{"id":27785,"date":"2025-12-10T12:03:22","date_gmt":"2025-12-10T11:03:22","guid":{"rendered":"https:\/\/jobsdz.com\/2025\/12\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%a7%d8%ad%d8%aa%d8%b1%d8%a7%d9%81-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d9%86-%d8%a7%d9%84%d8%b5%d9%81%d8%b1-%d8%af%d9%84%d9%8a\/"},"modified":"2025-12-10T12:03:22","modified_gmt":"2025-12-10T11:03:22","slug":"%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%a7%d8%ad%d8%aa%d8%b1%d8%a7%d9%81-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d9%86-%d8%a7%d9%84%d8%b5%d9%81%d8%b1-%d8%af%d9%84%d9%8a","status":"publish","type":"post","link":"https:\/\/jobsdz.com\/ar\/2025\/12\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%a7%d8%ad%d8%aa%d8%b1%d8%a7%d9%81-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%85%d9%86-%d8%a7%d9%84%d8%b5%d9%81%d8%b1-%d8%af%d9%84%d9%8a\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641 \u0639\u0644\u0645 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\u0627\u0644\u0631\u0643\u0646 \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u0630\u064a \u064a\u0645\u0646\u062d\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0648\u0635\u0644\u062a \u0625\u0644\u064a\u0647\u0627 \u0630\u0627\u062a \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0623\u0645 \u0623\u0646\u0647\u0627 \u0645\u062c\u0631\u062f \u0635\u062f\u0641\u0629. \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062b\u0644 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a\u060c \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u0627\u0644\u062a\u0641\u0627\u0636\u0644 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<li><strong>\u062e\u0628\u0631\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0648 \u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0645\u0644 (Domain\/Business Expertise):<\/strong> \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0631\u0643\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0627\u0644\u0630\u064a \u064a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u064a\u062f \u0648\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0638\u064a\u0645. \u0628\u062f\u0648\u0646 \u0641\u0647\u0645 \u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u062d\u0644\u0647\u0627\u060c \u0633\u062a\u0643\u0648\u0646 \u0645\u062c\u0631\u062f \u062a\u0642\u0646\u064a \u064a\u0637\u0628\u0642 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0649. \u062a\u062a\u064a\u062d \u0644\u0643 \u062e\u0628\u0631\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629\u060c \u0641\u0647\u0645 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0646\u0637\u0642\u064a\u0629 \u0648\u0645\u0641\u064a\u062f\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629.<\/li>\n<\/ul>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> &#8220;\u0644\u0627 \u062a\u0633\u0642\u0637 \u0641\u064a \u0641\u062e \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u0642\u0637. \u0627\u0644\u0623\u062f\u0627\u0629 \u062a\u062a\u063a\u064a\u0631\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u062a\u0628\u0642\u0649. \u0623\u0641\u0636\u0644 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u064a\u0633\u0648\u0627 \u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u062d\u0641\u0638\u0648\u0646 \u0645\u0626\u0627\u062a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0628\u0644 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0642\u0646\u0648\u0646 \u0641\u0646 \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u062f \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u062a\u062c\u0627\u0631\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629. \u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u0643\u0648\u0646 \u0645\u062d\u0642\u0642\u0627\u064b \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u062f\u0644\u064a\u0644\u060c \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0645\u0628\u0631\u0645\u062c.&#8221;<\/p><\/blockquote>\n<h3>\u0627\u0644\u0641\u0627\u0631\u0642 \u0628\u064a\u0646 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0645 \u0627\u0644\u062e\u0644\u0637 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u062f\u0648\u0631 \u0641\u0631\u064a\u062f \u0648\u0645\u0645\u064a\u0632 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u0647\u0645 \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a \u0628\u064a\u0646\u0647\u0627 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u0646\u0627\u0633\u0628\u0643 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644. \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0648\u0636\u062d \u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0647\u0630\u0627 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646:<\/p>\n<table style=\"width:100%; border-collapse: collapse;\">\n<thead>\n<tr style=\"background-color:#f2f2f2;\">\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">\u0627\u0644\u062f\u0648\u0631 (Role)<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/th>\n<th style=\"border: 1px solid #ddd; padding: 12px; text-align: left;\">\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0630\u064a \u064a\u062c\u064a\u0628 \u0639\u0644\u064a\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><b>\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Analyst)<\/b><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0648\u0635\u0641 \u0645\u0627 \u062d\u062f\u062b \u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">SQL, Excel, \u0623\u062f\u0648\u0627\u062a \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Tableau, Power BI), \u0625\u062d\u0635\u0627\u0621 \u0648\u0635\u0641\u064a.