\/pre>\n<h3 id=\"makingpredictions\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4%da%af%d9%88%db%8c%db%8c\"><\/span>\u067e\u06cc\u0634\u06af\u0648\u06cc\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u06cc\u0645\u060c \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">y_pred_poly = svclassifier.predict(X_test)\n<\/code><\/pre>\n<h3 id=\"evaluatingthealgorithm\"><span class=\"ez-toc-section\" id=\"%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c_%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85\"><\/span>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644\u060c \u0645\u0631\u062d\u0644\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u06a9\u062f \u06af\u0632\u0627\u0631\u0634 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u0631\u0627 \u0686\u0646\u062f \u0628\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062a\u0627\u0628\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 <code>display_results<\/code> \u067e\u0633 \u0627\u0632 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u0631\u0628\u0648\u0637\u0647 <code>y_test<\/code>\u060c <code>y_pred<\/code> \u0648 \u0639\u0646\u0648\u0627\u0646 \u0628\u0647 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc Seaborn \u0628\u0627 <code>cm_title<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">display_results<\/span>(<span class=\"hljs-params\">y_test, y_pred, cm_title<\/span>):<\/span>\n    cm = confusion_matrix(y_test,y_pred)\n    sns.heatmap(cm, annot=<span class=\"hljs-literal\">True<\/span>, fmt=<span class=\"hljs-string\">'d'<\/span>).set_title(cm_title)\n    <span class=\"hljs-built_in\">print<\/span>(classification_report(y_test,y_pred))\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u200c\u062f\u0633\u062a\u200c\u0622\u0645\u062f\u0647 \u0628\u0627 \u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647\u200c\u0627\u06cc \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">cm_title_poly = <span class=\"hljs-string\">\"Confusion matrix with polynomial kernel\"<\/span>\ndisplay_results(y_test, y_pred_poly, cm_title_poly)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">         precision    recall  f1-score   support\n\n           0       0.69      1.00      0.81       148\n           1       1.00      0.46      0.63       127\n\n    accuracy                           0.75       275\n   macro avg       0.84      0.73      0.72       275\nweighted avg       0.83      0.75      0.73       275\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/s3.stackabuse.com\/media\/articles\/implementing-other-svm-flavors-with-pythons-scikit-learn-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0645\u0627\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0633\u062a\u0647 \u0647\u0627\u06cc \u06af\u0627\u0648\u0633\u06cc \u0648 \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f\u06cc \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"2gaussiankernel\"><span class=\"ez-toc-section\" id=\"2_%d9%87%d8%b3%d8%aa%d9%87_%da%af%d8%a7%d9%88%d8%b3%db%8c\"><\/span>2. \u0647\u0633\u062a\u0647 \u06af\u0627\u0648\u0633\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0633\u062a\u0647 \u06af\u0627\u0648\u0633\u06cc\u060c \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645 <code>rbf<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u0631\u0627\u06cc <code>kernel<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06a9\u0644\u0627\u0633 SVC:<\/p>\n<pre><code class=\"hljs\">svc_gaussian = SVC(kernel=<span class=\"hljs-string\">'rbf'<\/span>, degree=<span class=\"hljs-number\">8<\/span>)\nsvc_gaussian.fit(X_train, y_train)\n<\/code><\/pre>\n<p>\u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0648\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0627\u06cc\u0646 \u0647\u0633\u062a\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0622\u0646 \u0628\u0627 \u0645\u0648\u0627\u0631\u062f \u0645\u062e\u062a\u0644\u0641 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>C<\/code> \u0648 <code>gamma<\/code> \u0627\u0631\u0632\u0634 \u0647\u0627\u06cc.<\/p>\n<h3 id=\"predictionandevaluation\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d8%a8%db%8c%d9%86%db%8c_%d9%88_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c\"><\/span>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"hljs\">y_pred_gaussian = svc_gaussian.predict(X_test)\n<\/code><\/pre>\n<pre><code class=\"hljs\">cm_title_gaussian = <span class=\"hljs-string\">\"Confusion matrix with Gaussian kernel\"<\/span>\ndisplay_results(y_test, y_pred_gaussian, cm_title_gaussian)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc SVM \u0647\u0633\u062a\u0647 \u06af\u0627\u0648\u0633\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">                precision    recall  f1-score   support\n\n           0       1.00      1.00      1.00       148\n           1       1.00      1.00      1.00       127\n\n    accuracy                           1.00       275\n   macro avg       1.00      1.00      1.00       275\nweighted avg       1.00      1.00      1.00       275\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/s3.stackabuse.com\/media\/articles\/implementing-other-svm-flavors-with-pythons-scikit-learn-5.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"3sigmoidkernel\"><span class=\"ez-toc-section\" id=\"3_%d9%87%d8%b3%d8%aa%d9%87_%d8%b3%db%8c%da%af%d9%85%d9%88%d8%a6%db%8c%d8%af\"><\/span>3. \u0647\u0633\u062a\u0647 \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0632 \u06cc\u06a9 \u0647\u0633\u062a\u0647 \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Kernel SVM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">svc_sigmoid = SVC(kernel=<span class=\"hljs-string\">'sigmoid'<\/span>)\nsvc_sigmoid.fit(X_train, y_train)\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0633\u062a\u0647 sigmoid\u060c \u0628\u0627\u06cc\u062f &#8220;sigmoid&#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f <code>kernel<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0632 <code>SVC<\/code> \u06a9\u0644\u0627\u0633<\/p>\n<h3 id=\"predictionandevaluation\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d8%a8%db%8c%d9%86%db%8c_%d9%88_%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c-2\"><\/span>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"hljs\">y_pred_sigmoid = svc_sigmoid.predict(X_test)\n<\/code><\/pre>\n<pre><code