{"id":35836,"date":"2026-01-24T20:00:49","date_gmt":"2026-01-24T19:00:49","guid":{"rendered":"https:\/\/jobsdz.com\/2026\/01\/%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8%d8%a7%d9%8a%d8%ab\/"},"modified":"2026-01-24T20:00:49","modified_gmt":"2026-01-24T19:00:49","slug":"%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8%d8%a7%d9%8a%d8%ab","status":"publish","type":"post","link":"https:\/\/jobsdz.com\/ar\/2026\/01\/%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d9%81%d9%8a-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%a8%d8%a7%d9%8a%d8%ab\/","title":{"rendered":"\u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646: \u062e\u0637\u0648\u0627\u062a \u0644\u0644\u062a\u0645\u064a\u0632"},"content":{"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\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0631\u062f \u0623\u0631\u0642\u0627\u0645 \u0648\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \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\u0628\u0631\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629. \u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0625\u0645\u062f\u0627\u062f \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629\u060c \u0623\u0635\u0628\u062d \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data-Driven Decision Making) \u0647\u0648 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0644\u0644\u0646\u062c\u0627\u062d. \u0648\u0641\u064a \u0642\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u062b\u0648\u0631\u0629\u060c \u062a\u062a\u0631\u0628\u0639 \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python) \u0643\u0623\u062f\u0627\u0629 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627\u060c \u0641\u0647\u064a \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629\u060c \u0628\u0644 \u0647\u064a \u0627\u0644\u062c\u0633\u0631 \u0627\u0644\u0630\u064a \u064a\u0639\u0628\u0631 \u0628\u0647 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u063a\u064a\u0631 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0644\u0639\u0628\u0629. \u0625\u0646 \u0625\u062a\u0642\u0627\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0627 \u064a\u0641\u062a\u062d \u0644\u0643 \u0628\u0627\u0628\u0627\u064b \u0644\u0648\u0638\u064a\u0641\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0636\u0639\u0643 \u0641\u064a \u0645\u0631\u0643\u0632 \u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u0647\u0646\u064a\u060c \u062d\u064a\u062b \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0639\u0631\u0636 \u0628\u0645\u0631\u0627\u062d\u0644.<\/p>\n\n<h2>\u0644\u0645\u0627\u0630\u0627 \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0647\u064a\u0645\u0646\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h2>\n<p>\u0642\u062f \u064a\u062a\u0633\u0627\u0621\u0644 \u0627\u0644\u0643\u062b\u064a\u0631\u0648\u0646: \u0645\u0639 \u0648\u062c\u0648\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0644\u063a\u0627\u062a \u0645\u062b\u0644 R \u0648 SQL \u0648 Excel\u060c \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0634\u0631\u0643\u0627\u062a \u0645\u062b\u0644 Google \u0648 Netflix \u0648 Spotify\u061f \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u062a\u0643\u0645\u0646 \u0641\u064a \u0645\u0632\u064a\u062c \u0641\u0631\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0648\u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0630\u064a \u0644\u0627 \u0645\u062b\u064a\u0644 \u0644\u0647. \u0625\u0646\u0647\u0627 \u0644\u063a\u0629 \u0635\u064f\u0645\u0645\u062a \u0644\u062a\u0643\u0648\u0646 \u0633\u0647\u0644\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0648\u0627\u0644\u0643\u062a\u0627\u0628\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u064a\u0633\u0645\u062d \u0644\u0644\u0645\u062e\u062a\u0635\u064a\u0646 \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629.<\/p>\n<h3>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0642\u0631\u0627\u0621\u0629 (Readability)<\/h3>\n<p>\u062a\u0639\u062a\u0645\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u0646\u062d\u0648\u064a\u0629 (Syntax) \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u0648\u062c\u0632\u0629 \u062a\u0634\u0628\u0647 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u064a\u0645\u0643\u0646\u0647\u0645 \u0641\u0647\u0645 \u0648\u0642\u0631\u0627\u0621\u0629 \u0623\u0643\u0648\u0627\u062f \u0643\u062a\u0628\u0647\u0627 \u0622\u062e\u0631\u0648\u0646 \u0628\u0633\u0647\u0648\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u062f\u0627\u062e\u0644 \u0627\u0644\u0641\u0631\u0642. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0643\u062a\u0627\u0628\u0629 \u0623\u0633\u0637\u0631 \u0637\u0648\u064a\u0644\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0645\u0629 \u0628\u0633\u064a\u0637\u0629\u060c \u062a\u062a\u064a\u062d \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u062d\u0642\u064a\u0642 \u0646\u0641\u0633 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0643\u0648\u062f \u0623\u0642\u0644 \u0648\u0623\u0643\u062b\u0631 \u0648\u0636\u0648\u062d\u064b\u0627. \u0647\u0630\u0627 \u0627\u0644\u0645\u0628\u062f\u0623\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0628\u0627\u0633\u0645 &#8220;The Zen of Python&#8221;\u060c \u064a\u062c\u0639\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629\u060c \u0648\u0647\u0648 \u0639\u0627\u0645\u0644 \u062d\u0627\u0633\u0645 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062e\u0637\u0649.<\/p>\n<h3>\u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0645\u062a\u0643\u0627\u0645\u0644 (Rich Ecosystem)<\/h3>\n<p>\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0627 \u062a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0644\u063a\u0629 \u0646\u0641\u0633\u0647\u0627 \u0641\u0642\u0637\u060c \u0628\u0644 \u0641\u064a \u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0647\u0627\u0626\u0644 \u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a (Libraries) \u0648\u0627\u0644\u0623\u0637\u0631 (Frameworks) \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0647\u064a \u0623\u062f\u0648\u0627\u062a \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647\u0627 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0645\u062c\u062a\u0645\u0639 \u0639\u0627\u0644\u0645\u064a \u0645\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u0648\u062a\u063a\u0637\u064a \u0643\u0644 \u0645\u0631\u062d\u0644\u0629 \u0645\u0646 \u0645\u0631\u0627\u062d\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 Pandas\u060c \u0625\u0644\u0649 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0639 NumPy\u060c \u0648\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0645\u0639 Matplotlib \u0648 Seaborn\u060c \u0648\u0635\u0648\u0644\u0627\u064b \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0645\u0639 Scikit-learn. \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u064a\u0648\u0641\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0648\u0642\u062a\u0627\u064b \u0648\u062c\u0647\u062f\u0627\u064b \u0647\u0627\u0626\u0644\u064a\u0646\u060c \u0648\u064a\u0633\u0645\u062d \u0644\u0647\u0645 \u0628\u0627\u0644\u0648\u0642\u0648\u0641 \u0639\u0644\u0649 \u0623\u0643\u062a\u0627\u0641 \u0627\u0644\u0639\u0645\u0627\u0644\u0642\u0629.<\/p>\n<h3>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062f\u0645\u062c (Scalability and Integration)<\/h3>\n<p>\u062a\u0628\u062f\u0623 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u0627\u0644\u0628\u064b\u0627 \u0643\u0633\u0643\u0631\u064a\u0628\u062a\u0627\u062a \u0628\u0633\u064a\u0637\u0629\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u0642\u062f \u062a\u062a\u0637\u0648\u0631 \u0644\u062a\u0635\u0628\u062d \u0623\u0646\u0638\u0645\u0629 \u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u062a\u0643\u0627\u0645\u0644\u0629. \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u062a\u0623\u0644\u0642 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062c\u0627\u0646\u0628\u061b \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u0644\u0641 CSV \u0635\u063a\u064a\u0631 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0644\u064a\u060c \u0643\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629 (Big Data) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0643\u0627\u0645\u0644\u0647\u0627 \u0645\u0639 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 Apache Spark. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0623\u0643\u0648\u0627\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0648\u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 (Dashboards) \u0648\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0624\u062a\u0645\u062a\u0629 (Automated Data Pipelines)\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0645\u0631\u0646\u0629 \u062a\u062a\u0643\u064a\u0641 \u0645\u0639 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0623\u064a \u0645\u0634\u0631\u0648\u0639\u060c \u0645\u0647\u0645\u0627 \u0643\u0627\u0646 \u062d\u062c\u0645\u0647 \u0623\u0648 \u062a\u0639\u0642\u064a\u062f\u0647.