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">&#8220;\u0645\u0627 \u0647\u064a \u0645\u0628\u064a\u0639\u0627\u062a\u0646\u0627 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0623\u062e\u064a\u0631\u061f&#8221;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><b>\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Scientist)<\/b><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0627 \u0633\u064a\u062d\u062f\u062b \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">Python\/R, \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629, \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a, \u0627\u062e\u062a\u0628\u0627\u0631 A\/B.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">&#8220;\u0623\u064a \u0645\u0646 \u0639\u0645\u0644\u0627\u0626\u0646\u0627 \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u062a\u0648\u0642\u0641 \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u062a\u0646\u0627 \u0627\u0644\u0634\u0647\u0631 \u0627\u0644\u0642\u0627\u062f\u0645\u061f&#8221;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><b>\u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Engineer)<\/b><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0628\u0646\u0627\u0621 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">SQL\/NoSQL, \u0623\u0646\u0638\u0645\u0629 ETL, \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (AWS, Azure, GCP), Spark, Kafka.<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">&#8220;\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u064a\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 10 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629\u061f&#8221;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0628\u064a\u0646\u0645\u0627 \u064a\u0631\u0643\u0632 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0627\u0636\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644. \u0623\u0645\u0627 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u0647\u0648 \u0627\u0644\u0630\u064a \u064a\u0628\u0646\u064a \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062f\u0641\u0642 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0645\u0643\u064a\u0646 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0648\u0627\u0644\u0639\u0627\u0644\u0645 \u0645\u0646 \u0623\u062f\u0627\u0621 \u0639\u0645\u0644\u0647\u0645. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0623\u0639\u0645\u0642 \u0644\u0647\u0630\u0627 \u0627\u0644\u062a\u062e\u0635\u0635\u060c \u064a\u0645\u0643\u0646\u0643 \u0642\u0631\u0627\u0621\u0629 \u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0645\u0641\u0635\u0644 \u062d\u0648\u0644 <a href=\"https:\/\/jobsdz.com\/?p=27748\">\u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/a>.<\/p>\n<h2>\u0627\u0644\u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0645\u0646 \u0623\u064a\u0646 \u062a\u0628\u062f\u0623\u061f<\/h2>\n<p>\u0625\u0646 \u0631\u062d\u0644\u0629 \u062a\u0639\u0644\u0645 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0634\u0628\u0647 \u0628\u0646\u0627\u0621 \u0645\u0646\u0632\u0644\u061b \u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0628\u0623\u0633\u0627\u0633\u0627\u062a \u0642\u0648\u064a\u0629 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0627\u0644\u062c\u062f\u0631\u0627\u0646 \u0648\u0627\u0644\u062f\u064a\u0643\u0648\u0631\u0627\u062a. \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0648\u0627\u0644\u0642\u0641\u0632 \u0645\u0628\u0627\u0634\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0647\u0648 \u0648\u0635\u0641\u0629 \u0645\u0636\u0645\u0648\u0646\u0629 \u0644\u0644\u0641\u0634\u0644. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062a\u0641\u0635\u064a\u0644 \u0644\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a 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\u0645\u062c\u062a\u0645\u0639\u0647\u0627 \u0627\u0644\u0636\u062e\u0645\u060c \u0648\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u063a\u0637\u064a \u0643\u0644 \u0634\u064a\u0621 \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0623\u0647\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u0631\u0643\u0632 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a Python \u0647\u064a: Pandas (\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a)\u060c NumPy (\u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629)\u060c Matplotlib \u0648 Seaborn (\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a)\u060c 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\u064a\u0636\u0639\u0643 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0645\u0642\u062f\u0645\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646.&#8221;<\/p><\/blockquote>\n<h3>3. \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0644\u063a\u0629 \u0627\u0644\u062d\u0648\u0627\u0631 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (SQL)<\/h3>\n<p>\u0646\u0627\u062f\u0631\u0627\u064b \u0645\u0627 \u062a\u0623\u062a\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0645\u0644\u0641 CSV \u0646\u0638\u064a\u0641 \u0648\u062c\u0627\u0647\u0632 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0645\u0639\u0638\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0645\u062e\u0632\u0646\u0629 \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a. \u0644\u063a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0648\u064a\u0629 (SQL) \u0647\u064a \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629. \u0625\u062a\u0642\u0627\u0646 SQL \u0644\u064a\u0633 \u062e\u064a\u0627\u0631\u0627\u064b\u060c \u0628\u0644 \u0647\u0648 \u0636\u0631\u0648\u0631\u0629. