{"id":24487,"date":"2026-03-07T14:18:00","date_gmt":"2026-03-07T11:18:00","guid":{"rendered":"https:\/\/tharaaedu.com\/?p=24487"},"modified":"2026-04-23T00:02:40","modified_gmt":"2026-04-22T21:02:40","slug":"free-courses-arent-enough","status":"publish","type":"post","link":"https:\/\/tharaaedu.com\/en\/free-courses-arent-enough\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646: \u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a &#8220;\u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629&#8221; \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a \u0645\u0633\u062a\u062f\u0627\u0645 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u061f"},"content":{"rendered":"<p style=\"text-align: right;\"><strong>\u0647\u0644 \u062a\u0628\u062d\u062b \u0639\u0646 \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u061f<\/strong> \u0623\u0646\u062a \u0644\u0633\u062a \u0648\u062d\u062f\u0643\u061b \u064a\u0628\u062d\u062b \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0637\u0645\u0648\u062d\u064a\u0646 \u0627\u0644\u064a\u0648\u0645 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0645\u062e\u062a\u0635\u0631 \u0644\u062f\u062e\u0648\u0644 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0639\u0628\u0631 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0645\u062a\u0627\u062d \u0628\u0636\u063a\u0637\u0629 \u0632\u0631. \u0644\u0643\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u062a\u0643\u0634\u0641 \u062d\u0642\u064a\u0642\u0629 \u0635\u0627\u062f\u0645\u0629: \u0647\u0646\u0627\u0643 <strong>\u0641\u062c\u0648\u0629 \u0643\u0628\u064a\u0631\u0629 \u0628\u064a\u0646 &#8220;\u0627\u0645\u062a\u0644\u0627\u0643 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0629&#8221; \u0648&#8221;\u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0629&#8221;<\/strong>\u060c \u0648\u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u0647\u064a \u0645\u0627 \u064a\u064f\u0645\u064a\u0651\u0632 \u0627\u0644\u0645\u062d\u062a\u0631\u0641 \u0627\u0644\u0630\u064a \u064a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0639\u0646 \u0627\u0644\u0645\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u064a \u064a\u0628\u0642\u0649 \u0641\u064a \u062f\u0627\u0626\u0631\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0641.<\/p>\n<p style=\"text-align: right;\">\u0641\u064a \u0633\u0648\u0642 \u0639\u0645\u0644 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0648\u0645\u062a\u0633\u0627\u0631\u0639 \u0643\u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u060c \u062d\u064a\u062b \u062a\u062a\u062c\u0647 \u0643\u0627\u0641\u0629 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0646\u062d\u0648 \u0627\u0644\u0631\u0642\u0645\u0646\u0629 \u0648\u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u062a\u0645\u0627\u0634\u064a\u064b\u0627 \u0645\u0639 <strong>\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0645\u0644\u0643\u0629 2030<\/strong>\u060c \u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u062a\u062d\u062f\u064a \u064a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0629\u060c \u0628\u0644 \u0641\u064a \u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u0641\u064a\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0629 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u0645\u0647\u0646\u064a\u0629 \u0645\u0644\u0645\u0648\u0633\u0629 \u062a\u064f\u062a\u0631\u062c\u0645 \u0625\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0648\u062f\u062e\u0644 \u0645\u0633\u062a\u062f\u0627\u0645.