{"id":26585,"date":"2025-11-29T00:01:34","date_gmt":"2025-11-28T23:01:34","guid":{"rendered":"https:\/\/jobsdz.com\/2025\/11\/%d8%a7%d9%84%d9%85%d9%87%d8%a7%d8%b1%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d9%82%d9%86%d9%8a%d8%a9-%d8%a7%d9%84%d8%a3%d9%83%d8%ab%d8%b1-%d8%b7%d9%84%d8%a8%d8%a7%d9%8b-%d9%81%d9%8a-%d8%b3%d9%88%d9%82-%d8%a7\/"},"modified":"2025-11-29T00:01:34","modified_gmt":"2025-11-28T23:01:34","slug":"%d8%a7%d9%84%d9%85%d9%87%d8%a7%d8%b1%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d9%82%d9%86%d9%8a%d8%a9-%d8%a7%d9%84%d8%a3%d9%83%d8%ab%d8%b1-%d8%b7%d9%84%d8%a8%d8%a7%d9%8b-%d9%81%d9%8a-%d8%b3%d9%88%d9%82-%d8%a7","status":"publish","type":"post","link":"https:\/\/jobsdz.com\/ar\/2025\/11\/%d8%a7%d9%84%d9%85%d9%87%d8%a7%d8%b1%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d9%82%d9%86%d9%8a%d8%a9-%d8%a7%d9%84%d8%a3%d9%83%d8%ab%d8%b1-%d8%b7%d9%84%d8%a8%d8%a7%d9%8b-%d9%81%d9%8a-%d8%b3%d9%88%d9%82-%d8%a7\/","title":{"rendered":"\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 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\u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (AI &#038; Machine Learning) &#8211; \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u062c\u062f\u064a\u062f \u0644\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0639\u0627\u0644\u0645\u064a<\/h2>\n<p>\u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u0630\u0643\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (ML)\u060c \u0642\u062f \u062a\u062a\u0628\u0627\u062f\u0631 \u0625\u0644\u0649 \u0627\u0644\u0623\u0630\u0647\u0627\u0646 \u0635\u0648\u0631 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0623\u0648 \u0627\u0644\u062e\u064a\u0627\u0644 \u0627\u0644\u0639\u0644\u0645\u064a. \u0644\u0643\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0623\u0635\u0628\u062d\u062a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a 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\u0627\u0644\u0645\u0633\u062a\u0634\u0641\u064a\u0627\u062a. \u0627\u0643\u062a\u0633\u0627\u0628 \u0645\u0647\u0627\u0631\u0627\u062a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u064a\u0641\u062a\u062d \u0627\u0644\u0623\u0628\u0648\u0627\u0628 \u0623\u0645\u0627\u0645 \u0623\u062f\u0648\u0627\u0631 \u0648\u0638\u064a\u0641\u064a\u0629 \u0647\u064a \u0627\u0644\u0623\u0639\u0644\u0649 \u0623\u062c\u0631\u0627\u064b \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0623\u062b\u064a\u0631\u0627\u064b \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u064a\u0648\u0645.<\/p>\n<h3>\u0645\u0627 \u0647\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u061f<\/h3>\n<p>\u0628\u0639\u064a\u062f\u0627\u064b \u0639\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u062a\u0628\u0633\u064a\u0637 \u0647\u0630\u0647 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0644\u0641\u0647\u0645 \u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u064a:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (Artificial Intelligence):<\/strong> \u0647\u0648 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0623\u0648\u0633\u0639 \u0627\u0644\u0630\u064a \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0642\u062f\u0631\u0629 \u0627\u0644\u0622\u0644\u0627\u062a \u0639\u0644\u0649 \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0645\u062b\u0644 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a.<\/li>\n<li><strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning):<\/strong> \u0647\u0648 \u0641\u0631\u0639 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0633\u0645\u062d \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062f\u0648\u0646 \u0623\u0646 \u062a\u062a\u0645 \u0628\u0631\u0645\u062c\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d \u0644\u0643\u0644 \u0645\u0647\u0645\u0629. \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a: \u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0627\u0644\u0630\u064a \u064a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0648\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0632\u0639\u062c\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0622\u0644\u0627\u0641 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning):<\/strong> \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u0627\u064b \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0646\u0647 \u0627\u0644\u0645\u062d\u0631\u0643 \u0648\u0631\u0627\u0621 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0643\u0644\u0627\u0645 \u0648\u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629.<\/li>\n<li><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (Natural Language Processing &#8211; NLP):<\/strong> \u0647\u064a \u0642\u062f\u0631\u0629 \u0627\u0644\u0622\u0644\u0627\u062a \u0639\u0644\u0649 \u0641\u0647\u0645 \u0648\u062a\u0641\u0633\u064a\u0631 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0635\u0648\u062a\u064a\u064a\u0646 (\u0645\u062b\u0644 Siri \u0648 Alexa) \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0645\u0634\u0627\u0639\u0631 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0645\u0631\u0627\u062c\u0639\u0627\u062a\u0647\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/li>\n<\/ul>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0644\u0649 \u0631\u0623\u0633 \u0627\u0644\u0642\u0627\u0626\u0645\u0629\u061f<\/h3>\n<p>\u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0635\u064a\u062d\u0629 \u0639\u0627\u0628\u0631\u0629\u060c \u0628\u0644 \u0647\u0648 \u0646\u062a\u064a\u062c\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0647\u0627\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0636\u064a\u0641\u0648\u0646\u0647\u0627 \u0644\u0644\u0623\u0639\u0645\u0627\u0644. \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0628\u0646\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0643\u062a\u0633\u0628 \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u062d\u0627\u0633\u0645\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0630\u0643\u064a\u0629:<\/strong> \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0631\u0631 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0644\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0648\u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645:<\/strong> \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0624\u0649 \u0639\u0645\u064a\u0642\u0629 \u0645\u0646 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645 \u062a\u0643\u0646 \u0645\u0645\u0643\u0646\u0629 \u0645\u0646 \u0642\u0628\u0644\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0633\u0631\u0639\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0641\u0627\u0626\u0642:<\/strong> \u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u0648\u0644\u0627\u0626\u0647\u0645 \u0648\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u062d\u0648\u064a\u0644.