{"id":55933,"date":"2023-09-13T12:46:26","date_gmt":"2023-09-13T09:46:26","guid":{"rendered":"https:\/\/ihcoedu.uobaghdad.edu.iq\/?p=55933"},"modified":"2024-06-05T14:47:13","modified_gmt":"2024-06-05T11:47:13","slug":"%d8%a8%d8%b9%d8%b6-%d8%b7%d8%b1%d9%82-%d8%a7%d9%84%d8%aa%d8%b5%d9%86%d9%8a%d9%81%d8%a7%d8%aa-%d9%88%d8%aa%d8%b7%d8%a8%d9%8a%d9%82%d8%a7%d8%aa%d9%87%d8%a7-%d8%b9%d9%84%d9%89-%d9%85%d8%ac%d9%85%d9%88","status":"publish","type":"post","link":"https:\/\/ihcoedu.uobaghdad.edu.iq\/?p=55933","title":{"rendered":"\u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u062a\u062a\u0648\u0635\u0644 \u0627\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column][vc_column_text]<\/p>\n<p style=\"text-align: justify;\"><strong><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-55941 size-full\" src=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-\u062a\u06462.jpg\" alt=\"\" width=\"1080\" height=\"720\" srcset=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-\u062a\u06462.jpg 1080w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-\u062a\u06462-300x200.jpg 300w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-\u062a\u06462-1024x683.jpg 1024w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-\u062a\u06462-768x512.jpg 768w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-\u062a\u06462-600x400.jpg 600w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>\u0646\u0627\u0642\u0634 \u0642\u0633\u0645 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u0628\u064a\u0629 \u0644\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0635\u0631\u0641\u0629 (\u0627\u0628\u0646 \u0627\u0644\u0647\u064a\u062b\u0645) \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 ( \u0628\u0639\u0636 \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 ) \u0644\u0644\u0637\u0627\u0644\u0628\u0629 ( \u0633\u0631\u0648\u0631 \u0641\u0627\u0626\u0642 \u0645\u062d\u0645\u062f ) \u0627\u0644\u062a\u064a \u0627\u0646\u062c\u0632\u062a\u0647\u0627 \u0628\u0627\u0634\u0631\u0627\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0633\u064a \u0641\u064a \u0627\u0644\u0642\u0633\u0645 ( \u0623.\u0645.\u062f. \u063a\u062f\u064a\u0631 \u062c\u0627\u0633\u0645 \u0645\u062d\u0645\u062f ) \u0648\u0646\u0648\u0642\u0634\u062a \u0645\u0646 \u0642\u0628\u0644 \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0645\u0628\u064a\u0646 \u0627\u0639\u0636\u0627\u0626\u0647\u0627 \u0641\u064a \u0645\u0627 \u064a\u0623\u062a\u064a :<\/strong><\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>\u0623.\u0645.\u062f. \u0628\u064a\u062f\u0627\u0621 \u0639\u0637\u064a\u0629 \u062e\u0644\u0641 &#8211; \u0631\u0626\u064a\u0633\u0627<\/strong><\/li>\n<li><strong>\u0623.\u0645.\u062f \u062d\u0627\u0632\u0645 \u063a\u0636\u064a\u0628 \u0643\u0627\u0644\u0637 &#8211; \u0639\u0636\u0648\u0627<\/strong><\/li>\n<li><strong>\u0623.\u0645 \u0627\u0644\u0627\u0621 \u0645\u0627\u062c\u062f \u062d\u0645\u062f &#8211; \u0639\u0636\u0648\u0627<\/strong><\/li>\n<li><strong>\u0623.\u0645.\u062f. \u063a\u062f\u064a\u0631 \u062c\u0627\u0633\u0645 \u0645\u062d\u0645\u062f &#8211; \u0639\u0636\u0648\u0627 \u0648 \u0645\u0634\u0631\u0641\u0627<\/strong><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\"><strong><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-55936 size-full\" src=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-1.jpg\" alt=\"\" width=\"1080\" height=\"720\" srcset=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-1.jpg 1080w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-1-300x200.jpg 300w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-1-1024x683.jpg 1024w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-1-768x512.jpg 768w, https:\/\/ihcoedu.uobaghdad.edu.iq\/wp-content\/uploads\/sites\/27\/2023\/09\/\u0633\u0631\u0648\u0631-\u0641\u0627\u0626\u0642-\u0645\u062d\u0645\u062f-\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a-1-600x400.jpg 