<\/p>\n<h2 style=\"text-align: right;\" id=\"what-is-free-courses-gap\">\u0645\u0627 \u0647\u064a &#8220;\u0641\u062c\u0648\u0629 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629&#8221;\u061f (\u062a\u0639\u0631\u064a\u0641 \u0633\u0631\u064a\u0639)<\/h2>\n<p style=\"text-align: right;\"><strong>\u0641\u062c\u0648\u0629 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629<\/strong> \u0647\u064a \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0648\u0627\u0633\u0639 \u0628\u064a\u0646 \u0645\u0627 \u064a\u062a\u0639\u0644\u0645\u0647 \u0627\u0644\u0634\u062e\u0635 \u0645\u0646 \u062f\u0648\u0631\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0628\u064a\u0646 \u0645\u0627 \u064a\u0637\u0644\u0628\u0647 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0641\u0639\u0644\u064a\u064b\u0627 \u0645\u0646 \u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0637\u0628\u064a\u0642\u064a\u0629. \u062a\u0638\u0647\u0631 \u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u0641\u064a \u062b\u0644\u0627\u062b\u0629 \u0645\u062d\u0627\u0648\u0631 \u0631\u0626\u064a\u0633\u064a\u0629: <strong>\u063a\u064a\u0627\u0628 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629<\/strong>\u060c \u0648<strong>\u0642\u0650\u062f\u064e\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u062a\u0642\u0646\u064a<\/strong>\u060c \u0648<strong>\u0627\u0641\u062a\u0642\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0625\u0644\u0649 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629<\/strong> \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0643\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n<h2 style=\"text-align: right;\" id=\"table-of-contents\">\ud83d\udcd1 \u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0644<\/h2>\n<ul style=\"text-align: right;\">\n<li><a href=\"#what-is-free-courses-gap\">\u0645\u0627 \u0647\u064a &#8220;\u0641\u062c\u0648\u0629 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629&#8221;\u061f (\u062a\u0639\u0631\u064a\u0641 \u0633\u0631\u064a\u0639)<\/a><\/li>\n<li><a href=\"#stats-digital-learning\">1. \u0644\u063a\u0629 \u0627\u0644\u0623\u0631\u0642\u0627\u0645: \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0631\u0642\u0645\u064a<\/a><\/li>\n<li><a href=\"#psychology-free-content-trap\">2. \u0633\u064a\u0643\u0648\u0644\u0648\u062c\u064a\u0629 &#8220;\u0641\u062e \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a&#8221;: \u0647\u0644 \u0623\u0646\u062a \u062a\u062a\u0639\u0644\u0645 \u0623\u0645 \u062a\u064f\u0633\u0648\u0650\u0651\u0641\u061f<\/a>\n<ul>\n<li><a href=\"#download-vs-analysis\">\u0623- \u0645\u062a\u0644\u0627\u0632\u0645\u0629 &#8220;\u0627\u0644\u062a\u062d\u0645\u064a\u0644&#8221; \u0628\u062f\u0644\u0627\u064b \u0645\u0646 &#8220;\u0627\u0644\u062a\u062d\u0644\u064a\u0644&#8221;<\/a><\/li>\n<li><a href=\"#no-healthy-competition\">\u0628- \u063a\u064a\u0627\u0628 \u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"#core-challenges\">3. \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062c\u0648\u0647\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u062a\u0639\u0644\u0645 \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629<\/a>\n<ul>\n<li><a href=\"#methodology-gap\">\u0623\u0648\u0644\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 (The Methodology Gap)<\/a><\/li>\n<li><a href=\"#update-gap\">\u062b\u0627\u0646\u064a\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0642\u0646\u064a (The Update Gap)<\/a><\/li>\n<li><a href=\"#reality-gap\">\u062b\u0627\u0644\u062b\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0648&#8221;\u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u062a\u0627\u0644\u064a&#8221;<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"#tharaa-investment\">4. \u0644\u0645\u0627\u0630\u0627 \u062a\u0645\u062b\u0651\u0644 &#8220;\u062b\u0631\u0627\u0621 \u0644\u0644\u062a\u062f\u0631\u064a\u0628&#8221; \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u061f<\/a>\n<ul>\n<li><a href=\"#live-sessions\">1. