{"id":75077,"date":"2023-05-25T06:21:12","date_gmt":"2023-05-25T06:21:12","guid":{"rendered":"https:\/\/qu.edu.iq\/?p=75077"},"modified":"2023-11-09T19:19:02","modified_gmt":"2023-11-09T19:19:02","slug":"%d9%83%d9%84%d9%8a%d8%a9-%d8%b9%d9%84%d9%88%d9%85-%d8%a7%d9%84%d8%ad%d8%a7%d8%b3%d9%88%d8%a8-%d9%88%d8%aa%d9%83%d9%86%d9%88%d9%84%d9%88%d8%ac%d9%8a%d8%a7-%d8%a7%d9%84%d9%85%d8%b9%d9%84%d9%88%d9%85-85","status":"publish","type":"post","link":"https:\/\/qu.edu.iq\/?p=75077","title":{"rendered":"\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 \u0628\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629 \u062a\u0642\u064a\u0645 \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":"<p>&nbsp;<\/p>\n<p>\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<\/p>\n<p>\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.<br \/>\n\u200f\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<\/p>\n<p>\u062a\u0647\u062f\u0641 \u0627\u0644\u0646\u062f\u0648\u0629 \u0627\u0644\u0649 \u0623\u0646 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<br \/>\n\u200f\u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0633\u0628\u0639 \u062e\u0637\u0648\u0627\u062a:<br \/>\n\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 ) .<br \/>\n\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 \/>\n\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 \/>\n\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).<\/p>\n<p>\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 \/>\n\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 , ).<\/p>\n<p>\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<br \/>\n(\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 , &#8230;.. ).<\/p>\n<p>\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<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5A8B45ED-C857-4B47-8BA4-F08355001355.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-75078\" src=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5A8B45ED-C857-4B47-8BA4-F08355001355-300x225.jpeg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5A8B45ED-C857-4B47-8BA4-F08355001355-300x225.jpeg 300w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5A8B45ED-C857-4B47-8BA4-F08355001355-1024x768.jpeg 1024w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5A8B45ED-C857-4B47-8BA4-F08355001355-768x576.jpeg 768w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5A8B45ED-C857-4B47-8BA4-F08355001355.jpeg 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a> <a href=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5D1E64DF-E87F-4523-97B2-800A17C1E3C6.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-75079\" src=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5D1E64DF-E87F-4523-97B2-800A17C1E3C6-300x191.jpeg\" alt=\"\" width=\"300\" height=\"191\" srcset=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5D1E64DF-E87F-4523-97B2-800A17C1E3C6-300x191.jpeg 300w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/5D1E64DF-E87F-4523-97B2-800A17C1E3C6.jpeg 743w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a> <a href=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/F8E0FE73-0702-48DA-9852-9D68641370ED.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-75080\" src=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/F8E0FE73-0702-48DA-9852-9D68641370ED-300x225.jpeg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/F8E0FE73-0702-48DA-9852-9D68641370ED-300x225.jpeg 300w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/F8E0FE73-0702-48DA-9852-9D68641370ED-1024x768.jpeg 1024w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/F8E0FE73-0702-48DA-9852-9D68641370ED-768x576.jpeg 768w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/F8E0FE73-0702-48DA-9852-9D68641370ED.jpeg 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a> <a href=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/FD313EE1-BA8D-4CA1-BDD4-123B548F577C.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-75081\" src=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/FD313EE1-BA8D-4CA1-BDD4-123B548F577C-300x225.jpeg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/FD313EE1-BA8D-4CA1-BDD4-123B548F577C-300x225.jpeg 300w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/FD313EE1-BA8D-4CA1-BDD4-123B548F577C-1024x768.jpeg 1024w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/FD313EE1-BA8D-4CA1-BDD4-123B548F577C-768x576.jpeg 768w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/FD313EE1-BA8D-4CA1-BDD4-123B548F577C.jpeg 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a> <a href=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/E8D38B0E-FF87-4279-A4DC-A213625A9543.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-75082\" src=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/E8D38B0E-FF87-4279-A4DC-A213625A9543-300x225.jpeg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/E8D38B0E-FF87-4279-A4DC-A213625A9543-300x225.jpeg 300w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/E8D38B0E-FF87-4279-A4DC-A213625A9543-1024x768.jpeg 1024w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/E8D38B0E-FF87-4279-A4DC-A213625A9543-768x576.jpeg 768w, https:\/\/qu.edu.iq\/wp-content\/uploads\/2023\/05\/E8D38B0E-FF87-4279-A4DC-A213625A9543.jpeg 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; \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 &#8230; <a class=\"cz_readmore\" href=\"https:\/\/qu.edu.iq\/?p=75077\"><i class=\"fa czico-Icon-Navigation-Chevron-Left\" aria-hidden=\"true\"><\/i><span>\u0627\u0642\u0631\u0623 \u0623\u0643\u062b\u0631<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":75082,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-75077","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/75077","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=75077"}],"version-history":[{"count":1,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/75077\/revisions"}],"predecessor-version":[{"id":79528,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/75077\/revisions\/79528"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=\/wp\/v2\/media\/75082"}],"wp:attachment":[{"href":"https:\/\/qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=75077"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=75077"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=75077"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}