<\/li>\n<li><strong>\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a:<\/strong> \u062a\u0637\u0648\u064a\u0631 \u0645\u0646\u062a\u062c\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<p>\u0644\u0644\u0645\u0647\u062a\u0645\u064a\u0646 \u0628\u0627\u0644\u062a\u0639\u0645\u0642 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0648\u0627\u0639\u062f\u060c \u064a\u0642\u062f\u0645 \u0645\u0642\u0627\u0644\u0646\u0627 \u062d\u0648\u0644 <a href=\"https:\/\/jobsdz.com\/?p=26577\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0628\u062f\u0621 \u0648\u0627\u0644\u0646\u062c\u0627\u062d<\/a> \u0646\u0638\u0631\u0629 \u0645\u0641\u0635\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0649 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629.<\/p>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> &#8220;\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0623\u062e\u0635\u0627\u0626\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0627 \u062a\u0643\u0645\u0646 \u0641\u064a \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0623\u0639\u0642\u062f \u0627\u0644\u0634\u0628\u0643\u0627\u062a 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\u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a.&#8221;<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062b\u0627\u0646\u064a: \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (Cloud Computing) &#8211; \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629<\/h2>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 &#8220;\u0627\u0644\u062f\u0645\u0627\u063a&#8221; \u0627\u0644\u0630\u064a \u064a\u0642\u0648\u062f \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0647\u064a &#8220;\u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0639\u0635\u0628\u064a \u0627\u0644\u0645\u0631\u0643\u0632\u064a&#8221; \u0627\u0644\u0630\u064a \u064a\u0645\u0646\u062d\u0647 \u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0644\u0644\u0639\u0645\u0644. \u0644\u0642\u062f \u0648\u0644\u0651\u062a \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0641\u064a\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u0636\u0637\u0631 \u0625\u0644\u0649 \u0634\u0631\u0627\u0621 \u0648\u0635\u064a\u0627\u0646\u0629 \u062e\u0648\u0627\u062f\u0645 \u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646 \u0641\u064a \u0645\u0642\u0631\u0627\u062a\u0647\u0627. \u0627\u0644\u064a\u0648\u0645\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0648\u0635\u0648\u0644\u0627\u064b \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628 \u0625\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629 &#8211; \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0625\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a &#8211; \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0625\u062a\u0642\u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0645 \u064a\u0639\u062f \u0645\u0647\u0627\u0631\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0644\u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0641\u0642\u0637\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0645\u0637\u0644\u0628\u0627\u064b \u0623\u0633\u0627\u0633\u064a\u0627\u064b \u0644\u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u062a\u0649 \u0645\u062f\u064a\u0631\u064a \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639.<\/p>\n<h3>\u0641\u0647\u0645 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0643\u0628\u0631\u0649: AWS, Azure, GCP<\/h3>\n<p>\u062a\u0647\u064a\u0645\u0646 \u062b\u0644\u0627\u062b \u0634\u0631\u0643\u0627\u062a \u0643\u0628\u0631\u0649 \u0639\u0644\u0649 \u0633\u0648\u0642 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u060c \u0648\u0645\u0639\u0631\u0641\u0629 \u062e\u062f\u0645\u0627\u062a\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629:<\/p>\n<ul>\n<li><strong>Amazon Web Services (AWS):<\/strong> \u0647\u064a \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0646\u0636\u062c\u0627\u064b \u0641\u064a \u0627\u0644\u0633\u0648\u0642\u060c \u0648\u062a\u0642\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u062c\u062f\u0627\u064b \u0645\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u063a\u0637\u064a \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0643\u0644 \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u064a\u0645\u0643\u0646 \u062a\u062e\u064a\u0644\u0647\u0627.<\/li>\n<li><strong>Microsoft Azure:<\/strong> \u0627\u0644\u0645\u0646\u0627\u0641\u0633 \u0627\u0644\u0642\u0648\u064a \u0644\u0640 AWS\u060c \u0648\u064a\u062a\u0645\u064a\u0632 \u0628\u062a\u0643\u0627\u0645\u0644\u0647 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0639 \u0645\u0646\u062a\u062c\u0627\u062a \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062e\u064a\u0627\u0631\u0627\u064b \u0634\u0627\u0626\u0639\u0627\u064b \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0628\u0627\u0644\u0641\u0639\u0644 \u0639\u0644\u0649 \u0628\u064a\u0626\u0629 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a.