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0643\u062a\u0627\u0628\u0629 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 JOINs, GROUP BY, \u0648 window functions \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0644\u0645\u0634\u0631\u0648\u0639\u0643.<\/p>\n<h3>4. \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Visualization): \u0641\u0646 \u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0635 \u0628\u0627\u0644\u0623\u0631\u0642\u0627\u0645<\/h3>\n<p>\u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0634\u0641\u0647\u0627 \u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0647\u0627 \u0625\u0630\u0627 \u0644\u0645 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0648\u0635\u064a\u0644\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u0622\u062e\u0631\u064a\u0646\u060c \u062e\u0627\u0635\u0629 \u0644\u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647\u0645 \u062e\u0644\u0641\u064a\u0629 \u062a\u0642\u0646\u064a\u0629. \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0648 \u0641\u0646 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0628\u062f\u064a\u0647\u064a\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645. \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Tableau \u0648 Power BI \u0631\u0627\u0626\u0639\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0641\u0631 \u0645\u0643\u062a\u0628\u0627\u062a Python \u0645\u062b\u0644 Matplotlib \u0648 Seaborn \u0645\u0631\u0648\u0646\u0629 \u0643\u0627\u0645\u0644\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0636\u0645\u0646 \u0643\u0648\u062f\u0643. \u0625\u0646 \u062a\u0639\u0644\u0645 <a href=\"https:\/\/jobsdz.com\/?p=26372\">\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062a\u0639\u0644\u0645\u0647\u0627 \u0627\u0644\u0622\u0646 \u0644\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644<\/a> \u064a\u062a\u0636\u0645\u0646 \u062d\u062a\u0645\u0627\u064b \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0628\u0635\u0631\u064a.<\/p>\n<h2>\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0645\u0634\u0631\u0648\u0639 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u0646 \u0627\u0644\u0641\u0643\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/h2>\n<p>\u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u064a\u0633\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0628\u0644 \u062a\u062a\u0628\u0639 \u0639\u0645\u0644\u064a\u0629 \u0645\u0646\u0647\u062c\u064a\u0629 \u0648\u0645\u0646\u0638\u0645\u0629 \u0644\u0636\u0645\u0627\u0646 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0631\u062c\u0648\u0629. \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u0646\u0638\u064a\u0645 \u0623\u0641\u0643\u0627\u0631\u0643 \u0648\u0639\u0645\u0644\u0643 \u0628\u0634\u0643\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a. \u062a\u0639\u0631\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u063a\u0627\u0644\u0628\u0627\u064b \u0628\u0627\u0633\u0645 CRISP-DM (Cross-Industry Standard Process for Data Mining) \u0623\u0648 \u0645\u0627 \u0634\u0627\u0628\u0647\u0647\u0627\u060c \u0648\u064a\u0645\u0643\u0646 \u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><strong>1. \u0641\u0647\u0645 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0639\u0645\u0644 (Business Understanding):<\/strong> \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0647\u0645. \u062a\u0628\u062f\u0623 \u0628\u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629: \u0645\u0627 \u0647\u064a \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u0646\u062d\u0627\u0648\u0644 \u062d\u0644\u0647\u0627\u061f \u0643\u064a\u0641 \u0633\u064a\u062a\u0645 \u0642\u064a\u0627\u0633 \u0627\u0644\u0646\u062c\u0627\u062d\u061f \u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u061f<\/li>\n<li><strong>2. \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Collection):<\/strong> \u0628\u0645\u062c\u0631\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u062a\u0628\u062f\u0623 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629. \u0642\u062f \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644\u064a\u0629 (\u0645\u0646 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0629) \u0623\u0648 \u062e\u0627\u0631\u062c\u064a\u0629 (\u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a APIs \u0623\u0648 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0648\u064a\u0628).<\/li>\n<li><strong>3. \u062a\u0646\u0638\u064a\u0641 \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Cleaning and Preparation):<\/strong> \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0647\u0644\u0643 \u0645\u0639\u0638\u0645 \u0627\u0644\u0648\u0642\u062a. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629\u060c \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<li><strong>4. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Exploratory Data Analysis &#8211; EDA):<\/strong> \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u062a\u0628\u062f\u0623 \u0641\u064a &#8220;\u0627\u0644\u0644\u0639\u0628&#8221; \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0648\u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a \u0644\u0641\u0647\u0645 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0648\u0644\u064a\u0629.<\/li>\n<li><strong>5. \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Model Building):<\/strong> \u0647\u0646\u0627 \u062a\u0628\u062f\u0623 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u062a\u062e\u062a\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u0634\u0643\u0644\u062a\u0643 (\u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0631\u0642\u0645\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0641\u0626\u0629)\u060c \u0648\u062a\u0642\u0648\u0645 \u0628\u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643.