{"id":9488,"date":"2020-11-28T16:04:34","date_gmt":"2020-11-28T12:34:34","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=9488"},"modified":"2020-11-28T16:13:23","modified_gmt":"2020-11-28T12:43:23","slug":"svm-support-vector-machine-tutorial","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 &#8211; \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0632 \u0645\u0628\u062d\u062b \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u0645\u060c \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 SVM \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0686\u0646\u062f \u0631\u0648\u0632 \u067e\u06cc\u0634\u060c \u06a9\u0648\u062f\u06a9\u06cc \u0631\u0627 \u062f\u06cc\u062f\u0645 \u06a9\u0647 \u067e\u062f\u0631\u0634 \u0627\u0632 \u0645\u06cc\u0648\u0647 \u0641\u0631\u0648\u0634\u06cc\u060c \u0645\u06cc\u0648\u0647 \u0645\u06cc \u062e\u0631\u06cc\u062f. \u06a9\u0648\u062f\u06a9 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc \u0628\u062e\u0648\u0631\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u06cc\u062f \u0628\u06cc\u0646 \u062f\u0648 \u0645\u06cc\u0648\u0647 \u0638\u0627\u0647\u0631\u0627\u064b \u0645\u0634\u0627\u0628\u0647 \u06af\u06cc\u062c \u0634\u062f\u0647 \u0628\u0627\u0634\u062f. \u067e\u0633 \u0627\u0632 \u0645\u062f\u062a\u06cc \u060c \u0627\u0648 \u0645\u06cc \u0641\u0647\u0645\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc \u0627\u0633\u062a \u0648 \u06cc\u06a9\u06cc \u0631\u0627 \u0627\u0632 \u0633\u0628\u062f \u0628\u0631 \u0645\u06cc \u062f\u0627\u0631\u062f. \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0646\u06cc\u0632 \u0647\u0645\u0627\u0646\u0646\u062f \u0622\u0646 \u06a9\u0648\u062f\u06a9 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0648 \u062f\u0633\u062a\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: center;\"><strong>\u0628\u0627 \u062e\u0648\u0627\u0646\u062f\u0646 \u0645\u0642\u0627\u0644\u0647 \u0632\u06cc\u0631 SVM \u0631\u0627 \u0628\u0627 \u062c\u0632\u06cc\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f.<\/strong><\/p>\n<div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#SVM_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >SVM \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#SVM_%DA%86%DA%AF%D9%88%D9%86%D9%87_%DA%A9%D8%A7%D8%B1_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF%D8%9F\" >SVM \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%DA%86%DA%AF%D9%88%D9%86%D9%87_SVM_%D8%B1%D8%A7_%D8%AF%D8%B1_%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_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\" >\u0686\u06af\u0648\u0646\u0647 SVM \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D9%85%D8%B2%D8%A7%DB%8C%D8%A7_%D9%88_%D9%85%D8%B9%D8%A7%DB%8C%D8%A8_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86\" >\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u0628\u0631\u062f\u0627\u0631 \u0645\u0627\u0634\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646<\/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:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_SVM\" >\u0645\u0632\u0627\u06cc\u0627\u06cc SVM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D9%85%D8%B9%D8%A7%DB%8C%D8%A8_SVM\" >\u0645\u0639\u0627\u06cc\u0628 SVM<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%DA%86%DA%AF%D9%88%D9%86%D9%87_%D9%BE%D8%A7%D8%B1%D8%A7%D9%85%D8%AA%D8%B1%D9%87%D8%A7%DB%8C_SVM_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\" >\u0686\u06af\u0648\u0646\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc SVM \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#_%DA%A9%D8%B1%D9%86%D9%84\" >&nbsp;\u06a9\u0631\u0646\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D9%85%D9%86%D8%B8%D9%85_%D8%B3%D8%A7%D8%B2%DB%8C_Regularization\" >\u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc &nbsp;( Regularization )<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%DA%AF%D8%A7%D9%85%D8%A7\" >\u06af\u0627\u0645\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF_%D9%87%D8%A7%DB%8C_SVM\" >\u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc SVM<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87\" >\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D8%B7%D8%A8%D9%82%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%AA%D9%86_%D9%88_%D9%81%D8%B1%D8%A7%D9%85%D8%AA%D9%86\" >\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0648 \u0641\u0631\u0627\u0645\u062a\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D8%A8%DB%8C%D9%88%D8%A7%D9%86%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%DB%8C%DA%A9\" >\u0628\u06cc\u0648\u0627\u0646\u0641\u0648\u0631\u0645\u0627\u062a\u06cc\u06a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AF%D8%B3%D8%AA%D8%AE%D8%B7\" >\u062a\u0634\u062e\u06cc\u0635 \u062f\u0633\u062a\u062e\u0637<\/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:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-support-vector-machine-tutorial\/#%D8%AE%D9%84%D8%A7%D8%B5%D9%87\" >\u062e\u0644\u0627\u0635\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87_%D8%A7%DB%8C_%D8%A8%D8%B1_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86\"><\/span><strong>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 ( SVM ) \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/support-vector-machine-part1-theory\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u067e\u06cc\u0634\u06cc\u0646\u0647 \u0631\u06cc\u0627\u0636\u06cc \u0622\u0646 \u0647\u0627<\/a> \u062f\u0631 \u0645\u0631\u0632\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u06cc\u0632 \u0647\u0646\u062f\u0633\u06cc \u0628\u06cc\u0646 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u060c \u0628\u0633\u06cc\u0627\u0631 \u062d\u0627\u0626\u0632 \u0627\u0647\u0645\u06cc\u062a \u0627\u0633\u062a. \u0645\u0627 \u0628\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0622\u0646 \u0647\u0627 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"801\" height=\"420\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0645\u0639\u0631\u0641\u06cc-\u0628\u0631\u062f\u0627\u0631-\u0645\u0627\u0634\u06cc\u0646-\u067e\u0634\u062a\u06cc\u0628\u0627\u0646-SVM.jpg\" alt=\"\u0645\u0639\u0631\u0641\u06cc \u0628\u0631\u062f\u0627\u0631 \u0645\u0627\u0634\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 SVM\" class=\"wp-image-9556\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0645\u0639\u0631\u0641\u06cc-\u0628\u0631\u062f\u0627\u0631-\u0645\u0627\u0634\u06cc\u0646-\u067e\u0634\u062a\u06cc\u0628\u0627\u0646-SVM.jpg 801w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0645\u0639\u0631\u0641\u06cc-\u0628\u0631\u062f\u0627\u0631-\u0645\u0627\u0634\u06cc\u0646-\u067e\u0634\u062a\u06cc\u0628\u0627\u0646-SVM-300x157.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0645\u0639\u0631\u0641\u06cc-\u0628\u0631\u062f\u0627\u0631-\u0645\u0627\u0634\u06cc\u0646-\u067e\u0634\u062a\u06cc\u0628\u0627\u0646-SVM-768x403.jpg 768w\" sizes=\"(max-width: 801px) 100vw, 801px\" \/><\/figure><\/div>\n\n\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"SVM_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span><strong>SVM<\/strong><strong> \u0686\u06cc\u0633\u062a\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0646\u0648\u0639\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f. SVM \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0647\u0645 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f. \u0645\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0631\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc n \u0628\u0639\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0645\u0642\u062f\u0627\u0631 \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0646\u06cc\u0632 \u0645\u0642\u062f\u0627\u0631 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0645\u062e\u062a\u0635\u0627\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0633\u067e\u0633 \u060c \u0645\u0627 \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u06a9\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u062a\u0645\u0627\u06cc\u0632 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u060c \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u0645\u062e\u062a\u0635\u0627\u062a\u06cc \u0627\u0632 \u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0631\u0632\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u06a9\u06cc\u06a9 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"377\" height=\"320\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u067e\u06cc\u0627\u062f\u0647-\u0633\u0627\u0632\u06cc-SVM.jpg\" alt=\"\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM\" class=\"wp-image-9557\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u067e\u06cc\u0627\u062f\u0647-\u0633\u0627\u0632\u06cc-SVM.jpg 377w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u067e\u06cc\u0627\u062f\u0647-\u0633\u0627\u0632\u06cc-SVM-300x255.jpg 300w\" sizes=\"(max-width: 377px) 100vw, 377px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: center;\"><strong>\u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/clustering-in-machine-learning\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/strong><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"SVM_%DA%86%DA%AF%D9%88%D9%86%D9%87_%DA%A9%D8%A7%D8%B1_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF%D8%9F\"><\/span><strong>SVM<\/strong><strong> \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0627\u0635\u0644 \u0627\u0633\u0627\u0633\u06cc \u06a9\u0627\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a : \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u062f. \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0645\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u0646\u0645\u0648\u0646\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645. \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0627\u0635 \u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0631\u0628\u0639 \u0647\u0627\u06cc \u0642\u0631\u0645\u0632 \u0631\u0627 \u0627\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0622\u0628\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f. \u0647\u062f\u0641 \u0634\u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u062e\u0637\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627\u0639\u062b \u0627\u06cc\u062c\u0627\u062f \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u0645\u0631\u0628\u0639 \u0647\u0627\u06cc \u0642\u0631\u0645\u0632 \u0648 \u062f\u0627\u06cc\u0631\u0647 \u0647\u0627\u06cc \u0622\u0628\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"443\" height=\"311\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/svm-\u0686\u06af\u0648\u0646\u0647-\u06a9\u0627\u0631-\u0645\u06cc-\u06a9\u0646\u062f.jpg\" alt=\"svm \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\" class=\"wp-image-9559\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/svm-\u0686\u06af\u0648\u0646\u0647-\u06a9\u0627\u0631-\u0645\u06cc-\u06a9\u0646\u062f.jpg 443w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/svm-\u0686\u06af\u0648\u0646\u0647-\u06a9\u0627\u0631-\u0645\u06cc-\u06a9\u0646\u062f-300x211.jpg 300w\" sizes=\"(max-width: 443px) 100vw, 