<\/li>\n<li><strong>Google Cloud Platform (GCP):<\/strong> \u062a\u0634\u062a\u0647\u0631 \u0628\u0642\u0648\u062a\u0647\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a (Containers)\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/h3>\n<p>\u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0644\u0623\u0645\u0631 \u0639\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0645\u0646\u0635\u0627\u062a\u060c \u0628\u0644 \u064a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u062b\u0644:<\/p>\n<ul>\n<li><strong>\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 (Cloud Architecture):<\/strong> \u062a\u0635\u0645\u064a\u0645 \u062d\u0644\u0648\u0644 \u0642\u0648\u064a\u0629 \u0648\u0622\u0645\u0646\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629.<\/li>\n<li><strong>\u0627\u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a (Cloud Security):<\/strong> \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0634\u062a\u0631\u0643\u0629.<\/li>\n<li><strong>DevOps \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0623\u062a\u0645\u062a\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0628\u0646\u0627\u0621 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0646\u0634\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (CI\/CD).<\/li>\n<li><strong>\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 (Serverless Computing):<\/strong> \u0628\u0646\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u062d\u0635\u0631\u064a\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0643\u0648\u062f.<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u062d\u0642\u064a\u0642\u0629 \u0635\u0627\u062f\u0645\u0629:<\/strong> \u0648\u0641\u0642\u0627\u064b \u0644\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0645\u0624\u0633\u0633\u0629 &#8220;Gartner&#8221; \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648 \u0628\u0645\u0639\u062f\u0644\u0627\u062a \u0647\u0627\u0626\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u0643\u062f \u0623\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0628\u0646\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0648\u062a\u0637\u0648\u0631 \u0645\u0648\u0627\u0647\u0628\u0647\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u062a\u062e\u0627\u0637\u0631 \u0628\u0627\u0644\u062a\u062e\u0644\u0641 \u0639\u0646 \u0627\u0644\u0631\u0643\u0628 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u064a\u062c\u0639\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0646 \u0623\u0635\u0648\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629.<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062b\u0627\u0644\u062b: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 (Big Data Analytics) &#8211; \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629<\/h2>\n<p>\u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0631\u0642\u0645\u064a\u060c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a &#8220;\u0627\u0644\u0646\u0641\u0637 \u0627\u0644\u062c\u062f\u064a\u062f&#8221;. \u0644\u0643\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0641\u0637 \u0627\u0644\u062e\u0627\u0645\u060c \u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0647\u0627 \u0645\u0627 \u0644\u0645 \u064a\u062a\u0645 \u062a\u0643\u0631\u064a\u0631\u0647\u0627 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630. \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0647\u064a \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0645\u0639 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0648\u0645\u0639\u0642\u062f\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0639\u0645\u0644 \u0623\u0641\u0636\u0644. \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0644\u0645 \u062a\u0639\u062f \u0645\u0642\u062a\u0635\u0631\u0629 \u0639\u0644\u0649 &#8220;\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a&#8221;\u061b \u0641\u0627\u0644\u0645\u0633\u0648\u0642\u0648\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u064a\u0647\u0627 \u0644\u0641\u0647\u0645 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0627\u0644\u0645\u0627\u0644\u064a\u0648\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646\u0647\u0627 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0633\u0648\u0642\u060c \u0648\u0645\u062f\u064a\u0631\u0648 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u064a\u0639\u062a\u0645\u062f\u0648\u0646 \u0639\u0644\u064a\u0647\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646.<\/p>\n<h3>\u0645\u0627 \u0648\u0631\u0627\u0621 \u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0628\u0641\u0639\u0627\u0644\u064a\u0629\u060c \u064a\u062c\u0628 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u062b\u0644 Excel. \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0644\u063a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0628\u0646\u064a\u0648\u064a\u0629 (SQL):<\/strong> \u0644\u0627 \u062a\u0632\u0627\u0644 SQL \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629. \u0625\u0646\u0647\u0627 \u0645\u0647\u0627\u0631\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0623\u064a \u0634\u062e\u0635 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 (Python\/R):<\/strong> \u0623\u0635\u0628\u062d\u062a Python\u060c \u0628\u0641\u0636\u0644 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0645\u062b\u0644 Pandas \u0648NumPy \u0648Scikit-learn\u060c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629. R \u0647\u064a \u0644\u063a\u0629 \u0623\u062e\u0631\u0649 \u0634\u0627\u0626\u0639\u0629\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629.