<\/li>\n<li><strong>6. \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (Model Evaluation):<\/strong> \u0628\u0639\u062f \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u064a\u0645 \u0623\u062f\u0627\u0621\u0647. \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644 \u0627\u0644\u062f\u0642\u0629 (Accuracy)\u060c \u0627\u0644\u062f\u0642\u0629 (Precision)\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 (Recall) \u0644\u062a\u0642\u064a\u064a\u0645 \u0645\u062f\u0649 \u062c\u0648\u062f\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645 \u064a\u0631\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644.<\/li>\n<li><strong>7. \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 (Deployment):<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062c\u064a\u062f\u0627\u064b\u060c \u064a\u062a\u0645 \u0646\u0634\u0631\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0648\u0646 \u0623\u0648 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0635\u064a\u0629 \u0641\u064a \u0645\u0648\u0642\u0639 \u0644\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629.<\/li>\n<\/ul>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> &#8220;\u0647\u0646\u0627\u0643 \u0645\u0642\u0648\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0628\u0623\u0646 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0642\u0636\u0648\u0646 80% \u0645\u0646 \u0648\u0642\u062a\u0647\u0645 \u0641\u064a \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648 20% \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0641\u064a \u0627\u0644\u0634\u0643\u0648\u0649 \u0645\u0646 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u062a\u0642\u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0634\u0627\u0642\u0629 \u0648\u0627\u0644\u0645\u0645\u0644\u0629 \u0623\u062d\u064a\u0627\u0646\u0627\u064b \u0647\u0648 \u0623\u0645\u0631 \u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0627\u0648\u0636 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062c\u0627\u062d\u060c \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u0639\u0629 \u062a\u064f\u0628\u0646\u0649 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0638\u064a\u0641\u0629.&#8221;<\/p><\/blockquote>\n<h2>\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u0645\u0639\u0631\u0641\u062a\u0643 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629\u061f<\/h2>\n<p>\u0644\u0627 \u064a\u0648\u062c\u062f \u0645\u0633\u0627\u0631 \u0648\u0627\u062d\u062f \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639 \u0644\u062a\u0639\u0644\u0645 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0647\u0646\u0627\u0643 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0645\u062c\u0631\u0628\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u062c\u0647\u0643. \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0644\u0649 \u0623\u0633\u0644\u0648\u0628 \u062a\u0639\u0644\u0645\u0643\u060c \u0645\u064a\u0632\u0627\u0646\u064a\u062a\u0643\u060c \u0648\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u062a\u0627\u062d \u0644\u062f\u064a\u0643.<\/p>\n<h3>\u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0630\u0627\u062a\u064a<\/h3>\n<p><strong>\u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a (\u0627\u0644\u062c\u0627\u0645\u0639\u0629):<\/strong> \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0629 \u0628\u0643\u0627\u0644\u0648\u0631\u064a\u0648\u0633 \u0623\u0648 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u060c 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\u0645\u0631\u0648\u0646\u0629 \u0643\u0628\u064a\u0631\u0629 \u0648\u064a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0627\u0644\u0633\u0648\u0642. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u0627\u0646\u0636\u0628\u0627\u0637\u0627\u064b \u0630\u0627\u062a\u064a\u0627\u064b \u0639\u0627\u0644\u064a\u0627\u064b \u0648\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u062e\u0637\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062e\u0627\u0635\u0629 \u0628\u0643. \u0643\u0645\u0627 \u0623\u0646 <a href=\"https:\/\/jobsdz.com\/?p=26406\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0648\u062a\u0623\u062b\u064a\u0631\u0647 \u0639\u0644\u0649 \u0641\u0631\u0635 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edX:<\/strong> \u062a\u0642\u062f\u0645\u0627\u0646 \u0645\u0633\u0627\u0631\u0627\u062a \u062a\u062e\u0635\u0635\u064a\u0629 \u0648\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0645\u0646 \u062c\u0627\u0645\u0639\u0627\u062a \u0648\u0634\u0631\u0643\u0627\u062a \u0631\u0627\u0626\u062f\u0629 \u0645\u062b\u0644 \u062c\u0627\u0645\u0639\u0629 \u0645\u064a\u0634\u064a\u063a\u0627\u0646\u060c \u062c\u0627\u0645\u0639\u0629 \u062c\u0648\u0646\u0632 \u0647\u0648\u0628\u0643\u0646\u0632\u060c \u0648 IBM. \u0627\u0628\u062f\u0623 \u0628\u062a\u062e\u0635\u0635 \u0645\u062b\u0644 &#8220;IBM Data Science Professional Certificate&#8221; \u0639\u0644\u0649 <a href=\"https:\/\/www.coursera.org\/browse\/data-science\" target=\"_blank\" rel=\"noopener noreferrer\">Coursera<\/a>.