443px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify\">\u0628\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06cc\u06a9 \u062e\u0637 \u0641\u0631\u0636\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u062c\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0641\u0631\u0636 \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u062e\u0637\u0648\u0637 \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0641\u0642\u0637 \u06cc\u06a9 \u062e\u0637 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u0648 \u0634\u0645\u0627 \u0622\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u062e\u0637\u0648\u0637\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u06cc\u0646 \u062f\u0648 \u0637\u0628\u0642\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062a\u0645\u0627\u06cc\u0632 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"443\" height=\"311\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u06cc\u0627\u0641\u062a\u0646-\u062a\u0641\u0627\u0648\u062a-2-\u06a9\u0644\u0627\u0633-\u0628\u0627-SVM.jpg\" alt=\"\u06cc\u0627\u0641\u062a\u0646 \u062a\u0641\u0627\u0648\u062a 2 \u06a9\u0644\u0627\u0633 \u0628\u0627 SVM\" class=\"wp-image-9561\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u06cc\u0627\u0641\u062a\u0646-\u062a\u0641\u0627\u0648\u062a-2-\u06a9\u0644\u0627\u0633-\u0628\u0627-SVM.jpg 443w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u06cc\u0627\u0641\u062a\u0646-\u062a\u0641\u0627\u0648\u062a-2-\u06a9\u0644\u0627\u0633-\u0628\u0627-SVM-300x211.jpg 300w\" sizes=\"(max-width: 443px) 100vw, 443px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0641\u0648\u0642 \u060c \u0645\u0627 \u06cc\u06a9 \u062e\u0637 \u0633\u0628\u0632 \u0648 \u06cc\u06a9 \u062e\u0637 \u0642\u0631\u0645\u0632 \u062f\u0627\u0631\u06cc\u0645. \u0628\u0647 \u0646\u0638\u0631 \u0634\u0645\u0627 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u062f\u061f \u0627\u06af\u0631 \u062e\u0637 \u0642\u0631\u0645\u0632 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u060c \u0622\u0646\u06af\u0627\u0647 \u0627\u06cc\u0646 \u062e\u0637 \u0627\u06cc\u062f\u0647 \u0622\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0627 \u0647\u0646\u0648\u0632 \u0646\u0645\u06cc \u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u06cc\u06a9 \u062e\u0637 \u062f\u0627\u0631\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc\u062a \u060c \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u06cc \u0628\u0627\u0634\u062f \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p style=\"text-align: justify;\">\u062e\u0637 \u0633\u0628\u0632 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062e\u0637 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0627\u0634\u062f \u0686\u0648\u0646 \u062e\u06cc\u0644\u06cc \u0628\u0647 \u06a9\u0644\u0627\u0633 \u0642\u0631\u0645\u0632 \u0646\u0632\u062f\u06cc\u06a9 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0627\u06cc\u0646 \u062e\u0637 \u060c \u06cc\u06a9 \u062a\u0639\u0645\u06cc\u0645 \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u06a9\u0647 \u0647\u062f\u0641 \u0646\u0647\u0627\u06cc\u06cc \u0645\u0627\u0633\u062a \u0627\u0631\u0627\u0626\u0647 \u0646\u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 SVM\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0646\u0642\u0627\u0637\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0647\u0631 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0646\u0632\u062f\u06cc\u06a9 \u062a\u0631 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u062f\u0627\u0631 \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u062f\u0631 \u06af\u0627\u0645 \u0628\u0639\u062f\u06cc\u060c \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0635\u0641\u062d\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0648 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0648 \u062e\u0637 \u062c\u062f\u0627\u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062d\u0627\u0634\u06cc\u0647 ( Margin ) \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0647\u062f\u0641 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SVM\u060c \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u062d\u0627\u0634\u06cc\u0647 \u0627\u0633\u062a. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062d\u0627\u0634\u06cc\u0647 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u062f\u0627\u0631 \u062e\u0648\u062f \u0628\u0631\u0633\u062f \u060c \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0647\u06cc\u0646\u0647 \u062f\u0631\u0645\u06cc \u0622\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"377\" height=\"319\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-SVM.jpg\" alt=\"\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 SVM\" class=\"wp-image-9564\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-SVM.jpg 377w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-SVM-300x254.jpg 300w\" sizes=\"(max-width: 377px) 100vw, 377px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 SVM \u0633\u0639\u06cc \u062f\u0627\u0631\u062f \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u0634\u062e\u0635 \u060c \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f. \u062f\u0631 \u062d\u0627\u0644\u062a \u0641\u0648\u0642 \u060c \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0627 \u06f2 \u0628\u0639\u062f\u06cc \u0628\u0648\u062f\u0646\u062f\u060c \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u06f1 \u0628\u0639\u062f\u06cc \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627\u062a\u0631 \u060c \u0645\u062b\u0644\u0627\u064b \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0627\u0642\u0644\u06cc\u062f\u0633\u06cc