<\/li>\n<li><strong>\u0623\u062f\u0648\u0627\u062a \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Visualization):<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0639\u0631\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0631\u0626\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Tableau \u0623\u0648 Power BI \u0623\u0648 \u0645\u0643\u062a\u0628\u0627\u062a Python \u0645\u062b\u0644 Matplotlib \u0648Seaborn. \u0627\u0644\u0635\u0648\u0631\u0629 \u062a\u0633\u0627\u0648\u064a \u0623\u0644\u0641 \u0635\u0641 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629:<\/strong> \u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0645\u062b\u0644 Hadoop \u0648Spark \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0623\u0646 \u062a\u062a\u0633\u0639 \u0641\u064a \u0630\u0627\u0643\u0631\u0629 \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u062d\u062f.<\/li>\n<\/ul>\n<h3>\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u0646 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0625\u0644\u0649 \u0627\u0644\u0639\u0631\u0636<\/h3>\n<p>\u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0641\u0639\u0627\u0644 \u064a\u0641\u0647\u0645 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0623\u0643\u0645\u0644\u0647\u0627:<\/p>\n<ol>\n<li><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Collection):<\/strong> \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)\u060c \u0648\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0648\u064a\u0628.<\/li>\n<li><strong>\u062a\u0646\u0638\u064a\u0641 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Cleaning &#038; Processing):<\/strong> \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u0648\u0636\u0648\u064a\u0629 \u0648\u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0647\u0644\u0643 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 80% \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u0645\u062d\u0644\u0644\u060c \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a (Exploratory Analysis):<\/strong> \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 (Modeling &#038; Prediction):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0623\u0648 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0648\u0627\u0644\u0639\u0631\u0636 (Communication &#038; Visualization):<\/strong> \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0642\u0635\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u0642\u0646\u0639\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u063a\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646.<\/li>\n<\/ol>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> &#8220;\u0623\u0641\u0636\u0644 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0645 \u0631\u0648\u0627\u0629 \u0642\u0635\u0635. \u0644\u0627 \u064a\u0643\u062a\u0641\u0648\u0646 \u0628\u0639\u0631\u0636 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u060c \u0628\u0644 \u064a\u0628\u0646\u0648\u0646 \u0633\u0631\u062f\u0627\u064b \u0645\u062a\u0645\u0627\u0633\u0643\u0627\u064b \u064a\u0634\u0631\u062d *\u0645\u0627\u0630\u0627* \u062a\u0639\u0646\u064a\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c *\u0644\u0645\u0627\u0630\u0627* \u0647\u064a \u0645\u0647\u0645\u0629\u060c \u0648*\u0645\u0627 \u0627\u0644\u0630\u064a* \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0634\u0631\u0643\u0629 \u0641\u0639\u0644\u0647 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u064a\u0647\u0627. \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0631\u0628\u0637 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0647\u064a \u0645\u0627 \u064a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u062c\u064a\u062f \u0648\u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u0627\u0633\u062a\u063a\u0646\u0627\u0621 \u0639\u0646\u0647.&#8221;<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u0631\u0627\u0628\u0639: \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a (Cybersecurity) &#8211; \u0627\u0644\u062d\u0627\u0631\u0633 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0639\u0627\u0644\u0645 \u0645\u062a\u0635\u0644<\/h2>\n<p>\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0639\u062a\u0645\u0627\u062f\u0646\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0623\u0635\u0628\u062d\u0646\u0627 \u0623\u0643\u062b\u0631 \u0639\u0631\u0636\u0629 \u0644\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629. \u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0645\u0634\u0643\u0644\u0629 \u0642\u0633\u0645 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u0642\u0637\u060c \u0628\u0644 \u0647\u0648 \u0645\u0635\u062f\u0631 \u0642\u0644\u0642 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0644\u0645\u062c\u0627\u0644\u0633 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u0645. \u062e\u0631\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u062d\u062f \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0644\u0641 \u0627\u0644\u0634\u0631\u0643\u0629 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a\u060c \u0648\u064a\u062f\u0645\u0631 \u0633\u0645\u0639\u062a\u0647\u0627\u060c \u0648\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0639\u0648\u0627\u0642\u0628 \u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u0648\u062e\u064a\u0645\u0629. \u0646\u062a\u064a\u062c\u0629 \u0644\u0630\u0644\u0643\u060c \u0627\u0631\u062a\u0641\u0639 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0645\u062d\u062a\u0631\u0641\u064a \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u0645\u0639 \u0648\u062c\u0648\u062f \u0641\u062c\u0648\u0629 \u0647\u0627\u0626\u0644\u0629 \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0647\u0628 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0623\u0645\u0627\u0646\u0627\u064b \u0648\u0627\u0633\u062a\u0642\u0631\u0627\u0631\u0627\u064b.<\/p>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a<\/h3>\n<p>\u0645\u062c\u0627\u0644 \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0648\u0627\u0633\u0639 \u0648\u0645\u062a\u0646\u0648\u0639\u060c \u0648\u0644\u0643\u0646 \u0628\u0639\u0636 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0623\u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a (Network Security):<\/strong> \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0629 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0643\u0648\u064a\u0646 \u062c\u062f\u0631\u0627\u0646 \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0643\u0634\u0641 \u0627\u0644\u062a\u0633\u0644\u0644.