<\/li>\n<li><strong>Kaggle:<\/strong> \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0645\u0646\u0635\u0629 \u0644\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a\u060c \u0628\u0644 \u0647\u064a \u0623\u064a\u0636\u0627\u064b \u0643\u0646\u0632 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629. \u0642\u0633\u0645 &#8220;Kaggle Learn&#8221; \u064a\u0642\u062f\u0645 \u062f\u0648\u0631\u0627\u062a \u0642\u0635\u064a\u0631\u0629 \u0648\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u062d\u0648\u0644 Python, Pandas, SQL, \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<li><strong>freeCodeCamp \u0648 The Odin Project:<\/strong> \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0645\u062c\u0627\u0646\u0627\u064b.<\/li>\n<li><strong>\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u064a\u0648\u062a\u064a\u0648\u0628 \u0648\u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a:<\/strong> \u0645\u0635\u0627\u062f\u0631 \u0645\u062b\u0644 \u0645\u062f\u0648\u0646\u0629 &#8220;Towards Data Science&#8221; \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Medium \u0648\u0642\u0646\u0648\u0627\u062a \u064a\u0648\u062a\u064a\u0648\u0628 \u0645\u062a\u062e\u0635\u0635\u0629 \u062a\u0642\u062f\u0645 \u0634\u0631\u0648\u062d\u0627\u062a \u0639\u0645\u064a\u0642\u0629 \u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n<blockquote><p><b>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/b> &#8220;\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u062c\u064a\u062f\u0629\u060c \u0644\u0643\u0646 \u0645\u062d\u0641\u0638\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0642\u0648\u064a\u0629 \u0623\u0641\u0636\u0644 \u0628\u0643\u062b\u064a\u0631. \u0642\u0645 \u0628\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u062b\u0651\u0642 \u0639\u0645\u0644\u064a\u062a\u0643 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\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062a\u062e\u0628\u0631\u060c \u0644\u0643\u0646 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0643 \u062a\u064f\u0638\u0647\u0631. \u0645\u062d\u0641\u0638\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0647\u064a \u0641\u0631\u0635\u062a\u0643 \u0644\u062a\u062b\u0628\u062a \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0623\u0646\u0643 \u0644\u0627 \u062a\u0639\u0631\u0641 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0645\u0643\u0646\u0643 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0644\u062d\u0644 \u0645\u0634\u0627\u0643\u0644 \u062d\u0642\u064a\u0642\u064a\u0629. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062d\u0641\u0638\u062a\u0643 \u0645\u0648\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 \u0645\u062b\u0644 GitHub\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0634\u062e\u0635 \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u0641\u0647\u0645 \u0637\u0631\u064a\u0642\u0629 \u062a\u0641\u0643\u064a\u0631\u0643.<\/p>\n<h3>\u0623\u0641\u0643\u0627\u0631 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0628\u0647\u0631 \u0645\u0633\u0624\u0648\u0644\u064a \u0627\u0644\u062a\u0648\u0638\u064a\u0641<\/h3>\n<p>\u0644\u0627 \u062a\u0643\u062a\u0641\u0650 \u0628\u0646\u0633\u062e \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0646 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629. \u062d\u0627\u0648\u0644 \u0623\u0646 \u062a\u0636\u0639 \u0628\u0635\u0645\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0623\u0648 \u0623\u0646 \u062a\u062e\u062a\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0647\u0645\u0643 \u0634\u062e\u0635\u064a\u0627\u064b. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0630\u0627\u062a \u062a\u0623\u062b\u064a\u0631 \u0639\u0627\u0644\u064d:<\/p>\n<ul>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 (Sentiment Analysis):<\/strong> \u0627\u062c\u0645\u0639 \u062a\u063a\u0631\u064a\u062f\u0627\u062a \u062d\u0648\u0644 \u0645\u0646\u062a\u062c \u062c\u062f\u064a\u062f \u0623\u0648 \u0641\u064a\u0644\u0645 \u0648\u062d\u0644\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0622\u0631\u0627\u0621 \u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0633\u0644\u0628\u064a\u0629\u060c \u0623\u0645 \u0645\u062d\u0627\u064a\u062f\u0629.<\/li>\n<li><strong>\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u062a\u0648\u0635\u064a\u0629 (Recommendation Engine):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 MovieLens \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0638\u0627\u0645 \u0628\u0633\u064a\u0637 \u064a\u0648\u0635\u064a \u0628\u0627\u0644\u0623\u0641\u0644\u0627\u0645 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0642\u064a\u064a\u0645\u0627\u062a\u0647\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0646\u0627\u0632\u0644 \u0623\u0648 \u0627\u0644\u0623\u0633\u0647\u0645:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 (Regression) \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n<li><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 (Image Classification):<\/strong> \u0627\u0628\u062f\u0623 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0645\u062b\u0644 MNIST \u0644\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f\u060c \u0648\u062d\u0627\u0648\u0644 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u064a\u0635\u0646\u0641\u0647\u0627 \u0628\u062f\u0642\u0629.