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0627\u0644\u0645\u0628\u0627\u0634\u0631 (Live Sessions)<\/a><\/li>\n<li><a href=\"#field-instructors\">2. \u0645\u062d\u0627\u0636\u0631\u0648\u0646 \u0645\u0646 \u0642\u0644\u0628 \u0627\u0644\u0645\u064a\u062f\u0627\u0646<\/a><\/li>\n<li><a href=\"#learning-by-doing\">3. \u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642 (Learning by Doing)<\/a><\/li>\n<li><a href=\"#international-certifications\">4. \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 (\u0645\u062b\u0644 PL-300)<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"#skill-vs-money\">5. \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0627\u0644: \u0623\u064a\u0647\u0645\u0627 \u0623\u0631\u0628\u062d\u061f<\/a><\/li>\n<li><a href=\"#faq\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 (FAQ)<\/a><\/li>\n<li><a href=\"#conclusion\">\u062e\u0627\u062a\u0645\u0629: \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u064a\u0646 &#8220;\u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643&#8221; \u0648&#8221;\u0627\u0644\u0645\u062d\u062a\u0631\u0641&#8221;<\/a><\/li>\n<\/ul>\n<h2 style=\"text-align: right;\" id=\"stats-digital-learning\">1. \u0644\u063a\u0629 \u0627\u0644\u0623\u0631\u0642\u0627\u0645: \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0631\u0642\u0645\u064a<\/h2>\n<p style=\"text-align: right;\">\u0642\u0628\u0644 \u0623\u0646 \u062a\u063a\u0631\u0642 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 &#8220;\u0627\u0644\u0645\u0634\u0627\u0647\u062f\u0629 \u0644\u0627\u062d\u0642\u064b\u0627&#8221; \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0645\u062b\u0644 \u064a\u0648\u062a\u064a\u0648\u0628\u060c \u062a\u0623\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0627\u0644\u062a\u064a \u0643\u0634\u0641\u062a \u0639\u0646\u0647\u0627 \u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0644\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629:<\/p>\n<ul style=\"text-align: right;\">\n<li><strong>\u0645\u0639\u062f\u0644\u0627\u062a \u0625\u0643\u0645\u0627\u0644 \u0645\u0646\u062e\u0641\u0636\u0629 \u062c\u062f\u0627\u064b:<\/strong> \u0648\u0641\u0642\u064b\u0627 \u0644\u062f\u0631\u0627\u0633\u0629 \u0645\u0634\u062a\u0631\u0643\u0629 \u0623\u062c\u0631\u062a\u0647\u0627 \u062c\u0627\u0645\u0639\u0629 \u0647\u0627\u0631\u0641\u0627\u0631\u062f (Harvard University) \u0628\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u0645\u0639\u0647\u062f MIT\u060c \u0641\u0625\u0646 \u0646\u0633\u0628\u0629 \u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a (MOOCs) \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 <strong>4% \u0625\u0644\u0649 7% \u0641\u0642\u0637<\/strong>. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u063a\u0627\u0644\u0628\u064a\u0629 \u0645\u0645\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u064a\u0646\u062a\u0647\u064a \u0628\u0647\u0645 \u0627\u0644\u0645\u0637\u0627\u0641 \u0641\u064a \u0645\u0646\u062a\u0635\u0641 \u0627\u0644\u0637\u0631\u064a\u0642.