<\/li>\n<li><strong>\u0623\u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (Application Security):<\/strong> \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0637\u0648\u0631\u0629 \u062e\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u062b\u063a\u0631\u0627\u062a \u0627\u0644\u0623\u0645\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u063a\u0644\u0627\u0644\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u0642\u0631\u0635\u0646\u0629 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 (Ethical Hacking):<\/strong> \u0645\u062d\u0627\u0643\u0627\u0629 \u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0644\u064a\u0646 \u0644\u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641 \u0641\u064a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0642\u0628\u0644 \u0623\u0646 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0647\u0627\u062c\u0645\u0648\u0646 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0648\u0646 \u0645\u0646 \u0627\u0633\u062a\u063a\u0644\u0627\u0644\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u062e\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629 (Threat Intelligence):<\/strong> \u062c\u0645\u0639 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0648\u0627\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u0641\u0627\u0639\u0644\u0629 \u0627\u0644\u0633\u064a\u0626\u0629 \u0644\u062a\u0648\u0642\u0639 \u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0648\u0645\u0646\u0639\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0648\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 (Compliance &#038; Standards):<\/strong> \u0641\u0647\u0645 \u0648\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0644\u0648\u0627\u0626\u062d \u0648\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u062b\u0644 GDPR \u0648ISO 27001.<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u062d\u0642\u064a\u0642\u0629 \u0635\u0627\u062f\u0645\u0629:<\/strong> \u062a\u0634\u064a\u0631 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a\u060c \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u0646\u0634\u0631\u062a\u0647\u0627 &#8220;Cybersecurity Ventures&#8221;\u060c \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0644\u062c\u0631\u0627\u0626\u0645 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629 \u0642\u062f \u062a\u0635\u0644 \u0625\u0644\u0649 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0633\u0646\u0648\u064a\u0627\u064b. \u0647\u0630\u0627 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0645\u0630\u0647\u0644 \u0644\u0627 \u064a\u0639\u0643\u0633 \u0641\u0642\u0637 \u0627\u0644\u062e\u0633\u0627\u0626\u0631 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629\u060c \u0628\u0644 \u064a\u0624\u0643\u062f \u0623\u064a\u0636\u0627\u064b \u0623\u0646 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0633\u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u0645\u062a\u0627\u062d \u0644\u0633\u0646\u0648\u0627\u062a \u0642\u0627\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0641\u0631\u0635\u0629 \u0647\u0627\u0626\u0644\u0629 \u0644\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644.<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062e\u0627\u0645\u0633: \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0627\u0644\u0640 DevOps &#8211; \u0628\u0646\u0627\u0621 \u0648\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0631\u0642\u0645\u064a<\/h2>\n<p>\u0641\u064a \u0642\u0644\u0628 \u0643\u0644 \u062a\u0642\u0646\u064a\u0629 \u0646\u0648\u0642\u0634\u062a \u062d\u062a\u0649 \u0627\u0644\u0622\u0646 \u064a\u0648\u062c\u062f \u0643\u0648\u062f \u0628\u0631\u0645\u062c\u064a. \u0644\u0627 \u064a\u0632\u0627\u0644 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0647\u0627\u0631\u0629 \u062a\u0642\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0645\u0637\u0644\u0648\u0628\u0629 \u0628\u0634\u062f\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0623\u0646 \u062a\u0643\u0648\u0646 &#8220;\u0645\u0637\u0648\u0631\u0627\u064b&#8221; \u0642\u062f \u062a\u0637\u0648\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u0623\u0645\u0631 \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0643\u0648\u062f \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0634\u0645\u0644 \u0627\u0644\u0622\u0646 \u0641\u0647\u0645\u0627\u064b \u0623\u0639\u0645\u0642 \u0644\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0628\u0623\u0643\u0645\u0644\u0647\u0627\u060c \u0645\u0646 \u0627\u0644\u0641\u0643\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u0648\u0647\u0630\u0627 \u0647\u0648 \u062c\u0648\u0647\u0631 \u062b\u0642\u0627\u0641\u0629 \u0627\u0644\u0640 DevOps.<\/p>\n<h3>\u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b<\/h3>\n<p>\u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u062c\u062f \u0645\u0626\u0627\u062a \u0645\u0646 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u064a\u062a\u0631\u0643\u0632 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u062d\u0627\u0644\u064a \u0639\u0644\u0649 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646\u0647\u0627:<\/p>\n<ul>\n<li><strong>Python:<\/strong> \u0628\u0633\u0628\u0628 \u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647\u0627\u060c \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0647\u064a\u0645\u0646\u0629 \u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629.