n \u0628\u0639\u062f\u06cc \u060c \u0645\u0627 \u06cc\u06a9 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 n-1 \u0628\u0639\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0641\u0636\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u0642\u0633\u0645\u062a \u062c\u062f\u0627 \u0627\u0632 \u0647\u0645 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: center;\"><strong>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 SVM\u060c \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f. \u0644\u0630\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u062f\u0627\u0645\u0647 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 <a href=\"https:\/\/data-flair.training\/blogs\/python-tutorials-home\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u062e\u0648\u062f \u0631\u0627 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f.<\/strong><\/p>\n<div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%86%DA%AF%D9%88%D9%86%D9%87_SVM_%D8%B1%D8%A7_%D8%AF%D8%B1_%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_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\"><\/span><strong>\u0686\u06af\u0648\u0646\u0647 <\/strong><strong>SVM<\/strong><strong> \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u06af\u0627\u0645 \u0646\u062e\u0633\u062a\u060c \u0645\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc SVM \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f\u060c \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import pandas as pd\nimport numpy as np                            \nimport matplotlib.pyplot as plt\nfrom matplotlib.colors import ListedColormap\nimport matplotlib.pyplot as plt\nfrom sklearn import datasets\nfrom sklearn.svm import SVC\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import StandardScaler\n%pylab inline<\/pre>\n<p><\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u060c \u0645\u0627 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 iris \u06a9\u0647 \u0628\u0627 \u0631\u0648\u0634 ()load_iris \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0645\u0627 \u0641\u0642\u0637 \u062f\u0631 \u0627\u06cc\u0646 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0632 \u0637\u0648\u0644 \u0648 \u0639\u0631\u0636 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">pylab.rcParams['figure.figsize'] = (10, 6)\niris_data = datasets.load_iris()\n# We'll use the petal length and width only for this analysis\nX = iris_data.data[:, [2, 3]]\ny = iris_data.target\n# Input the iris data into the pandas dataframe\niris_dataframe = pd.DataFrame(iris_data.data[:, [2, 3]],\n                  columns=iris_data.feature_names[2:])\n# View the first 5 rows of the data\nprint(iris_dataframe.head())\n# Print the unique labels of the dataset\nprint('\\n' + 'Unique Labels contained in this data are '\n     + str(np.unique(y)))<\/pre>\n<p style=\"text-align: justify;\"><strong>\u062e\u0631\u0648\u062c\u06cc :<\/strong><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"545\" height=\"187\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062e\u0631\u0648\u062c\u06cc-SVM-\u0631\u0648\u06cc-\u062f\u06cc\u062a\u0627\u0633\u062a-IRIS.jpg\" alt=\"\u062e\u0631\u0648\u062c\u06cc SVM \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a IRIS\" class=\"wp-image-9566\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062e\u0631\u0648\u062c\u06cc-SVM-\u0631\u0648\u06cc-\u062f\u06cc\u062a\u0627\u0633\u062a-IRIS.jpg 545w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062e\u0631\u0648\u062c\u06cc-SVM-\u0631\u0648\u06cc-\u062f\u06cc\u062a\u0627\u0633\u062a-IRIS-300x103.jpg 300w\" sizes=\"(max-width: 545px) 100vw, 545px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u06af\u0627\u0645 \u0628\u0639\u062f\u06cc \u060c \u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 ()train_test_split \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 :<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\nprint('The training set contains {} samples and the test set contains {} samples'.format(X_train.shape[0], X_test.shape[0]))<\/pre>\n<p style=\"text-align: justify;\">\n<\/p><p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645. \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0637\u06cc \u0642\u0627\u0628\u0644 \u062a\u0641\u06a9\u06cc\u06a9 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f<\/strong>:<\/p>\n<div class=\"\">&nbsp;<\/div>\n<div class=\"\">\n<div>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">markers = ('x', 's', 'o')\ncolors = ('red', 'blue', 'green')\ncmap = ListedColormap(colors[:len(np.unique(y_test))])\nfor idx, cl in enumerate(np.unique(y)):\n    plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1],\n           c=cmap(idx), marker=markers[idx], label=cl)<\/pre>\n<p><\/p>\n<\/div>\n<\/div>\n<p style=\"text-align: justify;\"><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n<p><\/p>\n<p style=\"text-align: justify;\"><\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"598\" height=\"361\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u062e\u0631\u0648\u062c\u06cc-SVM.png\" alt=\"\u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc SVM\" class=\"wp-image-9569\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u062e\u0631\u0648\u062c\u06cc-SVM.png 598w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u0645\u0627\u06cc\u0634-\u062f\u0627\u062f\u0647-\u0647\u0627\u06cc-\u062e\u0631\u0648\u062c\u06cc-SVM-300x181.png 300w\" sizes=\"(max-width: 598px) 100vw, 598px\" \/><\/figure>\n\n\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u060c \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u0631\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f. \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0645\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f\u0647 \u0645\u0634\u062a\u0631\u06a9 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">standard_scaler = StandardScaler()\nstandard_scaler.fit(X_train)\nX_train_standard = standard_scaler.transform(X_train)\nX_test_standard = standard_scaler.transform(X_test)\nprint('The first five rows after standardisation look like this:\\n')\nprint(pd.DataFrame(X_train_standard, columns=iris_dataframe.columns).head())<\/pre>\n<p><strong>\u062a\u0635\u0648\u06cc\u0631 \u0635\u0641\u062d\u0647 \u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"705\" height=\"146\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/-\u0628\u0646\u062f\u06cc-\u062f\u0627\u062f\u0647-\u0647\u0627-\u062f\u0631-SVM-e1606564154264.jpg\" alt=\"\u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 SVM\" class=\"wp-image-9572\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/-\u0628\u0646\u062f\u06cc-\u062f\u0627\u062f\u0647-\u0647\u0627-\u062f\u0631-SVM-e1606564154264.jpg 705w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/-\u0628\u0646\u062f\u06cc-\u062f\u0627\u062f\u0647-\u0647\u0627-\u062f\u0631-SVM-e1606564154264-300x62.jpg 300w\" sizes=\"(max-width: 705px) 100vw, 705px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u06cc\u0645 \u060c \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 SVM \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a. \u0645\u0627 \u0627\u0632 \u062a\u0627\u0628\u0639 SVC \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 sklearn \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u0627 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c \u06a9\u0631\u0646\u0644 \u062e\u0648\u062f \u0631\u0627 &#8216; rbf &#8216;&nbsp; \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">SVM = SVC(kernel='rbf', random_state=0, gamma=.10, C=1.0)\nSVM.fit(X_train_standard, y_train)\nprint('Accuracy of our SVM model on the training data is {:.2f} out of 1'.format(SVM.score(X_train_standard, y_train)))\nprint('Accuracy of our SVM model on the test data is {:.2f} out of 1'.format(SVM.score(X_test_standard, y_test)))<br><br><\/pre>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0647 \u062f\u0642\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u06cc\u0645\u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u062c\u0633\u0645 \u0645\u062f\u0644 SVM \u0645\u0627\u0633\u062a. \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u062a\u0627\u0628\u0639\u06cc \u0628\u0647 \u0646\u0627\u0645 ()decision_plot \u0648 \u0639\u0628\u0648\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0632 \u0622\u0646 \u060c \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 :<\/p>\n<p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import warnings\ndef versiontuple(version):\n   return tuple(map(int, (version.split(\".\"))))\ndef decision_plot(X, y, classifier, test_idx=None, resolution=0.02):\n   # setup marker generator and color map\n   markers = ('s', 'x', 'o', '^', 'v')\n   colors = ('red', 'blue', 'green', 'gray', 'cyan')\n   cmap = ListedColormap(colors[:len(np.unique(y))])\n   # plot the decision surface\n   x1min, x1max = X[:, 0].min() - 1, X[:, 0].max() + 1\n   x2min, x2max = X[:, 1].min() - 1, X[:, 1].max() + 1\n   xx1, xx2 = np.meshgrid(np.arange(x1min, x1max, resolution),\n                 np.arange(x2min, x2max, resolution))\n   Z = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n   Z = Z.reshape(xx1.shape)\n   plt.contourf(xx1, xx2, Z, alpha=0.4, cmap=cmap)\n   plt.xlim(xx1.min(), xx1.max())\n   plt.ylim(xx2.min(), xx2.max())\n   for idx, cl in enumerate(np.unique(y)):\n      plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1],\n              alpha=0.8, c=cmap(idx),\n              marker=markers[idx], label=cl)<\/pre>\n<p style=\"text-align: justify;\">\n<\/p><p style=\"text-align: justify;\"><strong>\u06a9\u062f:<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">decision_plot(X_test_standard, y_test, SVM)<\/pre>\n<p style=\"text-align: justify;\">\n<\/p><p style=\"text-align: justify\"><strong>\u062e\u0631\u0648\u062c\u06cc:<\/strong><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"597\" height=\"361\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0646\u062a\u06cc\u062c\u0647-SVM.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u062a\u06cc\u062c\u0647 SVM\" class=\"wp-image-9573\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0646\u062a\u06cc\u062c\u0647-SVM.png 597w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0646\u062a\u06cc\u062c\u0647-SVM-300x181.png 300w\" sizes=\"(max-width: 597px) 100vw, 597px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: center;\"><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/convolutional-neural-networks-tutorial\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc<\/a> &#8211; \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635 \u0634\u062f\u0646 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f<\/strong><\/p>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B2%D8%A7%DB%8C%D8%A7_%D9%88_%D9%85%D8%B9%D8%A7%DB%8C%D8%A8_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86\"><\/span><strong>\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u0628\u0631\u062f\u0627\u0631 \u0645\u0627\u0634\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B2%D8%A7%DB%8C%D8%A7%DB%8C_SVM\"><\/span><strong>\u0645\u0632\u0627\u06cc\u0627\u06cc <\/strong><strong>SVM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul style=\"text-align: justify;\">\n<li>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0634\u062f\u0647 : \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u0627\u0647\u06cc\u062a \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062d\u062f\u0628 \u060c \u0631\u0627\u0647 \u062d\u0644 \u060c \u0647\u0645\u06cc\u0634\u0647 \u062d\u062f\u0627\u0642\u0644 \u0633\u0631\u0627\u0633\u0631\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u0648 \u0646\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u062d\u0644\u06cc.