<\/p>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> \u0642\u0648\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627 \u062a\u0643\u0645\u0646 \u0641\u064a \u0645\u0643\u062a\u0628\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u062d\u062f \u0630\u0627\u062a\u0647\u0627\u060c \u0628\u0644 \u0641\u064a \u0627\u0644\u062a\u0646\u0627\u063a\u0645 \u0627\u0644\u0633\u0644\u0633 \u0627\u0644\u0630\u064a \u062a\u0639\u0645\u0644 \u0628\u0647 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u0639\u064b\u0627. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas \u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627\u060c \u062b\u0645 NumPy \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0631\u064a\u0627\u0636\u064a\u0629\u060c \u0648 Matplotlib \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0628\u0635\u0631\u064a\u0629\u060c \u0648\u0643\u0644 \u0630\u0644\u0643 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 \u0639\u0645\u0644 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u062b\u0644 Jupyter Notebook. \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0647\u0648 \u0645\u0627 \u064a\u0645\u064a\u0632\u0647\u0627 \u0639\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0643\u0644 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u0644\u0643\u064a \u062a\u0628\u062d\u0631 \u0641\u064a \u0639\u0627\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062c\u0647\u0632\u064b\u0627 \u0628\u0627\u0644\u0639\u062a\u0627\u062f \u0627\u0644\u0645\u0646\u0627\u0633\u0628. \u0647\u0630\u0627 \u0627\u0644\u0639\u062a\u0627\u062f \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u0643\u0644 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0623\u064a \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644\u064a. \u0625\u062a\u0642\u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0647\u0648 \u0645\u0627 \u064a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0648\u0627\u0644\u0645\u062d\u062a\u0631\u0641 \u0627\u0644\u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0643\u0646\u0648\u0632 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<h3>Pandas: \u0633\u0643\u064a\u0646 \u0627\u0644\u062c\u064a\u0634 \u0627\u0644\u0633\u0648\u064a\u0633\u0631\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0645\u0643\u062a\u0628\u0629 Pandas (\u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0645\u0635\u0637\u0644\u062d Panel Data) \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0635\u0646\u062f\u0648\u0642 \u0623\u062f\u0648\u0627\u062a \u0623\u064a \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0647\u064a\u0627\u0643\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0623\u0647\u0645\u0647\u0627 \u0627\u0644\u0640 &#8220;DataFrame&#8221;\u060c \u0648\u0647\u0648 \u062c\u062f\u0648\u0644 \u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u064a\u0634\u0628\u0647 \u062c\u062f\u0627\u0648\u0644 Excel \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a SQL\u060c \u0648\u0644\u0643\u0646\u0647 \u0628\u0642\u0648\u0629 \u0648\u0645\u0631\u0648\u0646\u0629 \u0644\u0627 \u062a\u0636\u0627\u0647\u0649. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0627\u0644\u0622\u062a\u064a \u0628\u0643\u0644 \u0633\u0647\u0648\u0644\u0629:<\/p>\n<ul>\n<li>\u0642\u0631\u0627\u0621\u0629 \u0648\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0648\u0625\u0644\u0649 \u0635\u064a\u063a \u0645\u062a\u0639\u062f\u062f\u0629 (CSV, Excel, JSON, SQL).<\/li>\n<li>\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 (Missing Values)\u060c \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a\u060c \u0648\u062a\u0635\u062d\u064a\u062d \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li>\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0627\u062e\u062a\u064a\u0627\u0631\u060c \u0641\u0644\u062a\u0631\u0629\u060c \u0641\u0631\u0632\u060c \u0648\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0634\u0631\u0648\u0637 \u0645\u0639\u0642\u062f\u0629.<\/li>\n<li>\u062f\u0645\u062c \u0648\u0631\u0628\u0637 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li>\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis).<\/li>\n<\/ul>\n<h3>NumPy: \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0635\u0627\u0645\u062a\u0629<\/h3>\n<p>\u062a\u0642\u0641 NumPy (\u0627\u062e\u062a\u0635\u0627\u0631 \u0644\u0640 Numerical Python) \u0643\u0623\u0633\u0627\u0633 \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646. \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0639\u0627\u0645\u0644 Pandas \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629\u060c \u062a\u062a\u062e\u0635\u0635 NumPy \u0641\u064a \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a (Arrays) \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u0642\u062f \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0648\u0628\u0643\u062b\u0631\u0629 \u0645\u062b\u0644 Pandas\u060c \u0644\u0643\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 Pandas \u0646\u0641\u0633\u0647\u0627\u060c \u0645\u0628\u0646\u064a\u0629 \u0641\u0648\u0642\u0647\u0627 \u0648\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0644\u0633\u0631\u0639\u062a\u0647\u0627 \u0648\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0625\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0633\u0651\u0646\u0629 \u0644\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u064a\u0647\u060c \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0635\u0627\u0645\u062a \u0627\u0644\u0630\u064a \u064a\u0634\u063a\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629.<\/p>\n<h3>Matplotlib &#038; Seaborn: \u0641\u0646 \u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0635 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0627\u0645\u062a\u0629 \u0644\u0627 \u062a\u0631\u0648\u064a \u0642\u0635\u0629. \u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u062f\u0648\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a (Data Visualization) \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u062c\u0631\u062f\u0629 \u0625\u0644\u0649 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0645\u062e\u0637\u0637\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u0624\u062b\u0631\u0629. Matplotlib \u0647\u064a \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0623\u0645 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u0645\u0648\u0644\u064b\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u062b\u0627\u0628\u062a\u0629 \u0648\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646. \u062a\u0648\u0641\u0631 \u062a\u062d\u0643\u0645\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0641\u064a \u0643\u0644 \u0639\u0646\u0635\u0631 \u0645\u0646 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a. \u0623\u0645\u0627 Seaborn\u060c \u0641\u0647\u064a \u0645\u0628\u0646\u064a\u0629 \u0641\u0648\u0642 Matplotlib \u0648\u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u062c\u0630\u0627\u0628\u0629 \u0648\u0645\u0639\u0642\u062f\u0629 \u0628\u0628\u0636\u0639 \u0623\u0633\u0637\u0631 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f\u060c \u0645\u062b\u0644 \u0627\u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629 (Heatmaps) \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0635\u0646\u062f\u0648\u0642\u064a\u0629 (Box Plots).<\/p>\n<h3>Scikit-learn: \u0628\u0648\u0627\u0628\u062a\u0643 \u0625\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629<\/h3>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (Machine Learning) \u064a\u064f\u0639\u062a\u0628\u0631 \u0645\u062c\u0627\u0644\u064b\u0627 \u0645\u062a\u0642\u062f\u0645\u064b\u0627\u060c \u0625\u0644\u0627 \u0623\u0646 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0646\u0645\u0627\u0630\u062c \u0628\u0633\u064a\u0637\u0629 \u0645\u0646\u0647 \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u062a\u0646\u0628\u0624\u064a\u0629. Scikit-learn \u0647\u064a \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0645\u062a\u0627\u062d\u064b\u0627 \u0644\u0644\u062c\u0645\u064a\u0639. \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0644\u062a\u0635\u0646\u064a\u0641 (Classification)\u060c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 (Regression)\u060c \u0627\u0644\u062a\u062c\u0645\u064a\u0639 (Clustering)\u060c \u0648\u062a\u062e\u0641\u064a\u0636 \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0645\u062a\u0633\u0642\u0629. \u0643\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u064a\u062a\u0646\u0628\u0623 \u0628\u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u064a\u0635\u0646\u0641\u0647\u0645 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<h3>Jupyter Notebooks: \u0645\u062e\u062a\u0628\u0631\u0643 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a<\/h3>\n<p>Jupyter Notebooks \u0644\u064a\u0633\u062a \u0645\u0643\u062a\u0628\u0629\u060c \u0628\u0644 \u0647\u064a \u0628\u064a\u0626\u0629 \u0639\u0645\u0644 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u062a\u0633\u0645\u062d \u0644\u0643 \u0628\u0643\u062a\u0627\u0628\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0643\u0648\u062f \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a\u060c \u0648\u0625\u0636\u0627\u0641\u0629 \u0646\u0635\u0648\u0635 \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0641\u064a \u0645\u0633\u062a\u0646\u062f \u0648\u0627\u062d\u062f. \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0626\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0628\u0633\u0631\u0639\u0629\u060c \u062a\u0648\u062b\u064a\u0642 \u062e\u0637\u0648\u0627\u062a\u0643\u060c \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0639\u0645\u0644\u0643 \u0645\u0639 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0646\u0638\u0645\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645. \u0625\u0646\u0647\u0627 \u0628\u0645\u062b\u0627\u0628\u0629 \u062f\u0641\u062a\u0631 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0631\u0642\u0645\u064a \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0643\u0648\u062f\u060c \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0627\u0644\u0634\u0631\u062d \u0641\u064a \u0645\u0643\u0627\u0646 \u0648\u0627\u062d\u062f.