<\/li>\n<\/ul>\n<p>\u0645\u0646\u0635\u0629 <a href=\"https:\/\/www.kaggle.com\" target=\"_blank\" rel=\"noopener noreferrer\">Kaggle<\/a> \u0647\u064a \u0623\u0641\u0636\u0644 \u0645\u0643\u0627\u0646 \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0636\u062f \u0627\u0644\u0622\u062e\u0631\u064a\u0646. \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062a\u0642\u0627\u0637\u0639 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0645\u0639 \u0645\u062c\u0627\u0644 \u0623\u0648\u0633\u0639\u060c \u062d\u064a\u062b \u0623\u0646 <a href=\"https:\/\/jobsdz.com\/?p=26577\">\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> \u064a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/p>\n<h2>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0628\u062f\u0621 \u0627\u0644\u0622\u0646<\/h2>\n<p>\u0642\u062f \u064a\u0628\u062f\u0648 \u0627\u0644\u0637\u0631\u064a\u0642 \u0637\u0648\u064a\u0644\u0627\u064b\u060c \u0644\u0643\u0646 \u0643\u0644 \u0631\u062d\u0644\u0629 \u062a\u0628\u062f\u0623 \u0628\u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629. \u0625\u0644\u064a\u0643 \u062e\u0637\u0629 \u0639\u0645\u0644 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0627\u0644\u064a\u0648\u0645 \u0644\u062a\u0646\u0637\u0644\u0642 \u0641\u064a \u0645\u0633\u064a\u0631\u062a\u0643 \u0628\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n<ol>\n<li><strong>\u0642\u064a\u0651\u0645 \u0645\u0633\u062a\u0648\u0627\u0643 \u0648\u062d\u062f\u062f \u0623\u0647\u062f\u0627\u0641\u0627\u064b \u0648\u0627\u0642\u0639\u064a\u0629:<\/strong> \u0643\u0646 \u0635\u0631\u064a\u062d\u0627\u064b \u0645\u0639 \u0646\u0641\u0633\u0643 \u0628\u0634\u0623\u0646 \u0645\u0627 \u062a\u0639\u0631\u0641\u0647 \u0648\u0645\u0627 \u0644\u0627 \u062a\u0639\u0631\u0641\u0647. \u062d\u062f\u062f \u0647\u062f\u0641\u0627\u064b \u0635\u063a\u064a\u0631\u0627\u064b \u0648\u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u062d\u0642\u064a\u0642\u060c \u0645\u062b\u0644 &#8220;\u0625\u0643\u0645\u0627\u0644 \u062f\u0648\u0631\u0629 \u062a\u0645\u0647\u064a\u062f\u064a\u0629 \u0641\u064a Python \u062e\u0644\u0627\u0644 \u0627\u0644\u0634\u0647\u0631 \u0627\u0644\u0642\u0627\u062f\u0645&#8221;.<\/li>\n<li><strong>\u0627\u062e\u062a\u0631 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u062d\u062f\u0629 \u0648\u0627\u0644\u062a\u0632\u0645 \u0628\u0647\u0627:<\/strong> \u0644\u0627 \u062a\u0634\u062a\u062a \u0646\u0641\u0633\u0643 \u0628\u064a\u0646 Python \u0648 R \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629. Python \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647 \u0639\u0627\u0644\u0645\u064a\u0627\u064b \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646. \u0631\u0643\u0632 \u0639\u0644\u064a\u0647\u0627 \u062d\u062a\u0649 \u062a\u062a\u0642\u0646\u0647\u0627.<\/li>\n<li><strong>\u0627\u0628\u062f\u0623 \u0628\u062f\u0648\u0631\u0629 \u062a\u0623\u0633\u064a\u0633\u064a\u0629 \u0634\u0627\u0645\u0644\u0629:<\/strong> \u0627\u062e\u062a\u0631 \u062f\u0648\u0631\u0629 \u0623\u0648 \u062a\u062e\u0635\u0635\u0627\u064b \u064a\u063a\u0637\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a: \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0635\u0648\u0631\u0647\u0627\u060c \u0648\u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<li><strong>\u0637\u0628\u0651\u0642 \u0645\u0627 \u062a\u062a\u0639\u0644\u0645\u0647 \u0641\u0648\u0631\u0627\u064b:<\/strong> \u0628\u0639\u062f \u0643\u0644 \u0645\u0641\u0647\u0648\u0645 \u062c\u062f\u064a\u062f \u062a\u062a\u0639\u0644\u0645\u0647\u060c \u0627\u0641\u062a\u062d \u0645\u062d\u0631\u0631 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0637\u0628\u0642\u0647 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629. \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0647\u0648 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0644\u062a\u0631\u0633\u064a\u062e \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/li>\n<li><strong>\u0627\u0646\u0636\u0645 \u0625\u0644\u0649 \u0645\u062c\u062a\u0645\u0639:<\/strong> \u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Kaggle, Stack Overflow, \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a LinkedIn. \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u064a\u0633\u0631\u0651\u0639 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645.<\/li>\n<li><strong>\u0627\u0628\u0646\u0650 \u0648\u062c\u0648\u062f\u0643 \u0627\u0644\u0645\u0647\u0646\u064a:<\/strong> \u0623\u0646\u0634\u0626 \u0645\u0644\u0641\u0627\u064b \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0627\u064b \u0639\u0644\u0649 LinkedIn. \u0627\u0628\u062f\u0623 \u0641\u064a \u0645\u062a\u0627\u0628\u0639\u0629 \u0642\u0627\u062f\u0629 \u0627\u0644\u0641\u0643\u0631 \u0641\u064a \u0645\u062c\u0627\u0644 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0634\u0627\u0631\u0643 \u0645\u0627 \u062a\u062a\u0639\u0644\u0645\u0647.<\/li>\n<li><strong>\u0627\u0633\u062a\u0643\u0634\u0641 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644:<\/strong> \u062d\u062a\u0649 \u0644\u0648 \u0644\u0645 \u062a\u0643\u0646 \u062c\u0627\u0647\u0632\u0627\u064b \u0644\u0644\u062a\u0642\u062f\u064a\u0645\u060c \u0627\u0628\u062f\u0623 \u0641\u064a \u062a\u0635\u0641\u062d <a href=\"https:\/\/jobsdz.com\/ar\/wadifa\">\u0641\u0631\u0635 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 jobsdz. \u0633\u064a\u0633\u0627\u0639\u062f\u0643 \u0647\u0630\u0627 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0637\u0644\u0628\u0647\u0627 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0648\u062a\u0648\u062c\u064a\u0647 \u0645\u0633\u0627\u0631 \u062a\u0639\u0644\u0645\u0643 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u064a\u0647\u0627.