<\/li>\n<li><strong>JavaScript\/TypeScript:<\/strong> \u0647\u064a \u0644\u063a\u0629 \u0627\u0644\u0648\u064a\u0628 \u0628\u0644\u0627 \u0645\u0646\u0627\u0632\u0639. \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646\u060c \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 (\u0645\u0639 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0645\u062b\u0644 React \u0648Vue.js) \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 (\u0645\u0639 Node.js). TypeScript\u060c \u0648\u0647\u064a \u0627\u0645\u062a\u062f\u0627\u062f \u0644\u0640 JavaScript\u060c \u062a\u0643\u062a\u0633\u0628 \u0634\u0639\u0628\u064a\u0629 \u0647\u0627\u0626\u0644\u0629 \u0644\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n<li><strong>Go (Golang):<\/strong> \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 Google\u060c \u0648\u062a\u062a\u0645\u064a\u0632 \u0628\u0623\u062f\u0627\u0626\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629 \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a.<\/li>\n<\/ul>\n<h3>\u062b\u0642\u0627\u0641\u0629 \u0627\u0644\u0640 DevOps: \u0643\u0633\u0631 \u0627\u0644\u062d\u0648\u0627\u062c\u0632 \u0628\u064a\u0646 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a<\/h3>\n<p>DevOps \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0648\u0638\u064a\u0641\u0629\u060c \u0628\u0644 \u0647\u064a \u062b\u0642\u0627\u0641\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0642\u0635\u064a\u0631 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0639 \u062a\u0642\u062f\u064a\u0645 \u0645\u064a\u0632\u0627\u062a \u0648\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 \u0648\u0622\u0645\u0646. \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\/\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (CI\/CD):<\/strong> \u0623\u062a\u0645\u062a\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0628\u0646\u0627\u0621 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0646\u0634\u0631 \u0627\u0644\u0643\u0648\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Jenkins \u0623\u0648 GitLab CI.<\/li>\n<li><strong>\u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a (Containerization):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 Docker \u0644\u062a\u063a\u0644\u064a\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u062a\u0628\u0639\u064a\u0627\u062a\u0647\u0627 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0632\u0648\u0644\u0629\u060c \u0648 Kubernetes \u0644\u062a\u0646\u0633\u064a\u0642 \u0648\u0625\u062f\u0627\u0631\u0629 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/li>\n<li><strong>\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0643\u0643\u0648\u062f (Infrastructure as Code &#8211; IaC):<\/strong> \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0644\u0641\u0627\u062a \u062a\u0643\u0648\u064a\u0646 \u064a\u0645\u0643\u0646 \u0642\u0631\u0627\u0621\u062a\u0647\u0627 \u0622\u0644\u064a\u0627\u064b\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Terraform \u0623\u0648 Ansible.<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> &#8220;\u0627\u0644\u0645\u0637\u0648\u0631 \u0627\u0644\u062d\u062f\u064a\u062b \u0647\u0648 \u0645\u062d\u062a\u0631\u0641 \u0639\u0644\u0649 \u0634\u0643\u0644 \u062d\u0631\u0641 &#8216;T&#8217;. \u0644\u062f\u064a\u0647 \u062e\u0628\u0631\u0629 \u0639\u0645\u064a\u0642\u0629 \u0648\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0648\u0627\u062d\u062f (\u0627\u0644\u0634\u0631\u064a\u0637 \u0627\u0644\u0639\u0645\u0648\u062f\u064a \u0644\u0644\u062d\u0631\u0641 T)\u060c \u0645\u062b\u0644 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0645\u062a\u0644\u0643 \u0623\u064a\u0636\u0627\u064b \u0641\u0647\u0645\u0627\u064b \u0648\u0627\u0633\u0639\u0627\u064b \u0644\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (\u0627\u0644\u0634\u0631\u064a\u0637 \u0627\u0644\u0623\u0641\u0642\u064a). \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0634\u0627\u0645\u0644 \u064a\u062c\u0639\u0644\u0647 \u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629 \u0648\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0641\u0631\u0642 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a.&#8221;<\/p>\n<\/blockquote>\n<h2>\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629: \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0645\u0642\u0627\u0628\u0644 \u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u0645<\/h2>\n<p>\u0644\u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629\u060c \u064a\u0642\u062f\u0645 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u062a \u0645\u0646\u0627\u0642\u0634\u062a\u0647\u0627.<\/p>\n<table style=\"width:100%; border-collapse: collapse;\">\n<thead style=\"background-color:#f2f2f2;\">\n<tr>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0627\u0644\u0645\u0647\u0627\u0631\u0629<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0631\u0627\u062a\u0628<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u0645<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px; text-align: left;\">\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0631\u062a\u0641\u0639 \u062c\u062f\u0627\u064b<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0631\u062a\u0641\u0639\u0629 (\u062a\u062a\u0637\u0644\u0628 \u0623\u0633\u0627\u0633\u0627\u064b \u0642\u0648\u064a\u0627\u064b \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0631\u062a\u0641\u0639<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062a\u0648\u0633\u0637\u0629 (\u064a\u0645\u0643\u0646 \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0643\u0644 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u062a\u0642\u0631\u064a\u0628\u0627\u064b\u060c \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a\u060c \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0631\u062a\u0641\u0639 \u062c\u062f\u0627\u064b<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062a\u0648\u0633\u0637\u0629 \u0625\u0644\u0649 \u0645\u0631\u062a\u0641\u0639\u0629 (\u062a\u062a\u0637\u0644\u0628 \u0641\u0647\u0645\u0627\u064b \u0639\u0645\u064a\u0642\u0627\u064b \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a\u060c \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u060c \u0627\u0644\u062f\u0641\u0627\u0639\u060c \u0623\u064a \u0634\u0631\u0643\u0629 