<\/li>\n<li>\u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627 : \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0647 \u0622\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u060c \u0686\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0686\u0647 \u0627\u0632 \u0645\u062a\u0644\u0628.<\/li>\n<li>SVM \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0627\u067e\u0630\u06cc\u0631 \u062e\u0637\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062c\u062f\u0627\u067e\u0630\u06cc\u0631 \u063a\u06cc\u0631\u062e\u0637\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0627\u067e\u0630\u06cc\u0631 \u062e\u0637\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0633\u062e\u062a \u0627\u0633\u062a \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0627\u067e\u0630\u06cc\u0631 \u063a\u06cc\u0631\u062e\u0637\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0646\u0631\u0645 \u0627\u0633\u062a.<\/li>\n<li>SVM \u0647\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u06cc\u0645\u0647 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0645\u0646\u0627\u0637\u0642\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0633\u062a\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0633\u0627\u0644\u0647 \u0641\u0642\u0637 \u0628\u0647 \u06cc\u06a9 \u0634\u0631\u0637 \u0628\u0631\u0627\u06cc \u0645\u0634\u06a9\u0644 \u06a9\u0645\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 SVM Transductive \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/li>\n<li>\u0646\u06af\u0627\u0634\u062a \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u06cc\u06a9 \u0628\u0627\u0631 \u0628\u0631 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u062f\u0644 \u06a9\u0644\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0627 \u06a9\u0645\u06a9 \u062a\u0631\u0641\u0646\u062f \u06a9\u0631\u0646\u0644\u060c SVM \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u06af\u0627\u0634\u062a \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0636\u0631\u0628 \u0646\u0642\u0637\u0647 \u0633\u0627\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\n<\/p><h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D8%A7%DB%8C%D8%A8_SVM\"><\/span><strong>\u0645\u0639\u0627\u06cc\u0628 <\/strong><strong>SVM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul style=\"text-align: justify;\">\n<li>SVM \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0631\u062a\u06cc\u0628\u06cc \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u062f\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li>SVM \u062f\u0631 \u062d\u0627\u0644\u062a \u0639\u0627\u062f\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0642\u062f\u0627\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u0634\u0627\u0628\u0647 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0627\u0633\u062a\u060c \u0631\u0627 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0648\u0636\u06cc\u062d \u0632\u06cc\u0627\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u0646\u0645\u06cc \u062f\u0647\u062f \u0628\u0627 \u0648\u062c\u0648\u062f \u0627\u06cc\u0646 \u06a9\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0645\u0647\u0645 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u0646\u0644 \u0634\u0627\u06cc\u062f \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0628\u0631\u062f\u0627\u0631 \u0645\u0627\u0634\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0628\u0627\u0634\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0631\u0646\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u0646\u0644 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p style=\"text-align: center;\"><strong>\u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/recurrent-neural-network\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc<\/a> \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0622\u0646 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f<\/strong><\/p>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%86%DA%AF%D9%88%D9%86%D9%87_%D9%BE%D8%A7%D8%B1%D8%A7%D9%85%D8%AA%D8%B1%D9%87%D8%A7%DB%8C_SVM_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D9%85%D8%9F\"><\/span><strong>\u0686\u06af\u0648\u0646\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc <\/strong><strong>SVM<\/strong><strong> \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"_%DA%A9%D8%B1%D9%86%D9%84\"><\/span><strong>&nbsp;<\/strong><strong>\u06a9\u0631\u0646\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u06a9\u0631\u0646\u0644 \u062f\u0631 SVM \u0648\u0638\u06cc\u0641\u0647 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0641\u0631\u0645\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u062f\u0627\u0631\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0631\u0646\u0644 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 SVM \u062a\u0648\u0627\u0628\u0639 \u062e\u0637\u06cc \u060c \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc \u0648 \u067e\u0627\u06cc\u0647 \u0634\u0639\u0627\u0639\u06cc (RBF) \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u063a\u06cc\u0631\u062e\u0637\u06cc \u060c \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 RBF \u0648 \u0686\u0646\u062f \u062c\u0645\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u0631\u0646\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627\u0647\u06cc\u062a \u063a\u06cc\u0631\u062e\u0637\u06cc \u062f\u0627\u0631\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%B8%D9%85_%D8%B3%D8%A7%D8%B2%DB%8C_Regularization\"><\/span><strong>\u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc <\/strong><strong>&nbsp;( Regularization )<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0622\u0646 \u062f\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc C Scikit-learn \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. C \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062c\u0631\u06cc\u0645\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u062e\u0637\u0627 \u06cc\u0627 \u0647\u0631 \u0634\u06a9\u0644\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631\u06a9 \u06a9\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062e\u0637\u0627 \u062a\u0627 \u0686\u0647 \u062d\u062f \u0642\u0627\u0628\u0644\u200c\u062a\u062d\u0645\u0644 \u0627\u0633\u062a. \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646\u060c \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u0633\u0627\u0631\u062a \u0628\u06cc\u0646 \u0639\u0628\u0627\u0631\u062a \u0627\u0634\u062a\u0628\u0627\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0648 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0631\u0627 \u062e\u0646\u062b\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 C \u06a9\u0648\u0686\u06a9\u062a\u0631 \u060c \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u06a9\u0645 \u062d\u0627\u0634\u06cc\u0647 \u0648 \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 C \u0628\u0632\u0631\u06af\u062a\u0631 \u060c \u0627\u0628\u0631\u0635\u0641\u062d\u0647 \u0627\u06cc \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%AF%D8%A7%D9%85%D8%A7\"><\/span><strong>\u06af\u0627\u0645\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645\u062a\u0631 \u06af\u0627\u0645\u0627 \u060c \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0646\u0627\u0645\u062a\u0646\u0627\u0633\u0628 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0639\u06a9\u0633 \u060c \u0645\u0642\u062f\u0627\u0631 \u06af\u0627\u0645\u0627 \u0632\u06cc\u0627\u062f \u060c \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u0646\u0627\u0633\u0628 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645 \u06af\u0627\u0645\u0627 \u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u062c\u062f\u0627\u06a9\u0646\u0646\u062f\u0647 \u060c \u0641\u0642\u0637 \u0628\u0647 \u0646\u0642\u0627\u0637 \u0646\u0632\u062f\u06cc\u06a9 \u062a\u0648\u062c\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0642\u062f\u0627\u0631 \u06af\u0627\u0645\u0627 \u0632\u06cc\u0627\u062f \u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062e\u0637 \u062c\u062f\u0627\u06a9\u0646\u0646\u062f\u0647 \u0646\u0647\u0627\u06cc\u06cc \u060c \u062a\u0645\u0627\u0645 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF_%D9%87%D8%A7%DB%8C_SVM\"><\/span><strong>\u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc <\/strong><strong>SVM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u0628\u0631\u062e\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">SVM \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0645\u0631\u0628\u0639 \u0634\u06a9\u0644 \u06a9\u0647 \u0686\u0647\u0631\u0647 \u0631\u0627 \u0627\u0632 \u0628\u0642\u06cc\u0647 \u062c\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0631\u0627 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"300\" height=\"282\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062a\u0634\u062e\u06cc\u0635-\u0686\u0647\u0631\u0647-\u0628\u0627-SVM.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 SVM\" class=\"wp-image-9574\" title=\"\"><\/figure><\/div>\n\n\n<ul>\n<li style=\"text-align: justify;\">\n<h3><span class=\"ez-toc-section\" id=\"%D8%B7%D8%A8%D9%82%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D9%85%D8%AA%D9%86_%D9%88_%D9%81%D8%B1%D8%A7%D9%85%D8%AA%D9%86\"><\/span><strong>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0648 \u0641\u0631\u0627\u0645\u062a\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u0632 SVM \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u0646\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u0627 \u06a9\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0648 \u0641\u0631\u0627\u0645\u062a\u0646 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0645\u062a\u06cc\u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u060c \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<ul style=\"text-align: justify;\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%DB%8C%D9%88%D8%A7%D9%86%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%DB%8C%DA%A9\"><\/span><strong>\u0628\u06cc\u0648\u0627\u0646\u0641\u0648\u0631\u0645\u0627\u062a\u06cc\u06a9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 <a href=\"https:\/\/fa.wikipedia.org\/wiki\/%D8%A8%DB%8C%D9%88%D8%A7%D9%86%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%DB%8C%DA%A9\" target=\"_blank\" rel=\"noopener noreferrer\">\u0628\u06cc\u0648\u0627\u0646\u0641\u0648\u0631\u0645\u0627\u062a\u06cc\u06a9<\/a> \u060c SVM \u0647\u0627 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u067e\u0631\u0648\u062a\u06cc\u06cc\u0646 \u0648 \u0698\u0646\u0648\u0645 