<\/li>\n<li><strong>\u0648\u0647\u0645 \u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0631\u0642\u0645\u064a:<\/strong> \u062a\u0634\u064a\u0631 \u062a\u0642\u0627\u0631\u064a\u0631 \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u062a\u0639\u0644\u0645 \u0639\u0627\u0644\u0645\u064a\u0629 \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0639\u0642\u0644 \u064a\u064f\u0641\u0631\u0632 \u0647\u0631\u0645\u0648\u0646 &#8220;\u0627\u0644\u062f\u0648\u0628\u0627\u0645\u064a\u0646&#8221; \u0628\u0645\u062c\u0631\u062f \u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u0649 \u0632\u0631 &#8220;\u0627\u0644\u062a\u062d\u0645\u064a\u0644&#8221;\u060c \u0645\u0645\u0627 \u064a\u0639\u0637\u064a \u0634\u0639\u0648\u0631\u064b\u0627 \u0632\u0627\u0626\u0641\u064b\u0627 \u0628\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0642\u0628\u0644 \u0623\u0646 \u064a\u0628\u062f\u0623 \u0627\u0644\u062f\u0631\u0633 \u0627\u0644\u0623\u0648\u0644 \u0641\u0639\u0644\u064a\u064b\u0627. \u0648\u0647\u0630\u0627 \u0645\u0627 \u064a\u0633\u0645\u0649 \u0628\u0640 <strong>&#8220;\u0627\u0644\u0645\u0642\u0628\u0631\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629&#8221;<\/strong> \u0644\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u064f\u0641\u062a\u062d.<\/li>\n<li><strong>\u0641\u062c\u0648\u0629 \u0645\u0647\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0639\u0648\u062f\u064a:<\/strong> \u064a\u0634\u064a\u0631 \u062a\u0642\u0631\u064a\u0631 &#8220;\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0648\u0638\u0627\u0626\u0641&#8221; \u0625\u0644\u0649 \u0623\u0646 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u064a\u0636\u0639\u0648\u0646 &#8220;\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a&#8221; \u0648&#8221;\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629&#8221; \u0643\u0623\u0648\u0644\u0648\u064a\u0629 \u0642\u0635\u0648\u0649\u060c \u0648\u0647\u064a \u0645\u0647\u0627\u0631\u0627\u062a \u0635\u0639\u0628 \u0627\u0643\u062a\u0633\u0627\u0628\u0647\u0627 \u0645\u0646 \u0645\u062c\u0631\u062f \u0645\u0634\u0627\u0647\u062f\u0629 \u0633\u0644\u0628\u064a\u0629 \u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u062c\u0627\u0646\u064a \u063a\u064a\u0631 \u062a\u0641\u0627\u0639\u0644\u064a.<\/li>\n<\/ul>\n<h2 style=\"text-align: right;\" id=\"psychology-free-content-trap\">2. \u0633\u064a\u0643\u0648\u0644\u0648\u062c\u064a\u0629 &#8220;\u0641\u062e \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a&#8221;: \u0647\u0644 \u0623\u0646\u062a \u062a\u062a\u0639\u0644\u0645 \u0623\u0645 \u062a\u064f\u0633\u0648\u0650\u0651\u0641\u061f<\/h2>\n<p style=\"text-align: right;\">\u0644\u0645\u0627\u0630\u0627 \u0646\u0646\u062c\u0630\u0628 \u062f\u0648\u0645\u064b\u0627 \u0644\u0644\u0628\u062d\u062b \u0639\u0646 \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629\u061f \u0627\u0644\u0633\u0631 \u064a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0647\u0631\u0648\u0628 \u0645\u0646 &#8220;\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645&#8221;. \u0639\u0646\u062f\u0645\u0627 \u0644\u0627 \u062a\u062f\u0641\u0639 \u062b\u0645\u0646\u064b\u0627 \u0645\u0627\u062f\u064a\u064b\u0627 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0629\u060c \u064a\u064f\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u062c\u062f\u064b\u0627 \u0627\u0644\u062a\u062e\u0644\u064a \u0639\u0646\u0647\u0627 \u0639\u0646\u062f \u0623\u0648\u0644 \u0639\u0642\u0628\u0629 \u062a\u0642\u0646\u064a\u0629 \u062a\u0648\u0627\u062c\u0647\u0643.