<\/p>\n<blockquote>\n<p><strong>\u062d\u0642\u064a\u0642\u0629 \u0635\u0627\u062f\u0645\u0629:<\/strong> \u0648\u0641\u0642\u064b\u0627 \u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0639\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0642\u0636\u064a \u0645\u062d\u0644\u0644\u0648 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 80% \u0645\u0646 \u0648\u0642\u062a\u0647\u0645 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0641 \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0647\u064a \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0639\u0631\u0641 \u0628\u0640 &#8220;Data Wrangling&#8221;. \u0645\u0643\u062a\u0628\u0629 Pandas \u062a\u0645 \u062a\u0635\u0645\u064a\u0645\u0647\u0627 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0633\u0631\u064a\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0645\u062d\u0648\u0644\u0629\u064b \u0633\u0627\u0639\u0627\u062a \u0645\u0646 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u062f\u0648\u064a \u0627\u0644\u0634\u0627\u0642 \u0625\u0644\u0649 \u0628\u0636\u0639\u0629 \u0623\u0633\u0637\u0631 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0641\u0639\u0627\u0644.<\/p>\n<\/blockquote>\n<h2>\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0645\u0648\u0630\u062c\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646<\/h2>\n<p>\u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u064b\u0627\u060c \u062f\u0639\u0646\u0627 \u0646\u062a\u062a\u0628\u0639 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0631 \u0628\u0647\u0627 \u0623\u064a \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0646 \u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0625\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u062a\u0648\u0636\u062d \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0628\u0639\u0647\u0627 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0644\u0636\u0645\u0627\u0646 \u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0628\u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629.<\/p>\n<h3>1. \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0648\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Problem Definition &#038; Data Collection)<\/h3>\n<p>\u0643\u0644 \u062a\u062d\u0644\u064a\u0644 \u0639\u0638\u064a\u0645 \u064a\u0628\u062f\u0623 \u0628\u0633\u0624\u0627\u0644 \u0648\u0627\u0636\u062d \u0648\u0645\u062d\u062f\u062f. &#8220;\u0645\u0627 \u0647\u064a \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0631\u0636\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u061f&#8221; \u0623\u0648 &#8220;\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0634\u062d\u0646\u061f&#8221;. \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0647\u062f\u0641\u060c \u062a\u0628\u062f\u0623 \u0645\u0631\u062d\u0644\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u064a\u0645\u0643\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0646\u0648\u0639\u0629:<\/p>\n<ul>\n<li><strong>\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 <code>psycopg2<\/code> \u0623\u0648 <code>SQLAlchemy<\/code> \u0644\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a SQL \u0648\u0633\u062d\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629.<\/li>\n<li><strong>\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 <code>requests<\/code> \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 APIs \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062b\u0629.<\/li>\n<li><strong>\u0643\u0634\u0637 \u0627\u0644\u0648\u064a\u0628 (Web Scraping):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 <code>BeautifulSoup<\/code> \u0623\u0648 <code>Scrapy<\/code> \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 (\u0645\u0639 \u0627\u062d\u062a\u0631\u0627\u0645 \u0634\u0631\u0648\u0637 \u0627\u0644\u062e\u062f\u0645\u0629).<\/li>\n<li><strong>\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629:<\/strong> \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0644\u0641\u0627\u062a CSV, Excel, \u0623\u0648 JSON \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas.<\/li>\n<\/ul>\n<h3>2. \u062a\u0646\u0638\u064a\u0641 \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Cleaning &#038; Preprocessing)<\/h3>\n<p>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u0648\u0636\u0648\u064a\u0629 \u0628\u0637\u0628\u064a\u0639\u062a\u0647\u0627. \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064b\u0627 \u0644\u0644\u0648\u0642\u062a \u0648\u0644\u0643\u0646\u0647\u0627 \u0627\u0644\u0623\u0647\u0645. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Pandas\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062d\u0644\u0644 \u0628\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062c\u0639\u0644\u0647\u0627 \u0635\u0627\u0644\u062d\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644. \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/p>\n<ul>\n<li><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629:<\/strong> \u0625\u0645\u0627 \u0628\u062d\u0630\u0641 \u0627\u0644\u0635\u0641\u0648\u0641 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u064a\u0647\u0627\u060c \u0623\u0648 \u0628\u0645\u0644\u0626\u0647\u0627 \u0628\u0642\u064a\u0645 \u062a\u0642\u062f\u064a\u0631\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0623\u0648 \u0627\u0644\u0648\u0633\u064a\u0637).<\/li>\n<li><strong>\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0635\u064a\u063a:<\/strong> \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u0648\u0627\u0631\u064a\u062e \u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0635\u064a\u063a\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0648\u0623\u0646 \u0627\u0644\u0641\u0626\u0627\u062a (\u0645\u062b\u0644 &#8220;USA&#8221; \u0648 &#8220;United States&#8221;) \u0645\u0648\u062d\u062f\u0629.<\/li>\n<li><strong>\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a:<\/strong> \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629 \u0648\u0625\u0632\u0627\u0644\u062a\u0647\u0627.<\/li>\n<li><strong>\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a (Feature Engineering):<\/strong> \u0625\u0646\u0634\u0627\u0621 \u0623\u0639\u0645\u062f\u0629 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 (\u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u064a\u0648\u0645 \u0645\u0646 \u0627\u0644\u062a\u0627\u0631\u064a\u062e).<\/li>\n<\/ul>\n<h3>3. \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)<\/h3>\n<p>\u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u062a\u0635\u0628\u062d \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0638\u064a\u0641\u0629\u060c \u064a\u0628\u062f\u0623 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u062d\u0644\u0644 \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 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0642\u060c \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0648\u0627\u0644 Pandas \u0645\u062b\u0644 <code>.describe()<\/code> \u0648 <code>.corr()<\/code> \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u0631 \u0645\u062b\u0644 Matplotlib \u0648 Seaborn \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u062a\u0643\u0634\u0641 \u0639\u0646 \u0631\u0624\u0649 \u0645\u062e\u0641\u064a\u0629.<\/p>\n<h3>4. \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a (Data Modeling)<\/h3>\n<p>\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a\u060c \u0642\u062f \u064a\u0642\u0631\u0631 \u0627\u0644\u0645\u062d\u0644\u0644 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u062a\u0646\u0628\u0624\u064a. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-learn\u060c \u064a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0631\u0642\u0645\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629) \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0641\u0626\u0629 (\u0645\u062b\u0644 \u0647\u0644 \u0633\u064a\u063a\u0627\u062f\u0631 \u0627\u0644\u0639\u0645\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629 \u0623\u0645 \u0644\u0627). \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0644\u064a\u0633\u062a \u062f\u0627\u0626\u0645\u064b\u0627 \u0636\u0631\u0648\u0631\u064a\u0629 \u0641\u064a \u0643\u0644 \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0636\u064a\u0641 \u0642\u064a\u0645\u0629 \u0643\u0628\u064a\u0631\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0644\u0644\u062a\u0646\u0628\u0624.