600w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>\u0648\u062a\u0647\u062f\u0641 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0649 :<\/strong><\/p>\n<ol style=\"text-align: justify;\">\n<li><strong>\u062a\u062d\u062f\u064a\u062b \u0623\u0646\u0638\u0645\u0647 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629 (SVMs) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u0628\u0639\u0636 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0646\u0648\u0627\u0629 \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629\u060c \u0648\u0647\u064a: \u0623\u0633\u0627\u0633 \u062e\u0637\u064a\u060c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062d\u062f\u0648\u062f\u060c \u0634\u0639\u0627\u0639\u064a\u060c \u0648\u0646\u0648\u0627\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a.<\/strong><\/li>\n<\/ol>\n<ol style=\"text-align: justify;\" start=\"2\">\n<li><strong>\u0644\u062a\u0648\u0636\u064a\u062d \u0648\u062a\u0644\u062e\u064a\u0635 \u062a\u0635\u0646\u064a\u0641 SVM \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a \u0646\u0645\u0648\u0630\u062c \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u064a\u0644 \u0627\u0644\u0646\u0648\u0627\u0629.<\/strong><\/li>\n<\/ol>\n<ol style=\"text-align: justify;\" start=\"3\">\n<li><strong>\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u0627\u0643\u0627\u0629 \u0628\u0623\u062d\u062c\u0627\u0645 \u0639\u064a\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 SVM \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a \u0648\u0627\u062b\u0646\u064a\u0646 \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/strong><\/li>\n<\/ol>\n<ol style=\"text-align: justify;\" start=\"4\">\n<li><strong>\u0644\u062a\u062d\u062f\u064a\u062b \u0623\u0646\u0638\u0645\u0647 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629 (SVMs) \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a.<\/strong><\/li>\n<\/ol>\n<ol style=\"text-align: justify;\" start=\"5\">\n<li><strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0646\u0647\u062c \u0627\u0644\u062c\u062f\u064a\u062f (ESGD-SVM) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u0627\u0643\u0627\u062a\u064a\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/strong><\/li>\n<\/ol>\n<ol style=\"text-align: justify;\" start=\"6\">\n<li><strong>\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0645\u0639 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649<\/strong><\/li>\n<\/ol>\n<hr \/>\n<ul style=\"text-align: justify;\">\n<li><strong><span style=\"text-decoration: underline;\">\u0645\u0633\u062a\u062e\u0644\u0635 \u0627\u0644\u0628\u062d\u062b :<\/span><\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><strong>\u0627\u0646 \u0645\u0635\u0637\u0644\u062d Support Vector Machine (SVM) \u064a\u0634\u064a\u0631 \u0627\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0643\u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0648\u0630\u0644\u0643 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062f \u0623\u0641\u0636\u0644 \u0645\u0633\u062a\u0648\u0649 \u0641\u0627\u0626\u0642 \u0628\u064a\u0646 \u0627\u062b\u0646\u064a\u0646 \u0623\u0648\u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a. \u0628\u0627\u0644\u0623\u0636\u0627\u0641\u0629 \u0627\u0644\u0649 \u0630\u0644\u0643\u060c \u0623\u0646 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0630\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062f\u0642\u0629 \u063a\u064a\u0631 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0648\u0642\u062a. \u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628 \u062a\u0647\u062a\u0645 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 SVM \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627. \u062d\u064a\u062b \u062a\u062a\u0623\u0644\u0641 \u0647\u0630\u0647 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u062c\u0632\u0626\u064a\u0646 \u0627\u0633\u0627\u0633\u064a\u064a\u0646.