<\/p>\n<h3 style=\"text-align: right;\" id=\"download-vs-analysis\">\u0623- \u0645\u062a\u0644\u0627\u0632\u0645\u0629 &#8220;\u0627\u0644\u062a\u062d\u0645\u064a\u0644&#8221; \u0628\u062f\u0644\u0627\u064b \u0645\u0646 &#8220;\u0627\u0644\u062a\u062d\u0644\u064a\u0644&#8221;<\/h3>\n<p style=\"text-align: right;\">\u064a\u062a\u062d\u0648\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0645 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0641\u062e \u0625\u0644\u0649 <strong>&#8220;\u062c\u0627\u0645\u0639 \u0644\u0644\u0645\u0635\u0627\u062f\u0631&#8221;<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 &#8220;\u0645\u0637\u0648\u0631 \u0644\u0644\u0645\u0647\u0627\u0631\u0629&#8221;\u061b \u062d\u064a\u062b \u064a\u0642\u0636\u064a \u0633\u0627\u0639\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 &#8220;\u0623\u0641\u0636\u0644 \u0643\u0648\u0631\u0633 \u0645\u062c\u0627\u0646\u064a&#8221;\u060c \u0648\u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0645\u0626\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0648\u0627\u0644\u0643\u062a\u0628\u060c \u0648\u064a\u0638\u0646 \u0648\u0627\u0647\u0645\u064b\u0627 \u0623\u0646\u0647 \u0632\u0627\u062f \u0645\u0635\u0627\u062f\u0631\u0647 \u0648\u0632\u0627\u062f\u062a \u0641\u0631\u0635\u0647 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645. \u0628\u064a\u0646\u0645\u0627 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0623\u0646 <strong>\u0643\u062b\u0631\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0645\u0627 \u064a\u064f\u0639\u0631\u0641 \u0628\u0640 &#8220;\u0634\u0644\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644&#8221; (Analysis Paralysis)<\/strong>\u060c \u062d\u064a\u062b \u062a\u0639\u062c\u0632 \u0639\u0646 \u0627\u0644\u0628\u062f\u0621 \u0645\u0646 \u0634\u062f\u0629 \u0627\u0644\u062a\u0634\u062a\u062a.<\/p>\n<h3 style=\"text-align: right;\" id=\"no-healthy-competition\">\u0628- \u063a\u064a\u0627\u0628 \u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/h3>\n<p style=\"text-align: right;\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0647\u0648 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 <strong>\u0631\u062d\u0644\u0629 \u0641\u0631\u062f\u064a\u0629 \u0645\u0648\u062d\u0634\u0629<\/strong>\u061b \u062d\u064a\u062b \u0623\u0646 \u063a\u064a\u0627\u0628 &#8220;\u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a&#8221; \u0648\u0627\u0644\u0632\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0634\u0627\u0631\u0643\u0648\u0646\u0643 \u0646\u0641\u0633 \u0627\u0644\u0634\u063a\u0641 \u064a\u062c\u0639\u0644\u0643 \u062a\u0641\u0642\u062f \u0627\u0644\u062d\u0645\u0627\u0633 \u0633\u0631\u064a\u0639\u064b\u0627.<\/p>\n<p style=\"text-align: right;\">\u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u064a \u0648\u0627\u0644\u0645\u062f\u0641\u0648\u0639 \u064a\u064f\u0648\u0641\u0651\u0631 \u0644\u0643 <strong>&#8220;\u0627\u0644\u0648\u0642\u0648\u062f \u0627\u0644\u062c\u0645\u0627\u0639\u064a&#8221;<\/strong> \u0627\u0644\u0630\u064a \u064a\u062f\u0641\u0639\u0643 \u0644\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u062e\u0627\u0635\u0629\u064b \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0645\u062a\u0627\u0628\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0636\u0631 \u0648\u0645\u0639\u0627\u0648\u0646\u064a\u0647.