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0645\u0631\u062a\u0641\u0639<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0646\u062e\u0641\u0636\u0629 \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637\u0629 (\u064a\u0645\u0643\u0646 \u0627\u0644\u0628\u062f\u0621 \u0628\u0640 SQL \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u0631)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a\u060c \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a\u060c \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0627\u0643\u062a\u0633\u0627\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a<\/h2>\n<p>\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u062d\u062f\u0647\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a. \u0625\u0644\u064a\u0643 \u062e\u0637\u0629 \u0639\u0645\u0644 \u0644\u062a\u062d\u0648\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0625\u0644\u0649 \u0643\u0641\u0627\u0621\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a:<\/strong> \u0642\u0628\u0644 \u0627\u0644\u0642\u0641\u0632 \u0625\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0644\u062f\u064a\u0643 \u0623\u0633\u0627\u0633\u0627\u064b \u0642\u0648\u064a\u0627\u064b. \u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 (Python \u0647\u064a \u0646\u0642\u0637\u0629 \u0627\u0646\u0637\u0644\u0627\u0642 \u0645\u0645\u062a\u0627\u0632\u0629)\u060c \u0648\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/li>\n<li><strong>\u0627\u062e\u062a\u0631 \u0645\u0633\u0627\u0631\u0627\u064b \u0648\u0631\u0643\u0632 \u0639\u0644\u064a\u0647:<\/strong> \u062d\u0627\u0648\u0644 \u0623\u0644\u0627 \u062a\u062a\u0639\u0644\u0645 \u0643\u0644 \u0634\u064a\u0621 \u062f\u0641\u0639\u0629 \u0648\u0627\u062d\u062f\u0629. \u0627\u062e\u062a\u0631 \u0623\u062d\u062f \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647 \u0627\u0644\u062a\u064a \u062a\u062b\u064a\u0631 \u0627\u0647\u062a\u0645\u0627\u0645\u0643 \u0623\u0643\u062b\u0631 \u0648\u0631\u0643\u0632 \u062c\u0647\u0648\u062f\u0643 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0639\u0644\u064a\u0647.<\/li>\n<li><strong>\u0627\u0633\u062a\u063a\u0644 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a:<\/strong> \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Coursera\u060c edX\u060c \u0648 Udacity \u062a\u0642\u062f\u0645 \u062f\u0648\u0631\u0627\u062a \u0645\u0646 \u062c\u0627\u0645\u0639\u0627\u062a \u0648\u0634\u0631\u0643\u0627\u062a \u0631\u0627\u0626\u062f\u0629 \u0639\u0627\u0644\u0645\u064a\u0627\u064b. \u0627\u0628\u062d\u062b \u0639\u0646 \u062a\u062e\u0635\u0635\u0627\u062a \u0648\u0628\u0631\u0627\u0645\u062c \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0635\u063a\u0631\u0629.<\/li>\n<li><strong>\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0645\u0639\u062a\u0645\u062f\u0629:<\/strong> \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (AWS Certified Solutions Architect) \u0648\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a (CompTIA Security+)\u060c \u062a\u062d\u0645\u0644 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0648\u0632\u0646\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0644\u062f\u0649 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644.<\/li>\n<li><strong>\u0627\u0628\u0646\u0650 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629:<\/strong> \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629. \u0637\u0628\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u062a\u0647 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629 \u064a\u0645\u0643\u0646\u0643 \u0639\u0631\u0636\u0647\u0627. \u0623\u0646\u0634\u0626 \u062d\u0633\u0627\u0628\u0627\u064b \u0639\u0644\u0649 GitHub \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0643\u0645\u0639\u0631\u0636 \u0644\u0623\u0639\u0645\u0627\u0644\u0643. \u0647\u0630\u0627 \u064a\u062b\u0628\u062a \u0623\u0646 \u0644\u062f\u064a\u0643 \u062e\u0628\u0631\u0629 \u0639\u0645\u0644\u064a\u0629 \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0645\u0639\u0631\u0641\u0629 \u0646\u0638\u0631\u064a\u0629.<\/li>\n<li><strong>\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0627\u0644\u0645\u062c\u062a\u0645\u0639:<\/strong> \u0634\u0627\u0631\u0643 \u0641\u064a \u0645\u0646\u062a\u062f\u064a\u0627\u062a \u0645\u062b\u0644 Stack Overflow\u060c \u0623\u0648 \u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062d\u0644\u064a\u0629 \u0623\u0648 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0639\u0631\u0641\u062a\u0643 \u064a\u0633\u0631\u0651\u0639 \u0645\u0646 \u062a\u0637\u0648\u0631\u0643.<\/li>\n<li><strong>\u0627\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong> \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u064a\u062a\u063a\u064a\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u062e\u0635\u0635 \u0648\u0642\u062a\u0627\u064b \u0645\u0646\u062a\u0638\u0645\u0627\u064b \u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062b \u0645\u0647\u0627\u0631\u0627\u062a\u0643. \u064a\u0645\u0643\u0646\u0643 \u0645\u062a\u0627\u0628\u0639\u0629 <a href=\"https:\/\/jobsdz.com\/ar\/blog\/\" target=\"_blank\" rel=\"noopener\">\u0645\u062f\u0648\u0646\u0629 jobsdz<\/a> \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0645\u0647\u0646\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0648\u0646\u0635\u0627\u0626\u062d \u062d\u0648\u0644 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0648\u0638\u064a\u0641\u064a.<\/li>\n<\/ul>\n<p>\u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0642\u062f\u0645 \u0644\u0644\u0648\u0638\u0627\u0626\u0641\u060c \u062a\u0630\u0643\u0631 \u0623\u0646 \u0637\u0631\u064a\u0642\u0629 \u0639\u0631\u0636\u0643 \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0644\u0627 \u062a\u0642\u0644 \u0623\u0647\u0645\u064a\u0629 \u0639\u0646 \u0627\u0643\u062a\u0633\u0627\u0628\u0647\u0627. \u0643\u0646 \u0645\u0633\u062a\u0639\u062f\u0627\u064b \u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 <a href=\"https:\/\/jobsdz.com\/?p=26309\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0646\u0635\u0627\u0626\u062d \u0627\u0644\u0646\u062c\u0627\u062d \u0648\u0627\u0644\u062a\u0645\u064a\u0632<\/a>.