<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>\u0648\u062a\u0636\u0645\u0646\u00a0 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0627\u0648\u0644 \u062a\u062d\u062f\u064a\u062b SVM \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642 \u0628\u0639\u0636 Kernel Transformation \u0648\u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644: Linear, Polynomial, Sigmoid, Gaussian. \u062d\u064a\u062b \u062a\u0645 \u062a\u0648\u0636\u064a\u062d \u0648\u062a\u0644\u062e\u064a\u0635 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0628\u0623\u0633\u062a\u062e\u062f\u0627\u0645 SVM \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Transformation Kernel. \u062a\u0645 \u0641\u062d\u0635 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0628\u0623\u0633\u062a\u062e\u062f\u0627\u0645 \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 (Simulation) \u0630\u0627\u062a \u0639\u064a\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u0639\u062f\u062f \u0648\u0647\u064a (200,100,50) \u0639\u064a\u0646\u0629. \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u062a\u0645\u062a \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0645\u0639 \u0627\u062b\u0646\u064a\u0646 \u0645\u0646 \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u0627\u0645 \u0648\u0647\u064a Logistic Regression \u00a0\u0648 \u00a0Na\u00efve Bayes. \u0648\u0623\u0638\u0647\u0631\u062a \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0628\u0623\u0646\u0647 \u0637\u0631\u064a\u0642\u0629 SVM \u0623\u0639\u0637\u062a \u0646\u062a\u0627\u0626\u062c \u0623\u0641\u0636\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u062d\u0635 \u0627\u0644\u062d\u0633\u0627\u0633\u064a\u0629 (Sensitivity) \u0648\u0627\u0644\u0646\u0648\u0639\u064a\u0629 (Specificity)\u0648\u0627\u0644\u062f\u0642\u0629 (Accuracy) \u0648\u0627\u0633\u062a\u063a\u0631\u0627\u0642 \u0627\u0644\u0648\u0642\u062a (Time consuming) .<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>\u0623\u0645\u0627 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u062b\u0627\u0646\u064a \u0645\u0646 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0641\u0642\u062f \u062a\u0645 \u0627\u0639\u062a\u0645\u0627\u062f SVM \u0644\u062a\u0648\u0638\u064a\u0641\u0647\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u062f\u0631\u062c \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a Gradient decent (GD) \u0648 Stochastic Gradient Decent (SGD) . \u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0637\u0631\u064a\u0642\u0629 SGD \u0648\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u062f\u0631\u062c \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0645\u062d\u0633\u0646 (Enhanced Stochastic Gradient Decent (ESGD)) \u0648\u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629. \u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0644\u0628 \u0648\u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0645\u0646 \u0645\u0648\u0642\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0627\u0631\u0641\u0627\u0631\u062f. \u062a\u0645\u062a \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 (ESGD_SVM) \u0645\u0639 \u0637\u0631\u0642 \u062a\u0635\u0646\u064a\u0641 \u0623\u062e\u0631\u0649 \u0648\u0647\u064a: Logistic Regression, K-nearest Neighbors, and Na\u00efve Bayes. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u062d\u0635 \u0627\u0644\u062d\u0633\u0627\u0633\u064a\u0629 (Sensitivity) \u0648\u0627\u0644\u0646\u0648\u0639\u064a\u0629 (Specificity) \u0648\u0627\u0644\u062f\u0642\u0629 (Accuracy) \u00a0\u0648\u0627\u0633\u062a\u063a\u0631\u0627\u0642 \u0627\u0644\u0648\u0642\u062a, (Time consuming) \u062a\u0628\u064a\u0646 \u0627\u0646 \u0637\u0631\u064a\u0642\u0629 ESGD_SVM \u0623\u0639\u0637\u062a \u0627\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/strong><\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/4&#8243;]<div class=\"cz_gap clr \" style=\"height: 25px\"><\/div><div class=\"cz_btn_block\"><div class=\"cz_84582_p\"><a id=\"cz_84582\" class=\"cz_84582 cz_btn cz_btn_txt_no_fx