<\/li>\n<\/ol>\n<h3>\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u064a\u062c\u0628 \u062a\u062c\u0646\u0628\u0647\u0627<\/h3>\n<p>\u0641\u064a \u0631\u062d\u0644\u062a\u0643\u060c \u0627\u062d\u0630\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u0648\u0639 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0641\u062e\u0627\u062e \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u064a\u0642 \u062a\u0642\u062f\u0645 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646:<\/p>\n<ul>\n<li><strong>\u062c\u062d\u064a\u0645 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 (Tutorial Hell):<\/strong> \u0648\u0647\u0648 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u062f\u0631\u0633 \u062a\u0639\u0644\u064a\u0645\u064a \u0625\u0644\u0649 \u0622\u062e\u0631 \u062f\u0648\u0646 \u062a\u0637\u0628\u064a\u0642 \u0623\u064a \u0634\u064a\u0621 \u0639\u0645\u0644\u064a\u0627\u064b. \u0647\u0630\u0627 \u064a\u0639\u0637\u064a\u0643 \u0634\u0639\u0648\u0631\u0627\u064b \u0632\u0627\u0626\u0641\u0627\u064b \u0628\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0648\u0644\u0643\u0646\u0647 \u0644\u0627 \u064a\u0628\u0646\u064a \u0645\u0647\u0627\u0631\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629. \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0647\u064a: \u0644\u0643\u0644 \u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u0636\u064a \u0633\u0627\u0639\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642.<\/li>\n<li><strong>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645:<\/strong> \u062d\u0641\u0638 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0644\u0645\u0643\u062a\u0628\u0629 Scikit-learn \u0633\u0647\u0644\u060c \u0644\u0643\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 \u0627\u0644\u0623\u0635\u0639\u0628 \u0648\u0627\u0644\u0623\u0647\u0645.<\/li>\n<li><strong>\u0625\u0647\u0645\u0627\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0627\u0639\u0645\u0629:<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0635\u0644\u060c \u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0635\u060c \u0648\u0627\u0644\u0639\u0645\u0644 \u0636\u0645\u0646 \u0641\u0631\u064a\u0642 \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. \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0634\u0631\u062d \u0646\u062a\u0627\u0626\u062c\u0647 \u0628\u0648\u0636\u0648\u062d \u0647\u0648 \u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0641\u0639\u0627\u0644.<\/li>\n<li><strong>\u0627\u0644\u0633\u0639\u064a \u0625\u0644\u0649 \u0627\u0644\u0643\u0645\u0627\u0644:<\/strong> \u0644\u0627 \u062a\u0646\u062a\u0638\u0631 \u062d\u062a\u0649 &#8220;\u062a\u0639\u0631\u0641 \u0643\u0644 \u0634\u064a\u0621&#8221; \u0644\u062a\u0628\u062f\u0623 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0623\u0648 \u0627\u0644\u062a\u0642\u062f\u064a\u0645 \u0644\u0644\u0648\u0638\u0627\u0626\u0641. \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0627\u0644 \u0648\u0627\u0633\u0639 \u0648\u0645\u062a\u062c\u062f\u062f\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a\u0647 \u0644\u0627 \u064a\u062a\u0648\u0642\u0641 \u0623\u0628\u062f\u0627\u064b.<\/li>\n<\/ul>\n<h2>\u0645\u0633\u062a\u0642\u0628\u0644 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629<\/h2>\n<p>\u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062a\u0632\u0627\u064a\u062f \u0645\u0633\u062a\u0645\u0631. \u0648\u0641\u0642\u0627\u064b \u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0628\u062d\u062b\u064a\u0629 \u0645\u062b\u0644 <a href=\"https:\/\/gartner.com\/en\/information-technology\/glossary\/data-science\" target=\"_blank\" rel=\"noopener noreferrer\">Gartner<\/a>\u060c \u0623\u0635\u0628\u062d \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646\u0635\u0631\u0627\u064b \u062d\u0627\u0633\u0645\u0627\u064b \u0641\u064a \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0645\u0639 \u0646\u0636\u0648\u062c \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0628\u062f\u0623\u062a \u062a\u0638\u0647\u0631 \u062a\u062e\u0635\u0635\u0627\u062a \u062f\u0642\u064a\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u062b\u064a\u0631 \u0634\u063a\u0641\u0643 \u0623\u0643\u062b\u0631. \u0628\u0639\u0636 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a (Data Scientist):<\/strong> \u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0627\u0644\u0630\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n<li><strong>\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a (Data Analyst):<\/strong> \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0631\u0624\u0649 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SQL \u0648\u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/li>\n<li><strong>\u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning Engineer):<\/strong> \u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0623\u062e\u0630 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0628\u062a\u0643\u0631\u0647\u0627 \u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0646\u0634\u0631\u0647\u0627 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/li>\n<li><strong>\u0645\u0647\u0646\u062f\u0633 \u0628\u064a\u0627\u0646\u0627\u062a (Data Engineer):<\/strong> \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u0648\u0628\u0646\u0627\u0621 \u0648\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062e\u0632\u0646 \u0648\u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0645\u062d\u0644\u0644 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (BI Analyst):<\/strong> \u064a\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u062a\u0642\u0627\u0631\u064a\u0631 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0649 \u062a\u062a\u0628\u0639 \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/li>\n<\/ul>\n<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0632\u064a\u062f \u062d\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0635\u0641\u062d \u0627\u0644\u0645\u062f\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0648\u0645\u0642\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u0645\u0642\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u0631\u0629 \u0642\u0633\u0645 <a href=\"https:\/\/jobsdz.com\/ar\/blog\/\">\u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a<\/a> \u0639\u0644\u0649 \u0645\u0646\u0635\u062a\u0646\u0627.