<\/p>\n<h3>5. \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0644\u062a\u0648\u0627\u0635\u0644 (Visualization &#038; Communication)<\/h3>\n<p>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0647\u064a \u062a\u0631\u062c\u0645\u0629 \u0643\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0625\u0644\u0649 \u0642\u0635\u0629 \u0645\u0642\u0646\u0639\u0629 \u0648\u0645\u0641\u0647\u0648\u0645\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 (Stakeholders) \u063a\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646. \u064a\u062a\u0636\u0645\u0646 \u0630\u0644\u0643 \u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u064a\u0629 \u0646\u0647\u0627\u0626\u064a\u0629 \u0648\u0627\u0636\u062d\u0629\u060c \u0643\u062a\u0627\u0628\u0629 \u062a\u0642\u0631\u064a\u0631 \u064a\u0644\u062e\u0635 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u062a\u062a\u062c\u0644\u0649 <a href=\"https:\/\/jobsdz.com\/?p=26332\">\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>\u060c \u062d\u064a\u062b \u062a\u0639\u062a\u0628\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \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. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0645\u0643\u064a\u0646 \u0635\u0646\u0627\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0645\u0646 \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635\u0629.<\/p>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629\u060c \u0627\u0644\u062a\u0648\u0627\u0635\u0644\u060c \u0647\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062d\u062f\u062f \u0646\u062c\u0627\u062d \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0623\u0648 \u0641\u0634\u0644\u0647. \u062a\u062d\u0644\u064a\u0644 \u0639\u0628\u0642\u0631\u064a \u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0647 \u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u062f\u064a\u0631\u0648\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u0648\u0646 \u0645\u0646 \u0641\u0647\u0645 \u0622\u062b\u0627\u0631\u0647 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644. \u062a\u0633\u0627\u0639\u062f \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u062b\u0644 Plotly \u0648 Dash \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0634\u062e\u0635 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0641\u0633\u0647\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0648\u062a\u0623\u062b\u064a\u0631\u064b\u0627.<\/p>\n<\/blockquote>\n<h2>\u0645\u0642\u0627\u0631\u0646\u0629 \u0634\u0627\u0645\u0644\u0629: \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649<\/h2>\n<p>\u0644\u0643\u064a \u0646\u0636\u0639 \u0642\u0648\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0633\u064a\u0627\u0642\u0647\u0627 \u0627\u0644\u0635\u062d\u064a\u062d\u060c \u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0628\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0643\u0644 \u0623\u062f\u0627\u0629 \u0644\u0647\u0627 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627 \u0648\u0636\u0639\u0641\u0647\u0627\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0647\u0645\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0641\u064a\u0647\u0627.<\/p>\n<h3>\u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u0645 R\u061f \u0627\u0644\u0635\u0631\u0627\u0639 \u0627\u0644\u0623\u0632\u0644\u064a<\/h3>\n<p>R \u0647\u064a \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0623\u062e\u0631\u0649 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629. \u0643\u0627\u0646\u062a \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0647\u064a\u0645\u0646\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 \u0644\u0633\u0646\u0648\u0627\u062a. R \u0642\u0648\u064a\u0629 \u062c\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0648\u0644\u062f\u064a\u0647\u0627 \u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u063a\u0646\u064a \u0645\u0646 \u0627\u0644\u062d\u0632\u0645 (Packages) \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u062a\u0641\u0648\u0642 \u0628\u0643\u0648\u0646\u0647\u0627 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0639\u0627\u0645\u0629 (General-Purpose)\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062f\u0645\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0643\u0628\u0631. \u0643\u0645\u0627 \u0623\u0646 \u0645\u0646\u062d\u0646\u0649 \u062a\u0639\u0644\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u064a\u0639\u062a\u0628\u0631 \u0623\u0633\u0647\u0644 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0642\u0627\u062f\u0645\u064a\u0646 \u0645\u0646 \u062e\u0644\u0641\u064a\u0627\u062a \u063a\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0629. \u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u062a\u0643\u062a\u0633\u0628 \u0628\u0627\u064a\u062b\u0648\u0646 \u0632\u062e\u0645\u064b\u0627 \u0623\u0643\u0628\u0631 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0628\u0641\u0636\u0644 \u0645\u0631\u0648\u0646\u062a\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0627\u0644\u0648\u0627\u0633\u0639\u0629 \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u064a\u0628.<\/p>\n<h3>\u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u0645 Excel\u061f \u0645\u062a\u0649 \u062a\u062a\u0631\u0643 \u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h3>\n<p>Excel \u0623\u062f\u0627\u0629 \u0631\u0627\u0626\u0639\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0628\u0633\u064a\u0637\u0629. \u0625\u0646\u0647\u0627 \u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0644\u0643\u0646\u0647\u0627 \u062a\u0635\u0644 \u0625\u0644\u0649 \u062d\u062f\u0648\u062f\u0647\u0627 \u0628\u0633\u0631\u0639\u0629. \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 (\u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u0644\u064a\u0648\u0646 \u0635\u0641)\u060c \u0623\u0648 \u062a\u0646\u0641\u064a\u0630 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0623\u0648 \u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u064a\u0635\u0628\u062d Excel \u0628\u0637\u064a\u0626\u064b\u0627 \u0648\u063a\u064a\u0631 \u0639\u0645\u0644\u064a. \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0633\u0645\u062d \u0628\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0648\u062a\u0648\u0641\u0631 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0644\u0627 \u062d\u062f\u0648\u062f \u0644\u0647\u0627.<\/p>\n<h3>\u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u0645 \u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (BI) \u0645\u062b\u0644 Tableau\/Power BI\u061f<\/h3>\n<p>\u0623\u062f\u0648\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0645\u062b\u0644 Tableau \u0648 Power BI \u0645\u0635\u0645\u0645\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 \u0648\u062a\u0635\u0648\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u064a\u0629 \u0642\u0648\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0633\u062d\u0628 \u0648\u0627\u0644\u0625\u0641\u0644\u0627\u062a (Drag-and-Drop). \u0625\u0646\u0647\u0627 \u0645\u0645\u062a\u0627\u0632\u0629 \u0641\u064a \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0639\u0644\u0649 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u060c \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u0648\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0628\u0627\u064a\u062b\u0648\u0646. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0639\u0645\u0644 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u062a\u0646\u0638\u064a\u0641 \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062b\u0645 \u064a\u0642\u0648\u0645 \u0628\u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0625\u0644\u0649 \u0623\u062f\u0627\u0629 BI \u0644\u0639\u0631\u0636\u0647\u0627. \u0627\u0644\u0623\u062f\u0627\u062a\u0627\u0646 \u0644\u0627 \u062a\u0633\u062a\u0628\u0639\u062f\u0627\u0646 \u0628\u0639\u0636\u0647\u0645\u0627 \u0627\u0644\u0628\u0639\u0636\u060c \u0628\u0644 \u062a\u0643\u0645\u0644\u0627\u0646 \u0628\u0639\u0636\u0647\u0645\u0627.