<\/p>\n<h2>\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u064a\u062c\u0628 \u062a\u062c\u0646\u0628\u0647\u0627<\/h2>\n<p>\u0641\u064a \u0631\u062d\u0644\u062a\u0643 \u0644\u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u0648\u0642\u0648\u0639 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0641\u062e\u0627\u062e \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0628\u0637\u0626 \u062a\u0642\u062f\u0645\u0643. \u0643\u0646 \u0639\u0644\u0649 \u062f\u0631\u0627\u064a\u0629 \u0628\u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li><strong>\u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0628\u062f\u064a (Tutorial Hell):<\/strong> \u0642\u0636\u0627\u0621 \u0623\u0634\u0647\u0631 \u0641\u064a \u0645\u0634\u0627\u0647\u062f\u0629 \u0627\u0644\u062f\u0631\u0648\u0633 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062f\u0648\u0646 \u0628\u0646\u0627\u0621 \u0623\u064a \u0634\u064a\u0621 \u0628\u0646\u0641\u0633\u0643. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u0636\u064a \u0648\u0642\u062a\u0627\u064b \u0641\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0643\u0648\u062f \u0648\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u062a\u0642\u0636\u064a\u0647 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f\u0629.<\/li>\n<li><strong>\u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 (Soft Skills):<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0628\u0648\u0636\u0648\u062d\u060c \u0648\u0627\u0644\u0639\u0645\u0644 \u0636\u0645\u0646 \u0641\u0631\u064a\u0642\u060c \u0648\u0634\u0631\u062d \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u062c\u0645\u0647\u0648\u0631 \u063a\u064a\u0631 \u062a\u0642\u0646\u064a\u060c \u0644\u0627 \u062a\u0642\u0644 \u0623\u0647\u0645\u064a\u0629 \u0639\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0646\u0641\u0633\u0647\u0627. \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0625\u0646 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0627\u062b\u0646\u064a\u0646 \u0647\u0648 \u0645\u0627 \u064a\u0635\u0646\u0639 \u0645\u062d\u062a\u0631\u0641\u0627\u064b \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0627\u064b. \u0625\u0646 \u0641\u0647\u0645 <a href=\"https:\/\/jobsdz.com\/?p=26332\" target=\"_blank\" rel=\"noopener\">\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0644\u062a\u0637\u0648\u064a\u0631\u0647\u0627<\/a> \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0645\u0646\u062d\u0643 \u0645\u064a\u0632\u0629 \u0643\u0628\u064a\u0631\u0629.<\/li>\n<li><strong>\u0645\u0642\u0627\u0631\u0646\u0629 \u0646\u0641\u0633\u0643 \u0628\u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0628\u0634\u0643\u0644 \u0645\u0641\u0631\u0637:<\/strong> \u0631\u062d\u0644\u0629 \u0643\u0644 \u0634\u062e\u0635 \u0645\u062e\u062a\u0644\u0641\u0629. \u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0642\u062f\u0645\u0643 \u0627\u0644\u062e\u0627\u0635 \u0648\u0627\u062d\u062a\u0641\u0644 \u0628\u0625\u0646\u062c\u0627\u0632\u0627\u062a\u0643 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0634\u0639\u0648\u0631 \u0628\u0627\u0644\u0625\u062d\u0628\u0627\u0637 \u0644\u0623\u0646 \u0634\u062e\u0635\u0627\u064b \u0622\u062e\u0631 \u064a\u0628\u062f\u0648 \u0623\u0646\u0647 \u064a\u062a\u0642\u062f\u0645 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639.<\/li>\n<li><strong>\u0625\u0647\u0645\u0627\u0644 \u0628\u0646\u0627\u0621 \u0634\u0628\u0643\u0629 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\u0647\u0645 \u0645\u0646 \u0633\u064a\u0642\u0648\u062f\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u063a\u064a\u064a\u0631. \u0627\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0627\u0644\u0622\u0646\u060c \u0627\u0633\u062a\u0643\u0634\u0641 \u0634\u063a\u0641\u0643\u060c \u0648\u0627\u0628\u0646\u0650 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u064a \u062a\u0637\u0645\u062d \u0625\u0644\u064a\u0647. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 <a href=\"https:\/\/jobsdz.com\/ar\/wadifa\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u062a\u0627\u062d\u0629<\/a> \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0623\u0648 <a href=\"https:\/\/jobsdz.com\/ar\/submit-resume\" target=\"_blank\" rel=\"noopener\">\u0628\u062a\u0642\u062f\u064a\u0645 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/a> \u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0644\u062a\u0643\u0648\u0646 \u0639\u0644\u0649 \u0631\u0627\u062f\u0627\u0631 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649.<\/p>\n<h2>Sources<\/h2>\n<ul>\n<li>Gartner, Inc. &#8211; Public Cloud Services End-User Spending Forecast.<\/li>\n<li>Cybersecurity Ventures &#8211; Cybercrime To Cost The World $10.5 Trillion Annually By 2025.<\/li>\n<li>Forbes &#8211; The 10 Most In-Demand Tech Skills For The Current Year.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0644\u0645 \u062a\u0639\u062f \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":26582,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[826],"tags":[],"this-is-test":[],"class_list":["post-26585","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-826"],"mb":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-148.png?fit=1024%2C497&ssl=1","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":43338,"url":"https:\/\/jobsdz.com\/ar\/2026\/02\/%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d8%aa%d8%ac%d8%a7%d9%87%d8%a7%d8%aa-%d8%b3%d9%88%d9%82-%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d8%a7%d9%84%d8%ac%d8%b2%d8%a7%d8%a6%d8%b1%d9%8a-%d8%af%d9%84%d9%8a%d9%84\/","url_meta":{"origin":26585,"position":0},"title":"\u062a\u062d\u0644\u064a\u0644 \u0627\u062a\u062c\u0627\u0647\u0627\u062a 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