cz_btn_no_fx\" href=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/?page_id=23214\"><span><strong>\u0627\u0642\u0633\u0627\u0645 \u0627\u0644\u0643\u0644\u064a\u0629<\/strong><\/span><b class=\"cz_btn_onhover\"><strong>\u0627\u0642\u0633\u0627\u0645 \u0627\u0644\u0643\u0644\u064a\u0629<\/strong><\/b><\/a><\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"cz_gap clr \" style=\"height: 25px\"><\/div><div class=\"cz_btn_block\"><div class=\"cz_60769_p\"><a id=\"cz_60769\" class=\"cz_60769 cz_btn cz_btn_txt_no_fx cz_btn_no_fx\" href=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/?page_id=35734\" title=\"\u0627\u0644\u0627\u062e\u0628\u0627\u0631\" aria-label=\"\u0627\u0644\u0627\u062e\u0628\u0627\u0631\"><span><strong>\u0634\u0624\u0648\u0646 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627<\/strong><\/span><b class=\"cz_btn_onhover\"><strong>\u0634\u0624\u0648\u0646 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627<\/strong><\/b><\/a><\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"cz_gap clr \" style=\"height: 25px\"><\/div><div class=\"cz_btn_block\"><div class=\"cz_44316_p\"><a id=\"cz_44316\" class=\"cz_44316 cz_btn cz_btn_txt_no_fx cz_btn_no_fx\" href=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/?page_id=30387\" title=\"\u0627\u0644\u0627\u062e\u0628\u0627\u0631\" aria-label=\"\u0627\u0644\u0627\u062e\u0628\u0627\u0631\"><span><strong>\u0627\u0644\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u0629<\/strong><\/span><b class=\"cz_btn_onhover\"><strong>\u0627\u0644\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u0629<\/strong><\/b><\/a><\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"cz_gap clr \" style=\"height: 25px\"><\/div><div class=\"cz_btn_block\"><div class=\"cz_16102_p\"><a id=\"cz_16102\" class=\"cz_16102 cz_btn cz_btn_txt_no_fx cz_btn_no_fx\" href=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/?page_id=48426\" title=\"\u0627\u0644\u0627\u062e\u0628\u0627\u0631\" aria-label=\"\u0627\u0644\u0627\u062e\u0628\u0627\u0631\"><span><strong>\u0627\u0644\u0627\u062e\u0628\u0627\u0631<\/strong><\/span><b class=\"cz_btn_onhover\"><strong>\u0627\u0644\u0627\u062e\u0628\u0627\u0631<\/strong><\/b><\/a><\/div><\/div>[\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text] \u0646\u0627\u0642\u0634 \u0642\u0633\u0645 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u0628\u064a\u0629 \u0644\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0635\u0631\u0641\u0629 (\u0627\u0628\u0646 \u0627\u0644\u0647\u064a\u062b\u0645) \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 ( \u0628\u0639\u0636 \u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0639\u0644\u0649&#8230;.<a class=\"cz_readmore\" href=\"https:\/\/ihcoedu.uobaghdad.edu.iq\/?p=55933\"><i class=\"fa fa-angle-left\" aria-hidden=\"true\"><\/i><span>\u0627\u0644\u0645\u0632\u064a\u062f<\/span><\/a><\/p>\n","protected":false},"author":25,"featured_media":55938,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"no","_lmt_disable":"","footnotes":""},"categories":[44,103,7,59,98,81,16],"tags":[23,117,61,49],"class_list":["post-55933","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-44","category-9----","category-7","category-59","category-98","category-math-dept","category-16","tag-ihcoedu","tag-117","tag-61","tag-math"],"modified_by":"ihcoedu","_links":{"self":[{"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/55933","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=55933"}],"version-history":[{"count":0,"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/55933\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=\/wp\/v2\/media\/55938"}],"wp:attachment":[{"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=55933"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=55933"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihcoedu.uobaghdad.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=55933"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}