<\/p>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u060c \u0625\u0644\u064a\u0643 \u062c\u062f\u0648\u0644 \u064a\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0631\u0626\u064a\u0633\u064a\u0629:<\/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: 8px;\">\u0627\u0644\u0645\u0639\u064a\u0627\u0631<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px;\">\u0628\u0627\u064a\u062b\u0648\u0646 (Python)<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px;\">R<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px;\">Excel<\/th>\n<th style=\"border: 1px solid #ddd; padding: 8px;\">\u0623\u062f\u0648\u0627\u062a BI (Tableau\/Power BI)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062a\u0648\u0633\u0637 (\u0644\u0643\u0646 \u0633\u0647\u0644 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u0635\u0639\u0628 (\u062e\u0627\u0635\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0633\u0647\u0644 \u062c\u062f\u064b\u0627<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0633\u0647\u0644<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 (\u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a)<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0639\u0627\u0644\u064a\u0629 \u062c\u062f\u064b\u0627 (\u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0639\u0627\u0644\u064a\u0629 (\u0644\u0643\u0646 \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0646\u062e\u0641\u0636\u0629 (\u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0645\u0644\u064a\u0648\u0646 \u0635\u0641)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062a\u0648\u0633\u0637\u0629 \u0625\u0644\u0649 \u0639\u0627\u0644\u064a\u0629 (\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0635\u062f\u0631)<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0642\u0648\u064a \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0628\u062f\u0631\u062c\u0629 \u0639\u0627\u0644\u064a\u0629<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0645\u062a\u0627\u0632 (\u062e\u0627\u0635\u0629 \u0645\u0639 \u0645\u0643\u062a\u0628\u0629 ggplot2)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0623\u0633\u0627\u0633\u064a \u0648\u0633\u0647\u0644<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0645\u062a\u0627\u0632 \u0648\u062a\u0641\u0627\u0639\u0644\u064a (\u0646\u0642\u0637\u0629 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629)<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u0645\u062a\u0627\u0632 (\u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0645\u062b\u0644 Scikit-learn)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0642\u0648\u064a \u062c\u062f\u064b\u0627 (\u0648\u0627\u0633\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062d\u062f\u0648\u062f \u062c\u062f\u064b\u0627<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062d\u062f\u0648\u062f (\u0628\u0639\u0636 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629)<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ddd; padding: 8px;\"><strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/strong><\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062c\u0627\u0646\u064a \u0648\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062c\u0627\u0646\u064a \u0648\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062f\u0641\u0648\u0639 (\u062c\u0632\u0621 \u0645\u0646 Microsoft Office)<\/td>\n<td style=\"border: 1px solid #ddd; padding: 8px;\">\u0645\u062f\u0641\u0648\u0639 (\u0628\u0627\u0647\u0638 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0644\u0634\u0631\u0643\u0627\u062a)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u062f\u062e\u0648\u0644 \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646<\/h2>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0642\u062a\u0646\u0639\u064b\u0627 \u0627\u0644\u0622\u0646 \u0628\u0623\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u0647\u0646\u064a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0643\u060c \u0641\u0625\u0644\u064a\u0643 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0639\u0645\u0644\u064a\u0629 \u064a\u0645\u0643\u0646\u0643 \u0627\u062a\u0628\u0627\u0639\u0647\u0627 \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0645\u062d\u062a\u0631\u0641 \u062c\u0627\u0647\u0632 \u0644\u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u062a\u0630\u0643\u0631 \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0647\u0645\u0627 \u0645\u0641\u062a\u0627\u062d \u0627\u0644\u0646\u062c\u0627\u062d. \u0625\u0646 \u0641\u0647\u0645 <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> \u0647\u0648 \u062e\u0637\u0648\u062a\u0643 \u0627\u0644\u0623\u0648\u0644\u0649 \u0646\u062d\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 \u0648\u0627\u0639\u062f.<\/p>\n<h3>1. \u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629<\/h3>\n<p>\u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u062a\u064a \u062a\u062d\u0643\u0645\u0647\u0627. \u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062f\u0631\u062c\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0631\u062a\u0627\u062d\u064b\u0627 \u0645\u0639 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0648\u0635\u0641\u064a:<\/strong> \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u060c \u0627\u0644\u0648\u0633\u064a\u0637\u060c \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u060c \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a:<\/strong> \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a\u060c \u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062b\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a:<\/strong> \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a \u0648\u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a (\u0645\u0647\u0645\u0629 \u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629).<\/li>\n<li><strong>\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a:<\/strong> \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u0634\u0631\u0637\u064a\u060c \u0646\u0638\u0631\u064a\u0629 \u0628\u0627\u064a\u0632.<\/li>\n<\/ul>\n<h3>2. \u0625\u062a\u0642\u0627\u0646 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h3>\n<p>\u0627\u0628\u062f\u0623 \u0628\u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0646\u0641\u0633\u0647\u0627 (\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0627\u0644\u062d\u0644\u0642\u0627\u062a\u060c \u0627\u0644\u062f\u0648\u0627\u0644\u060c \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a) \u0642\u0628\u0644 \u0627\u0644\u0642\u0641\u0632 \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a. \u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u062a\u0634\u0639\u0631 \u0628\u0627\u0644\u0631\u0627\u062d\u0629\u060c \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0630\u0643\u0631\u0646\u0627\u0647\u0627 \u0633\u0627\u0628\u0642\u064b\u0627: Pandas, NumPy, Matplotlib, \u0648 Seaborn. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0645\u0635\u0627\u062f\u0631 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0641\u064a <a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0628\u0627\u064a\u062b\u0648\u0646<\/a> \u0648\u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a.<\/p>\n<h3>3. \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0628\u0646\u0627\u0621 \u0645\u0639\u0631\u0636 \u0623\u0639\u0645\u0627\u0644 (Portfolio)<\/h3>\n<p>\u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u062d\u062f\u0647\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a. \u0623\u0641\u0636\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0639\u0644\u0645 \u0648\u062a\u0631\u0633\u064a\u062e \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0647\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0642\u0639\u064a\u0629. \u0627\u0628\u062d\u062b \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062b\u064a\u0631 \u0627\u0647\u062a\u0645\u0627\u0645\u0643 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <a href=\"https:\/\/www.kaggle.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Kaggle<\/a> \u0623\u0648 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629. \u062d\u0627\u0648\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644 \u0645\u062b\u064a\u0631 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0642\u0645 \u0628\u062a\u0648\u062b\u064a\u0642 \u0643\u0644 \u062e\u0637\u0648\u0627\u062a\u0643 \u0641\u064a Jupyter Notebook\u060c \u0645\u0646 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0646\u0647\u0627\u0626\u064a. \u062b\u0644\u0627\u062b\u0629 \u0625\u0644\u0649 \u062e\u0645\u0633\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u0642\u0648\u064a\u0629 \u0641\u064a \u0645\u0639\u0631\u0636 \u0623\u0639\u0645\u0627\u0644\u0643 \u0633\u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0625\u0642\u0646\u0627\u0639\u064b\u0627 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0645\u0646 \u0623\u064a \u0634\u0647\u0627\u062f\u0629.<\/p>\n<h3>4. \u0635\u0642\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0627\u0639\u0645\u0629: \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0648\u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0635<\/h3>\n<p>\u0643\u0645\u0627 \u0630\u0643\u0631\u0646\u0627\u060c \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0648\u0635\u064a\u0644 \u0646\u062a\u0627\u0626\u062c\u0643 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0647\u064a \u0645\u0647\u0627\u0631\u0629 \u062d\u0627\u0633\u0645\u0629. \u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0634\u0631\u062d \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u0643 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0639\u0628\u0627\u0631\u0627\u062a \u0628\u0633\u064a\u0637\u0629. \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 &#8220;\u0642\u0635\u0629&#8221; \u062d\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0643\u060c \u062a\u0628\u062f\u0623 \u0628\u0627\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u0648\u062a\u0639\u0631\u0636 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0648\u062a\u0646\u062a\u0647\u064a \u0628\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629. \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0639\u062a\u0628\u0631 \u0645\u0646 \u0636\u0645\u0646 <a href=\"https:\/\/jobsdz.com\/?p=26585\">\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645<\/a>\u060c \u0644\u0623\u0646\u0647\u0627 \u0627\u0644\u062c\u0633\u0631 \u0628\u064a\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0641\u0639\u0644\u064a.