{"id":18029,"date":"2023-05-25T13:28:18","date_gmt":"2023-05-25T13:28:18","guid":{"rendered":"https:\/\/cmc.qu.edu.iq\/\/?p=18029"},"modified":"2023-05-25T13:28:56","modified_gmt":"2023-05-25T13:28:56","slug":"%d9%86%d8%af%d9%88%d8%a9-%d8%b9%d9%84%d9%85%d9%8a%d8%a9-%d8%a8%d8%b9%d9%86%d9%88%d8%a7%d9%86-%d8%ae%d8%a7%d8%b1%d8%b7%d8%a9-%d8%b7%d8%b1%d9%8a%d9%82-%d8%a7%d9%84%d8%aa%d8%b9%d9%84%d9%85-%d8%a7%d9%84","status":"publish","type":"post","link":"https:\/\/cmc.qu.edu.iq\/?p=18029","title":{"rendered":"\u0646\u062f\u0648\u0629 \u0639\u0644\u0645\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 (\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629)"},"content":{"rendered":"\n<p class=\"has-text-align-right\">\u0628\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0633\u064a\u062f \u0631\u0626\u064a\u0633 \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0643\u0627\u0638\u0645 \u062c\u0628\u0631 \u0627\u0644\u062c\u0628\u0648\u0631\u064a \u0648\u0628\u0625\u0634\u0631\u0627\u0641 \u0627\u0644\u0633\u064a\u062f \u0639\u0645\u064a\u062f \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0636\u064a\u0627\u0621 \u0639\u064a\u062f\u0627\u0646 \u062c\u0628\u0631 \u0627\u0644\u0634\u0645\u0631\u064a\u061b \u0623\u0642\u0627\u0645\u062a \u0648\u062d\u062f\u0629 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629 \u0641\u064a \u0627\u0644\u0643\u0644\u064a\u0629 \u0646\u062f\u0648\u0629\u064b \u0639\u0644\u0645\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 (\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629) \u0639\u0644\u0649 \u0642\u0627\u0639\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0645\u062d\u0645\u062f \u0639\u0628\u0627\u0633 \u0627\u0644\u062c\u0628\u0648\u0631\u064a.<\/p>\n\n\n\n<p class=\"has-text-align-right\">\u062d\u0627\u0636\u0631 \u0641\u064a \u0627\u0644\u0646\u062f\u0648\u0629 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0644\u0627\u0621 \u0637\u0639\u064a\u0645\u0629 \u0639\u0628\u062f \u0627\u0644\u0643\u0627\u0638\u0645 \u0648\u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0623\u0633\u0627\u0645\u0629 \u0645\u062c\u064a\u062f \u0647\u0644\u0627\u0644\u060c \u0648\u0628\u064a\u0651\u0646 \u0627\u0644\u0645\u064f\u062d\u0627\u0636\u0650\u0631\u0627\u0646 \u0623\u0646 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0633\u0628\u0639 \u062e\u0637\u0648\u0627\u062a:<\/p>\n\n\n\n<p class=\"has-text-align-right\">\u0627\u0644\u0623\u0648\u0644\u0649: \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a (\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0627\u0644\u0625\u062d\u062a\u0645\u0627\u0644\u064a\u0629\u060c \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0627\u0644\u062a\u0641\u0627\u0636\u0644 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u2026.).<br>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u062a\u0639\u0644\u0645 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 (\u0628\u0627\u064a\u062b\u0648\u0646 R).<br>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629: \u062a\u0639\u0644\u0645 \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a, ETL , \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a).<br>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629: \u062a\u0639\u0644\u0645 \u0645\u0641\u0627\u0647\u064a\u0645 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 ( \u0627\u0644\u062a\u0635\u0646\u064a\u0641 Classification, \u0627\u0644\u0625\u0646\u062d\u062f\u0627\u0631 regression, \u0627\u0644\u062a\u062c\u0645\u064a\u0639 clustering).<br>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062e\u0627\u0645\u0633\u0629: \u062a\u0639\u0644\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 ( CNN , RNN, GAN , LSTM , Autoencoder, \u2026).<br>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0633\u0627\u062f\u0633\u0629: \u062a\u0639\u0644\u0645 \u0623\u064f\u0637\u064f\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (TensorFlow, PyTorch, Keras, Caffe , \u2026..).<br>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0633\u0627\u0628\u0639\u0629: \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0648\u062c\u0648\u0647, \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 , \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f , \u0643\u0634\u0641 \u0627\u0644\u0646\u0639\u0627\u0633 \u0639\u0646\u062f \u0627\u0644\u0633\u0627\u0626\u0642 , \u2026.. ).<br>\u0647\u0630\u0627 \u0648\u062a\u0636\u0645\u0646\u062a \u0627\u0644\u0648\u0631\u0634\u0629 \u0639\u0631\u0636\u0627 \u0644\u0623\u0647\u0645 \u0627\u0644\u0643\u062a\u0628 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0644\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0644\u0627\u0621 \u0637\u0639\u064a\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0646\u062f\u0648\u0629\u060c \u062a\u0645\u062a \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0623\u0647\u0645 \u0642\u0646\u0648\u0627\u062a \u0627\u0644\u064a\u0648\u062a\u064a\u0648\u0628 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0627\u062d\u062b \u0627\u0644\u0639\u0631\u0628\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-2.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"743\" height=\"474\" data-id=\"18030\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-2.jpg\" alt=\"\" class=\"wp-image-18030\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-2.jpg 743w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-2-300x191.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-2-624x398.jpg 624w\" sizes=\"(max-width: 743px) 100vw, 743px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"18033\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-1024x768.jpg\" alt=\"\" class=\"wp-image-18033\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-1024x768.jpg 1024w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-300x225.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-768x576.jpg 768w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-947x710.jpg 947w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53-624x468.jpg 624w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-53.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"18031\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2-1024x768.jpg\" alt=\"\" class=\"wp-image-18031\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2-1024x768.jpg 1024w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2-300x225.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2-768x576.jpg 768w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2-947x710.jpg 947w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2-624x468.jpg 624w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-2.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"18032\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3-1024x768.jpg\" alt=\"\" class=\"wp-image-18032\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3-1024x768.jpg 1024w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3-300x225.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3-768x576.jpg 768w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3-947x710.jpg 947w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3-624x468.jpg 624w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-3.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"18035\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-1024x768.jpg\" alt=\"\" class=\"wp-image-18035\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-1024x768.jpg 1024w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-300x225.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-768x576.jpg 768w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-947x710.jpg 947w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54-624x468.jpg 624w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-54.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"18034\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2-1024x768.jpg\" alt=\"\" class=\"wp-image-18034\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2-1024x768.jpg 1024w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2-300x225.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2-768x576.jpg 768w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2-947x710.jpg 947w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2-624x468.jpg 624w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-2.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"18036\" src=\"https:\/\/cmc.qu.edu.iq\/\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3-1024x768.jpg\" alt=\"\" class=\"wp-image-18036\" srcset=\"https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3-1024x768.jpg 1024w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3-300x225.jpg 300w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3-768x576.jpg 768w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3-947x710.jpg 947w, https:\/\/cmc.qu.edu.iq\/wp-content\/uploads\/2023\/05\/photo_2023-05-24_20-20-55-3-624x468.jpg 624w, 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