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f. \u0622\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u0698\u0646\u062a\u06cc\u06a9\u06cc \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0634\u06a9\u0644\u0627\u062a \u0628\u06cc\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0622\u0646 \u0647\u0627 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<ul style=\"text-align: justify;\">\n<li>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AF%D8%B3%D8%AA%D8%AE%D8%B7\"><\/span><strong>\u062a\u0634\u062e\u06cc\u0635 \u062f\u0633\u062a\u062e\u0637<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062d\u0648\u0632\u0647 \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u0635\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u062a\u0634\u062e\u06cc\u0635 \u062f\u0633\u062a\u062e\u0637 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"500\" height=\"200\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0639\u062f\u0627\u062f-\u062f\u0633\u062a-\u0646\u0648\u06cc\u0633-\u0628\u0627-SVM.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u0639\u062f\u0627\u062f \u062f\u0633\u062a \u0646\u0648\u06cc\u0633 \u0628\u0627 SVM\" class=\"wp-image-9575\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0639\u062f\u0627\u062f-\u062f\u0633\u062a-\u0646\u0648\u06cc\u0633-\u0628\u0627-SVM.jpg 500w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/11\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0639\u062f\u0627\u062f-\u062f\u0633\u062a-\u0646\u0648\u06cc\u0633-\u0628\u0627-SVM-300x120.jpg 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"%D8%AE%D9%84%D8%A7%D8%B5%D9%87\"><\/span><strong>\u062e\u0644\u0627\u0635\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc SVM \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 SVM \u062f\u0631 \u0632\u0646\u062f\u06af\u06cc \u0631\u0648\u0632\u0645\u0631\u0647 \u062e\u0648\u062f \u0628\u062d\u062b \u06a9\u0631\u062f\u06cc\u0645. \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06a9\u0646\u0648\u0646 \u0634\u0645\u0627 \u0646\u0638\u0631\u06cc\u0647 \u06a9\u0627\u0645\u0644 SVM \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0646\u0638\u0631\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0645\u0627 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/p>\n<p><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/p>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/support-vector-machine-part1-theory\/\">\u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 ( SVM ) &#8211; \u0628\u062e\u0634 \u0627\u0648\u0644 : \u0646\u0638\u0631\u06cc\u0647<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/machine-learning-in-opencv-chapter-5\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 OpenCV : \u062c\u0644\u0633\u0647 \u067e\u0646\u062c\u0645<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/what-is-artificial-intelligence-machine-learning-deep-learning\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/jupyter-notebook-intro\/\">\u062c\u0648\u067e\u06cc\u062a\u0631 : \u062a\u0631\u06a9\u06cc\u0628 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062f\u0647\u0627\u06cc \u0648\u0628<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/natural-language-processing-is-fun-part-2\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062c\u0630\u0627\u0628 \u0627\u0633\u062a! \u0642\u0633\u0645\u062a \u062f\u0648\u0645<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/data-flair.training\/blogs\/svm-support-vector-machine-tutorial\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Data Flair<\/a>\n<\/div><\/div>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;9488&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 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0622\u0645\u0648\u0632\u0634 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 - \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc SVM \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/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: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0632 \u0645\u0628\u062d\u062b \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u0645\u060c \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 SVM \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f. \u0686\u0646\u062f \u0631\u0648\u0632 \u067e\u06cc\u0634\u060c \u06a9\u0648\u062f\u06a9\u06cc \u0631\u0627 \u062f\u06cc\u062f\u0645 \u06a9\u0647 \u067e\u062f\u0631\u0634 \u0627\u0632 \u0645\u06cc\u0648\u0647 \u0641\u0631\u0648\u0634\u06cc\u060c \u0645\u06cc\u0648\u0647 \u0645\u06cc \u062e\u0631\u06cc\u062f. \u06a9\u0648\u062f\u06a9 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a \u062a\u0648\u062a \u0641\u0631\u0646\u06af\u06cc \u0628\u062e\u0648\u0631\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u06cc\u062f \u0628\u06cc\u0646 &hellip;<\/p>\n","protected":false},"author":17,"featured_media":9577,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[195,206,18],"tags":[84,147,152,126],"class_list":["post-9488","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-ml","category-206","category-edu","tag-84","tag-147","tag-152","tag-126"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9488","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=9488"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/9488\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/9577"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=9488"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=9488"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=9488"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}