<\/p>\n<h3>5. <a href=\"https:\/\/jobsdz.com\/ar\/submit-resume\">\u062a\u062d\u0636\u064a\u0631 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/a> \u0648\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0641\u0631\u0635 \u0639\u0645\u0644<\/h3>\n<p>\u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u062c\u0627\u0647\u0632\u064b\u0627\u060c \u0642\u0645 \u0628\u062a\u062e\u0635\u064a\u0635 \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u062a\u0633\u0644\u064a\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u064a \u0639\u0645\u0644\u062a \u0639\u0644\u064a\u0647\u0627. \u0627\u0633\u062a\u062e\u062f\u0645 \u0643\u0644\u0645\u0627\u062a \u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u062a\u0648\u0635\u064a\u0641\u0627\u062a \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 <a href=\"https:\/\/jobsdz.com\/ar\/wadifa\">\u0648\u0638\u0627\u0626\u0641 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u0629 \u0645\u062b\u0644 jobsdz \u0648\u0627\u0633\u062a\u0639\u062f \u0644\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u062e\u062a\u0628\u0631 \u0642\u062f\u0631\u062a\u0643 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0648\u062f.<\/p>\n<h2>\u0623\u062e\u0637\u0627\u0621 \u0634\u0627\u0626\u0639\u0629 \u064a\u062c\u0628 \u0639\u0644\u0649 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u062a\u062c\u0646\u0628\u0647\u0627<\/h2>\n<p>\u0627\u0644\u0637\u0631\u064a\u0642 \u0625\u0644\u0649 \u0627\u0644\u062a\u0645\u064a\u0632 \u0645\u0644\u064a\u0621 \u0628\u0627\u0644\u0639\u062b\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629. \u0627\u0644\u0648\u0639\u064a \u0628\u0647\u0630\u0647 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0639\u0644\u064a\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0625\u062d\u0628\u0627\u0637 \u0648\u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0639\u0645\u0644 \u0633\u0644\u064a\u0645\u0629 \u0645\u0646\u0630 \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/p>\n<h3>\u0625\u0647\u0645\u0627\u0644 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h3>\n<p>\u0627\u0644\u062d\u0645\u0627\u0633 \u0644\u0628\u062f\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0642\u062f \u064a\u062f\u0641\u0639 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0625\u0644\u0649 \u062a\u062c\u0627\u0647\u0644 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0646\u0638\u064a\u0641 \u0648\u0627\u0644\u0642\u0641\u0632 \u0645\u0628\u0627\u0634\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0630\u062c\u0629. \u0647\u0630\u0627 \u062e\u0637\u0623 \u0641\u0627\u062f\u062d\u060c \u0641\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0646\u0638\u064a\u0641\u0629 (\u0645\u0628\u062f\u0623 &#8220;Garbage In, Garbage Out&#8221;) \u0633\u062a\u0643\u0648\u0646 \u0645\u0636\u0644\u0644\u0629 \u0648\u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642\u0629. \u0627\u0645\u0646\u062d \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u062d\u0642\u0647\u0627 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u062c\u0647\u062f.<\/p>\n<h3>\u0627\u0644\u0648\u0642\u0648\u0639 \u0641\u064a \u0641\u062e \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a (Biases)<\/h3>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062d\u064a\u0632\u0629 \u0628\u0637\u0631\u0642 \u062e\u0641\u064a\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062a\u0623\u062a\u064a \u0641\u0642\u0637 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u0639\u064a\u0646\u0629\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a\u0643 \u0644\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0645\u064a\u0645. \u0643\u0646 \u0646\u0627\u0642\u062f\u064b\u0627 \u0644\u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0641\u0643\u0631 \u062f\u0627\u0626\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c\u0643.<\/p>\n<h3>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0635\u0648\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u064a\u0629 \u0645\u0636\u0644\u0644\u0629<\/h3>\n<p>\u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0623\u064a\u0636\u064b\u0627 \u0644\u0644\u062a\u0636\u0644\u064a\u0644. \u062a\u062c\u0646\u0628 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0633\u064a\u0626\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0644\u0627\u0639\u0628 \u0628\u0645\u062d\u0648\u0631 Y \u0644\u062c\u0639\u0644 \u0627\u0644\u0641\u0631\u0648\u0642 \u062a\u0628\u062f\u0648 \u0623\u0643\u0628\u0631\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0637\u0637 \u062f\u0627\u0626\u0631\u064a (Pie Chart) \u0645\u0639 \u0639\u062f\u062f \u0643\u0628\u064a\u0631 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0641\u0626\u0627\u062a. \u0627\u062e\u062a\u0631 \u062f\u0627\u0626\u0645\u064b\u0627 \u0646\u0648\u0639 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0623\u0646\u0633\u0628 \u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0635\u062f\u0642.<\/p>\n<h3>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a<\/h3>\n<p>\u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u0627\u0646\u0628\u0647\u0627\u0631 \u0628\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u0644\u0643\u0646 \u062a\u0630\u0643\u0631 \u062f\u0627\u0626\u0645\u064b\u0627 \u0623\u0646\u0643 \u0647\u0646\u0627 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u0639\u0645\u0644. \u0623\u062d\u064a\u0627\u0646\u064b\u0627\u060c \u064a\u0643\u0648\u0646 \u0623\u0628\u0633\u0637 \u062a\u062d\u0644\u064a\u0644 \u0647\u0648 \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629. \u0627\u0628\u062f\u0623 \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u0646 \u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u060c \u062b\u0645 \u0627\u062e\u062a\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0647\u0627\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u0639\u0643\u0633.<\/p>\n<blockquote>\n<p><strong>\u0646\u0635\u064a\u062d\u0629 \u062e\u0628\u064a\u0631:<\/strong> \u0644\u0627 \u062a\u062b\u0642 \u0623\u0628\u062f\u064b\u0627 \u0628\u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0649. \u0627\u0628\u062f\u0623 \u062f\u0627\u0626\u0645\u064b\u0627 \u0628\u0627\u0641\u062a\u0631\u0627\u0636 \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u064a\u0628\u0629 \u0648\u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u062d\u0642\u0642. \u0647\u0630\u0647 \u0627\u0644\u0639\u0642\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0634\u0643\u0643\u0629 \u0647\u064a \u0627\u0644\u0633\u0645\u0629 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0644\u0644\u0645\u062d\u0644\u0644 \u0627\u0644\u0639\u0638\u064a\u0645. \u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629\u060c \u0627\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0627 \u062a\u062a\u0631\u062f\u062f \u0641\u064a \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u062d\u0648\u0644\u0647\u0627.<\/p>\n<\/blockquote>\n<h2>\u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0628\u0627\u064a\u062b\u0648\u0646: \u0645\u0627 \u0647\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0642\u0627\u062f\u0645\u0629\u061f<\/h2>\n<p>\u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u062a\u0637\u0648\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u0648\u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u062a\u0637\u0648\u0631 \u0645\u0639\u0647. \u0627\u0644\u0628\u0642\u0627\u0621 \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u0628\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0633\u064a\u0636\u0645\u0646 \u0623\u0646 \u062a\u0638\u0644 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0630\u0627\u062a \u0635\u0644\u0629 \u0648\u0642\u064a\u0645\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644. \u0648\u0647\u0630\u0627 \u0623\u0645\u0631 \u0636\u0631\u0648\u0631\u064a \u0644\u0643\u0644 \u0645\u0646 \u064a\u0637\u0645\u062d \u0625\u0644\u0649 <a href=\"https:\/\/jobsdz.com\/?p=27785\">\u0627\u062d\u062a\u0631\u0627\u0641 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/a>.<\/p>\n<h3>\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0639\u0632\u0632 (Augmented Analytics)<\/h3>\n<p>\u064a\u062a\u062c\u0647 \u0627\u0644\u0645\u062c\u0627\u0644 \u0646\u062d\u0648 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0633\u062a\u0635\u0628\u062d \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0642\u062a\u0631\u0627\u062d \u0637\u0631\u0642 \u0644\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0625\u064a\u062c\u0627\u062f \u0631\u0624\u0649 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627) \u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627. \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0628\u0641\u0636\u0644 \u0642\u0648\u062a\u0647\u0627 \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0647\u064a \u0641\u064a \u0642\u0644\u0628 \u0647\u0630\u0627 \u0627\u0644\u062a\u0637\u0648\u0631.