<\/p>\n<h2>\u0627\u0644\u062e\u0627\u062a\u0645\u0629: \u0631\u062d\u0644\u062a\u0643 \u0643\u0639\u0627\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0628\u062f\u0623 \u0627\u0644\u0622\u0646<\/h2>\n<p>\u0625\u0646 \u0627\u062d\u062a\u0631\u0627\u0641 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0647\u0648 \u0645\u0627\u0631\u0627\u062b\u0648\u0646 \u0648\u0644\u064a\u0633 \u0633\u0628\u0627\u0642 \u0633\u0631\u0639\u0629. \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u0635\u0628\u0631\u060c \u0627\u0644\u0645\u062b\u0627\u0628\u0631\u0629\u060c \u0648\u0641\u0636\u0648\u0644\u0627\u064b \u0644\u0627 \u064a\u0646\u0636\u0628. \u0644\u0643\u0646 \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u0639\u0646\u0627\u0621\u060c \u0641\u0647\u064a \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0641\u0648\u0636\u0649 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0625\u0644\u0649 \u0648\u0636\u0648\u062d \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u060c 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\u0648\u0627\u0644\u0641\u0634\u0644. \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0623\u0646\u062a \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0646 \u0628\u0646\u0627\u0629 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/p>\n<p>\u0639\u0646\u062f\u0645\u0627 \u062a\u0634\u0639\u0631 \u0628\u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0648\u062a\u0643\u0648\u0646 \u0645\u0633\u062a\u0639\u062f\u0627\u064b \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0645\u0646\u0637\u0642\u064a\u0629 \u0647\u064a \u0639\u0631\u0636 \u062e\u0628\u0631\u0627\u062a\u0643 \u0639\u0644\u0649 \u0627\u0644\u0639\u0627\u0644\u0645. \u0644\u0627 \u062a\u062a\u0631\u062f\u062f \u0641\u064a <a href=\"https:\/\/jobsdz.com\/ar\/submit-resume\">\u062a\u0642\u062f\u064a\u0645 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/a> \u0644\u064a\u0631\u0627\u0647\u0627 \u0643\u0628\u0627\u0631 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0628\u062d\u062b \u0639\u0646 \u0645\u0648\u0627\u0647\u0628 \u0645\u062b\u0644\u0643 \u062a\u0645\u0627\u0645\u0627\u064b.<\/p>\n<h2>Sources<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.kaggle.com\" target=\"_blank\" rel=\"noopener noreferrer\">Kaggle: Your Home for Data Science<\/a><\/li>\n<li><a href=\"https:\/\/www.coursera.org\/browse\/data-science\" target=\"_blank\" rel=\"noopener noreferrer\">Coursera Data Science Courses<\/a><\/li>\n<li><a href=\"https:\/\/gartner.com\/en\/information-technology\/glossary\/data-science\" target=\"_blank\" rel=\"noopener noreferrer\">Gartner Glossary: Data Science<\/a><\/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 \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0646\u0641\u0637 \u0627\u0644\u062c\u062f\u064a\u062f \u0627\u0644\u0630\u064a \u064a\u063a\u0630\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u0627\u0644\u0646\u0645\u0648 \u0641\u064a \u0643\u0627\u0641\u0629 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645. \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0625\u0644\u0649 \u0639\u0645\u0627\u0644\u0642\u0629 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":27778,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[833],"tags":[],"this-is-test":[],"class_list":["post-27785","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-833"],"mb":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-113.png?fit=1024%2C510&ssl=1","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":43610,"url":"https:\/\/jobsdz.com\/ar\/2026\/02\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d9%81%d8%aa%d9%88%d8%ad%d8%a9-%d9%84%d8%a7%d8%aa%d8%ae\/","url_meta":{"origin":27785,"position":0},"title":"\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 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\u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0643\u0627\u0644\u0646\u0641\u0637 \u0648\u0627\u0644\u0630\u0647\u0628. \u0648\u0641\u064a \u0642\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u062b\u0648\u0631\u0629\u060c \u062a\u0628\u0631\u0632 \"\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\" (Open Data) \u0643\u0642\u0648\u0629 \u062f\u0627\u0641\u0639\u0629 \u0644\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631. \u0625\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0647\u0645\u0647\u0627 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0645\u2026","rel":"","context":"\u0641\u064a &quot;\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0644\u0639\u0645\u0644&quot;","block_context":{"text":"\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0644\u0639\u0645\u0644","link":"https:\/\/jobsdz.com\/ar\/category\/%d8%a7%d9%84%d8%aa%d9%83%d9%86%d9%88%d9%84%d9%88%d8%ac%d9%8a%d8%a7-%d9%88%d8%a7%d9%84%d8%b9%d9%85%d9%84\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/02\/image-62.png?fit=1024%2C511&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/02\/image-62.png?fit=1024%2C511&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/02\/image-62.png?fit=1024%2C511&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/02\/image-62.png?fit=1024%2C511&ssl=1&resize=700%2C400 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