<\/p>\n<h2 style=\"text-align: right;\" id=\"core-challenges\">3. \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062c\u0648\u0647\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u062a\u0639\u0644\u0645 \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629<\/h2>\n<p style=\"text-align: right;\">\u0631\u063a\u0645 \u0648\u062c\u0648\u062f \u0628\u0639\u0636 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0643\u0645\u062f\u062e\u0644 \u0623\u0648\u0644\u064a \u0644\u0644\u0645\u0639\u0631\u0641\u0629\u060c \u0625\u0644\u0627 \u0623\u0646 <strong>\u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u064a\u062a\u0637\u0644\u0628 \u062a\u062c\u0627\u0648\u0632 \u062b\u0644\u0627\u062b \u0641\u062c\u0648\u0627\u062a \u062c\u0648\u0647\u0631\u064a\u0629<\/strong>:<\/p>\n<h3 style=\"text-align: right;\" id=\"methodology-gap\">\u0623\u0648\u0644\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 (The Methodology Gap)<\/h3>\n<p style=\"text-align: right;\">\u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u064a\u064f\u0642\u062f\u0651\u0645 \u0644\u0643 <strong>&#8220;\u0642\u0637\u0639 \u0628\u0627\u0632\u0644&#8221; \u0645\u0628\u0639\u062b\u0631\u0629<\/strong>. \u0641\u0642\u062f \u062a\u062a\u0639\u0644\u0645 \u0623\u062f\u0627\u0629 \u0645\u0639\u064a\u0646\u0629 \u0641\u064a \u0641\u064a\u062f\u064a\u0648\u060c \u062b\u0645 \u062a\u0646\u062a\u0642\u0644 \u0644\u0623\u062f\u0627\u0629 \u0623\u062e\u0631\u0649 \u0641\u064a \u0645\u062f\u0648\u0646\u0629\u060c \u0648\u0644\u0643\u0646 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0623\u0646 \u062a\u062c\u062f \u0643\u064a\u0641 \u062a\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0639\u064b\u0627 \u0644\u0628\u0646\u0627\u0621 &#8220;\u0645\u0634\u0631\u0648\u0639 \u0645\u062a\u0643\u0627\u0645\u0644&#8221; \u064a\u0637\u0644\u0628\u0647 \u0627\u0644\u0639\u0645\u064a\u0644 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644.<\/p>\n<p style=\"text-align: right;\"><strong>\u0645\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u0641\u0639\u0644\u0627\u064b:<\/strong> \u0623\u0646\u062a \u062a\u0641\u062a\u0642\u062f \u0644\u0640 &#8220;\u062e\u0627\u0631\u0637\u0629 \u0627\u0644\u0637\u0631\u064a\u0642&#8221; (Roadmap) \u0627\u0644\u062a\u064a \u062a\u0646\u0642\u0644\u0643 \u0645\u0646 \u0646\u0642\u0637\u0629 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641 \u0628\u0623\u0642\u0635\u0631 \u0637\u0631\u064a\u0642 \u0645\u0645\u0643\u0646 \u0648\u0628\u062a\u0633\u0644\u0633\u0644 \u0645\u0646\u0637\u0642\u064a \u0627\u062d\u062a\u0631\u0627\u0641\u064a.<\/p>\n<h3 style=\"text-align: right;\" id=\"update-gap\">\u062b\u0627\u0646\u064a\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0642\u0646\u064a (The Update Gap)<\/h3>\n<p style=\"text-align: right;\">\u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u062d\u064a\u0648\u064a\u0629 \u0645\u062b\u0644 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a<\/strong>\u060c \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a (\u0645\u062b\u0644 Power BI \u0623\u0648 Excel) \u0648\u062a\u0635\u062f\u0631 \u0644\u0647\u0627 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0634\u0647\u0631\u064a\u0629. \u0623\u063a\u0644\u0628 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0645\u0648\u0627\u062f \u0645\u064f\u0633\u062c\u0651\u0644\u0629 \u0645\u0646\u0630 \u0633\u0646\u0648\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u0628 \u0639\u0644\u064a\u0647\u0627 \u064a\u0639\u0646\u064a \u0636\u064a\u0627\u0639 \u0648\u0642\u062a\u0643 \u0641\u064a \u062a\u0639\u0644\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0642\u062f\u064a\u0645\u0629\u060c \u0623\u0648 \u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0635\u0628\u062d\u062a &#8220;Legacy Code&#8221; \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062d\u0627\u0644\u064a\u064b\u0627.