<\/p>\n<h3>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 (Big Data) \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a<\/h3>\n<p>\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0644\u0645 \u062a\u0639\u062f \u062a\u0643\u062a\u0641\u064a \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629\u061b \u0628\u0644 \u062a\u0631\u064a\u062f \u0631\u0624\u0649 \u0641\u0648\u0631\u064a\u0629 \u0645\u0646 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u064a\u0629 (Live Data Streams). \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0623\u0637\u0631 \u0639\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0645\u062b\u0644 Apache Spark \u0648 Flink \u064a\u062c\u0639\u0644\u0647 \u0623\u062f\u0627\u0629 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/p>\n<h3>\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629<\/h3>\n<p>\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0642\u0644\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0628\u0634\u0623\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0645\u062b\u0644 \u0644\u0627\u0626\u062d\u0629 GDPR)\u060c \u0623\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0639\u0644\u0649 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0646 \u064a\u0643\u0648\u0646\u0648\u0627 \u0639\u0644\u0649 \u062f\u0631\u0627\u064a\u0629 \u0628\u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u0644\u0639\u0645\u0644\u0647\u0645. \u0633\u062a\u0638\u0647\u0631 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062f\u0627\u062e\u0644 \u0646\u0638\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0628\u064a\u0626\u064a \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Anonymization) \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u0624\u0648\u0644.<\/p>\n<blockquote>\n<p><strong>\u0631\u0624\u064a\u0629 \u0645\u0648\u062b\u0648\u0642\u0629:<\/strong> \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0624\u0633\u0633\u0629 Gartner \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u064a\u0639\u062f &#8220;\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632&#8221; (Augmented Analytics) \u0623\u062d\u062f \u0623\u0647\u0645 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a. \u064a\u0639\u062a\u0645\u062f \u0647\u0630\u0627 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0639\u0644\u0649 \u062a\u0636\u0645\u064a\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0644\u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0631\u0624\u0649. \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0628\u0641\u0636\u0644 \u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u0648\u064a\u0629 \u0645\u062b\u0644 Scikit-learn \u0648 TensorFlow\u060c \u0647\u064a \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0647\u0630\u0647 \u0627\u0644\u062b\u0648\u0631\u0629.<\/p>\n<\/blockquote>\n<h2>\u0627\u0644\u062e\u0627\u062a\u0645\u0629: \u0631\u062d\u0644\u062a\u0643 \u062a\u0628\u062f\u0623 \u0627\u0644\u0622\u0646<\/h2>\n<p>\u0625\u0646 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a\u060c \u0628\u0644 \u0647\u0648 \u0639\u0642\u0644\u064a\u0629 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0641\u0636\u0648\u0644 \u0627\u0644\u0641\u0643\u0631\u064a\u060c \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u0628\u0631\u0627\u0639\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629. \u0644\u0642\u062f \u0627\u0633\u062a\u0639\u0631\u0636\u0646\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0645\u0627\u0630\u0627 \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u062b\u0644\u0649\u060c \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627\u060c \u0648\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0628\u062f\u0621 \u0639\u0645\u0644\u064a\u064b\u0627 \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u0627\u0626\u0639\u0629. \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u062a\u0637\u064a\u0639\u0648\u0646 \u0641\u0647\u0645 \u0644\u063a\u062a\u0647\u0627 \u0648\u062a\u0631\u062c\u0645\u0629 \u0623\u0633\u0631\u0627\u0631\u0647\u0627 \u0647\u0645 \u0645\u0646 \u0633\u064a\u0642\u0648\u062f\u0648\u0646 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a.<\/p>\n<p>\u0627\u0644\u0622\u0646\u060c \u0627\u0644\u0643\u0631\u0629 \u0641\u064a \u0645\u0644\u0639\u0628\u0643. \u0627\u0628\u062f\u0623 \u0628\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a\u060c \u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0648\u0644\u0627 \u062a\u062a\u0648\u0642\u0641 \u0623\u0628\u062f\u064b\u0627 \u0639\u0646 \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629. \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0642\u0635\u0629 \u062a\u0646\u062a\u0638\u0631 \u0645\u0646 \u064a\u0631\u0648\u064a\u0647\u0627. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0644\u062f\u064a\u0643 \u0627\u0644\u0642\u0644\u0645 \u0648\u0627\u0644\u0648\u0631\u0642 \u0644\u0628\u062f\u0621 \u0643\u062a\u0627\u0628\u0629 \u0641\u0635\u0648\u0644 \u0645\u0646 \u0627\u0644\u0646\u062c\u0627\u062d \u0627\u0644\u0645\u0647\u0646\u064a. \u0627\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a <a href=\"https:\/\/jobsdz.com\/ar\/blog\/\">\u0645\u062f\u0648\u0646\u062a\u0646\u0627<\/a> \u0644\u062a\u0638\u0644 \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u062f\u0627\u0626\u0645\u060c \u0648\u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u0633\u062a\u0639\u062f\u064b\u0627\u060c \u0633\u062a\u062c\u062f \u0622\u0644\u0627\u0641 \u0627\u0644\u0641\u0631\u0635 \u0641\u064a \u0627\u0646\u062a\u0638\u0627\u0631\u0643.<\/p>\n<h2>Sources<\/h2>\n<ul>\n<li>Python Software Foundation: <a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.python.org\/<\/a><\/li>\n<li>Pandas Official Documentation: <a href=\"https:\/\/pandas.pydata.org\/docs\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/pandas.pydata.org\/docs\/<\/a><\/li>\n<li>Kaggle: Your Home for Data Science: <a href=\"https:\/\/www.kaggle.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.kaggle.com\/<\/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 \u0644\u0645 \u062a\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0631\u062f \u0623\u0631\u0642\u0627\u0645 \u0648\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \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\u0628\u0631\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629. \u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0625\u0645\u062f\u0627\u062f \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629\u060c \u0623\u0635\u0628\u062d \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data-Driven Decision Making) \u0647\u0648 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0644\u0644\u0646\u062c\u0627\u062d. \u0648\u0641\u064a \u0642\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u062b\u0648\u0631\u0629\u060c \u062a\u062a\u0631\u0628\u0639 \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python) [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":35833,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[2425],"tags":[],"this-is-test":[],"class_list":["post-35836","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-2425"],"mb":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/01\/image-262.png?fit=1024%2C511&ssl=1","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":29639,"url":"https:\/\/jobsdz.com\/ar\/2025\/12\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%aa%d8%b9%d9%84%d9%85-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b6%d8%ae%d9%85%d8%a9-%d8%a8%d8%b3%d9%87%d9%88\/","url_meta":{"origin":35836,"position":0},"title":"\u0643\u064a\u0641\u064a\u0629 \u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u0633\u0631\u0639\u0629","author":"Admin","date":"\u062f\u064a\u0633\u0645\u0628\u0631 27, 2025","format":false,"excerpt":"\u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u062a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0645\u062b\u0627\u0628\u0629 \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\u0642\u0637\u0627\u0639\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645. \u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u0634\u0631\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0643\u0644 \u062a\u0641\u0627\u0639\u0644 \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u0643\u0644 \u062c\u0647\u0627\u0632 \u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u064a\u0648\u0644\u062f \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \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\/2025\/12\/image-300.png?fit=1024%2C371&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-300.png?fit=1024%2C371&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-300.png?fit=1024%2C371&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-300.png?fit=1024%2C371&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":26589,"url":"https:\/\/jobsdz.com\/ar\/2025\/11\/%d8%a3%d9%87%d9%85%d9%8a%d8%a9-%d8%aa%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d9%8a-%d9%81%d9%8a-%d8%a7%d9%84%d8%b9%d9%85%d9%84-%d8%ae%d8%b7\/","url_meta":{"origin":35836,"position":1},"title":"\u0623\u0647\u0645\u064a\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0641\u064a \u0627\u0644\u0639\u0645\u0644: \u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062a\u0645\u064a\u0632","author":"Admin","date":"\u0646\u0648\u0641\u0645\u0628\u0631 29, 2025","format":false,"excerpt":"\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\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0631\u062f \u0623\u0631\u0642\u0627\u0645 \u0648\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0645\u0628\u0639\u062b\u0631\u0629\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062d\u062f\u062b \u0628\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0646\u062c\u0627\u062d\u0627\u064b \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u0648\u0646 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0645\u064a\u0632\u0627\u064b. \u0625\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\u060c \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0641\u0648\u0636\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0648\u0627\u0636\u062d\u0629\u060c \u0644\u0645 \u062a\u0639\u062f \u0645\u064a\u0632\u0629 \u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u0636\u0631\u0648\u0631\u0629 \u062d\u062a\u0645\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\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\/2025\/11\/image-149.png?fit=1024%2C435&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-149.png?fit=1024%2C435&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-149.png?fit=1024%2C435&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-149.png?fit=1024%2C435&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":36068,"url":"https:\/\/jobsdz.com\/ar\/2026\/01\/%d8%a3%d9%87%d9%85%d9%8a%d8%a9-%d8%ac%d9%85%d8%b9-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%84%d8%a7%d8%aa%d8%ae%d8%a7%d8%b0-%d8%a7%d9%84%d9%82%d8%b1%d8%a7%d8%b1-%d8%af%d9%84%d9%8a%d9%84\/","url_meta":{"origin":35836,"position":2},"title":"\u0623\u0647\u0645\u064a\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621","author":"Admin","date":"\u064a\u0646\u0627\u064a\u0631 25, 2026","format":false,"excerpt":"\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\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0631\u062f \u0623\u0631\u0642\u0627\u0645 \u0648\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0623\u0635\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621. \u0625\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u062a\u0641\u0633\u064a\u0631\u0647\u0627 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u062f\u0631\u0648\u0633\u0629 \u0647\u064a \u0627\u0644\u0641\u0627\u0631\u0642 \u0627\u0644\u062c\u0648\u0647\u0631\u064a \u0628\u064a\u0646 \u0627\u0644\u0646\u062c\u0627\u062d \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0648\u0627\u0644\u062a\u0645\u064a\u0632 \u0627\u0644\u0645\u0646\u0647\u062c\u064a. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0642\u0627\u0626\u062f \u0641\u0631\u064a\u0642\u060c \u0623\u0648 \u0645\u0633\u0648\u0642\u0627\u064b\u060c \u0623\u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u064b \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0623\u0648\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\/01\/image-288.png?fit=1024%2C436&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/01\/image-288.png?fit=1024%2C436&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/01\/image-288.png?fit=1024%2C436&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2026\/01\/image-288.png?fit=1024%2C436&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":27540,"url":"https:\/\/jobsdz.com\/ar\/2025\/12\/%d8%a3%d9%87%d9%85%d9%8a%d8%a9-%d8%aa%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d9%84%d9%84%d9%85%d8%a8%d8%aa%d8%af%d8%a6%d9%8a\/","url_meta":{"origin":35836,"position":3},"title":"\u0623\u0647\u0645\u064a\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646: \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0646\u062c\u0627\u062d","author":"Admin","date":"\u062f\u064a\u0633\u0645\u0628\u0631 7, 2025","format":false,"excerpt":"\u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0645\u062c\u0631\u062f \u0645\u0635\u0637\u0644\u062d \u062a\u0642\u0646\u064a \u064a\u062a\u0631\u062f\u062f \u0641\u064a \u0623\u0631\u0648\u0642\u0629 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0643\u0628\u0631\u0649\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0642\u0648\u0629 \u062f\u0627\u0641\u0639\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0639\u064a\u062f \u062a\u0634\u0643\u064a\u0644 \u0627\u0642\u062a\u0635\u0627\u062f\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0648\u0647\u064a\u0627\u0643\u0644 \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0645\u0644. \u0645\u0646 \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0625\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u060c \u0648\u0645\u0646 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u062a\u062a\u063a\u0644\u063a\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\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\/2025\/12\/image-81.png?fit=1024%2C393&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-81.png?fit=1024%2C393&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-81.png?fit=1024%2C393&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/12\/image-81.png?fit=1024%2C393&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":26585,"url":"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\/","url_meta":{"origin":35836,"position":4},"title":"\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645","author":"Admin","date":"\u0646\u0648\u0641\u0645\u0628\u0631 29, 2025","format":false,"excerpt":"\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 \u062a\u0631\u0641\u0627\u064b \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0648\u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0644\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u0627\u0644\u0646\u0645\u0648 \u0641\u064a \u0643\u0627\u0641\u0629 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629. \u0645\u0646 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0645\u0648\u064a\u0644\u060c \u0648\u0645\u0646 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0625\u0644\u0649 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629\u060c \u062a\u0634\u0647\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u062d\u0648\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u0627\u064b \u064a\u0636\u0639 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0629 \u0641\u064a \u0642\u0644\u0628 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u0647\u0627. \u0625\u0646 \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0641\u064a\u2026","rel":"","context":"\u0641\u064a &quot;\u0623\u0647\u0645 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644&quot;","block_context":{"text":"\u0623\u0647\u0645 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644","link":"https:\/\/jobsdz.com\/ar\/category\/%d8%a3%d9%87%d9%85-%d8%a7%d9%84%d8%a7%d8%aa%d8%ac%d8%a7%d9%87%d8%a7%d8%aa-%d9%88%d8%a7%d9%84%d8%aa%d8%b7%d9%88%d8%b1%d8%a7%d8%aa-%d9%81%d9%8a-%d8%b3%d9%88%d9%82-%d8%a7%d9%84%d8%b9%d9%85%d9%84\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-148.png?fit=1024%2C497&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-148.png?fit=1024%2C497&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-148.png?fit=1024%2C497&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/jobsdz.com\/wp-content\/uploads\/2025\/11\/image-148.png?fit=1024%2C497&ssl=1&resize=700%2C400 2x"},"classes":[]},{"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":35836,"position":5},"title":"\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0641\u0639\u0651\u0627\u0644\u0629","author":"Admin","date":"\u0641\u0628\u0631\u0627\u064a\u0631 8, 2026","format":false,"excerpt":"\u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u060c \u0644\u0645 \u062a\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0631\u062f \u0623\u0631\u0642\u0627\u0645 \u0635\u0645\u0627\u0621\u060c \u0628\u0644 \u062a\u062d\u0648\u0644\u062a \u0625\u0644\u0649 \u0623\u0635\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629\u060c \u064a\u0648\u0627\u0632\u064a \u0641\u064a \u0642\u064a\u0645\u062a\u0647 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \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 2x"},"classes":[]}],"mfb_rest_fields":["title","jetpack_featured_media_url","jetpack_sharing_enabled","jetpack-related-posts","gutenberg_elementor_mode"],"_links":{"self":[{"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/posts\/35836","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/comments?post=35836"}],"version-history":[{"count":0,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/posts\/35836\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/media\/35833"}],"wp:attachment":[{"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/media?parent=35836"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/categories?post=35836"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/tags?post=35836"},{"taxonomy":"this-is-test","embeddable":true,"href":"https:\/\/jobsdz.com\/ar\/wp-json\/wp\/v2\/this-is-test?post=35836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}