class=\"hljs\">cm_title_sigmoid = <span class=\"hljs-string\">\"Confusion matrix with Sigmoid kernel\"<\/span>\ndisplay_results(y_test, y_pred_sigmoid, cm_title_sigmoid)\n<\/code><\/pre>\n<p>\u062e\u0631\u0648\u062c\u06cc Kernel SVM \u0628\u0627 \u0647\u0633\u062a\u0647 Sigmoid \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">                precision    recall  f1-score   support\n\n           0       0.67      0.71      0.69       148\n           1       0.64      0.59      0.61       127\n\n    accuracy                           0.65       275\n   macro avg       0.65      0.65      0.65       275\nweighted avg       0.65      0.65      0.65       275\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/s3.stackabuse.com\/media\/articles\/implementing-other-svm-flavors-with-pythons-scikit-learn-6.png\" alt=\"\" title=\"\"><\/p>\n<h3 id=\"comparisonofnonlinearkernelperformances\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d8%ba%db%8c%d8%b1_%d8%ae%d8%b7%db%8c_%d9%87%d8%b3%d8%aa%d9%87\"><\/span>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0647\u0633\u062a\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06af\u0631 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f \u06a9\u0647 \u0647\u0633\u062a\u0647 \u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u062f\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0645\u06cc\u0627\u0646 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u06af\u0627\u0648\u0633\u06cc \u0648 \u0686\u0646\u062f\u062c\u0645\u0644\u0647\u200c\u0627\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0633\u062a\u0647 \u06af\u0627\u0648\u0633\u06cc \u0628\u0647 \u0646\u0631\u062e \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0627\u0645\u0644 100% \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a &#8211; \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u0634\u06a9\u0648\u06a9 \u0627\u0633\u062a \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u06cc\u0634\u200c\u0631\u0641\u062a\u06af\u06cc \u0628\u0627\u0634\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0647\u0633\u062a\u0647 \u0686\u0646\u062f \u062c\u0645\u0644\u0647\u200c\u0627\u06cc 68 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u06a9\u0644\u0627\u0633 1 \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0647\u06cc\u0686 \u0642\u0627\u0646\u0648\u0646 \u0633\u062e\u062a \u0648 \u0633\u0631\u06cc\u0639\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0647\u0633\u062a\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648 \u06cc\u0627 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0641\u0639\u0644\u06cc \u0645\u0627 \u0628\u062f\u0648\u0646 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u060c \u062f\u0631\u06a9 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0631 \u0634\u06a9\u0644 \u062a\u0627\u0628\u0639\u060c \u06a9\u0627\u0648\u0634 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0639\u0645\u06cc\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0645\u0647 \u0647\u0633\u062a\u0647 \u0647\u0627 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0647\u0633\u062a\u0647 \u0627\u06cc \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u06cc\u06a9 \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645 \u0631\u0648\u06cc SVM \u0647\u0627\u060c \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0631\u0641\u0646\u062f \u0647\u0633\u062a\u0647 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0631\u062f\u0646\u062f \u0648 \u0637\u0639\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 SVM \u0647\u0627\u06cc \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p>\u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u0647\u0631 \u06a9\u0631\u0646\u0644 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0647\u0633\u062a\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u062f\u0644\u06cc\u0644 \u0627\u06cc\u062c\u0627\u062f \u0622\u0646\u0647\u0627 \u0648 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0634\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0648 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u0647 \u0646\u0648\u0639 \u0647\u0633\u062a\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u0639\u0645\u0627\u0644 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u060c \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a \u0631\u0648\u06cc \u0632\u0645\u06cc\u0646\u0647 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f<\/p>\n<p>\u062f\u0627\u0634\u062a\u0646 \u062f\u0631\u06a9 \u0631\u0648\u0634\u0646\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0647\u0631 \u06a9\u0631\u0646\u0644 \u0648 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0642\u0637\u0639\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0633\u0641\u0631\u062a\u0627\u0646 \u06a9\u0645\u06a9 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.  \u0628\u0647 \u0645\u0627 \u0627\u0637\u0644\u0627\u0639 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0686\u06af\u0648\u0646\u0647 \u067e\u06cc\u0634 \u0645\u06cc \u0631\u0648\u062f \u0648 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062e\u0648\u0634\u062d\u0627\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a!<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1402-12-31 22:11:05<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto 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30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 7<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0633\u0648\u0645\u06cc\u0646 \u0648 \u0622\u062e\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0633\u0647 \u0631\u0627\u0647\u0646\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc (SVM) \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u06a9\u0646\u0627\u0633\u200c\u0647\u0627\u06cc \u062c\u0639\u0644\u06cc \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0633\u0631\u06cc\u0639 \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u06cc\u062f\u0647 \u06a9\u0644\u06cc \u067e\u0634\u062a SVM \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a\u060c \u062a\u0631\u0641\u0646\u062f \u0647\u0633\u062a\u0647 \u0686\u06cc\u0633\u062a \u0648 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u062e\u0637\u06cc \u0631\u0627 \u0628\u0627 Scikit-Learn \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0633\u0631\u06cc 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