<\/p>\n<h3 style=\"text-align: right;\" id=\"reality-gap\">\u062b\u0627\u0644\u062b\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0648&#8221;\u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0645\u062b\u0627\u0644\u064a&#8221;<\/h3>\n<p style=\"text-align: right;\">\u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0636\u0631\u064a\u0646 \u0639\u0646\u062f \u0627\u0644\u0634\u0631\u062d \u064a\u0633\u064a\u0631 \u0641\u064a &#8220;\u0637\u0631\u064a\u0642 \u0648\u0631\u062f\u064a&#8221;\u061b \u062d\u064a\u062b \u064a\u0639\u0645\u0644 \u0643\u0644 \u0634\u064a\u0621 \u0645\u0646 \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u0649. \u0623\u0648 \u0628\u0645\u0639\u0646\u0649 \u0622\u062e\u0631\u060c \u0642\u062f \u062a\u062c\u062f \u0634\u0631\u062d \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0645\u0633\u062c\u0644\u0627\u064b \u0628\u062f\u0648\u0646 \u0623\u062e\u0637\u0627\u0621 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u060c \u0623\u0648 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0623\u062e\u0637\u0627\u0621 \u0643\u062b\u064a\u0631\u0629 \u0645\u0646 \u062a\u0644\u0643 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0639 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/p>\n<p style=\"text-align: right;\">\u0644\u0643\u0646 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0627\u0644\u0643\u0648\u062f \u064a\u062a\u0639\u0637\u0644\u060c \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0643\u0648\u0646 <strong>&#8220;\u0645\u062a\u0633\u062e\u0629&#8221; (Dirty Data)<\/strong> \u0648\u062a\u062d\u062a\u0627\u062c \u062a\u0646\u0638\u064a\u0641\u064b\u0627 \u0645\u0639\u0642\u062f\u064b\u0627. \u0644\u0630\u0627 \u0641\u0625\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u0627 \u064a\u064f\u0639\u0644\u0651\u0645\u0643 \u0645\u0647\u0627\u0631\u0627\u062a <strong>\u0627\u0644\u062a\u0646\u0642\u064a\u062d (Debugging)<\/strong>\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0627 \u064a\u0645\u062a\u0644\u0643 \u062e\u0628\u0631\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a <strong>&#8220;\u0627\u0644\u0641\u0634\u0644&#8221;<\/strong> \u0627\u0644\u062a\u064a \u0647\u064a \u062c\u0648\u0647\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u0646\u064a. \u0625\u0644\u0627 \u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u0646\u0641\u0633\u0643 \u0628\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0628\u062d\u062b \u0645\u0637\u0648\u0644\u0627\u064b \u0641\u064a \u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0643 \u0639\u0646\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<h2 style=\"text-align: right;\" id=\"tharaa-investment\">4. \u0644\u0645\u0627\u0630\u0627 \u062a\u0645\u062b\u0651\u0644 &#8220;\u062b\u0631\u0627\u0621 \u0644\u0644\u062a\u062f\u0631\u064a\u0628&#8221; \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u061f<\/h2>\n<p style=\"text-align: right;\">\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0645\u0646 \u0648\u0627\u0642\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u060c \u0635\u064f\u0645\u0651\u0645\u062a \u0628\u0631\u0627\u0645\u062c \u062b\u0631\u0627\u0621 \u0644\u062a\u0643\u0648\u0646 \u062d\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u064b\u0627 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a. \u0646\u062d\u0646 \u0644\u0627 \u0646\u0628\u064a\u0639\u0643 &#8220;\u0645\u0639\u0644\u0648\u0645\u0627\u062a&#8221; \u2013 \u0641\u0647\u064a \u0645\u062a\u0648\u0641\u0631\u0629 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646 \u2013 \u0628\u0644 \u0646\u0628\u064a\u0639\u0643 <strong>&#8220;\u062a\u062d\u0648\u064a\u0644\u0627\u064b \u0644\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u0647\u0646\u064a&#8221;<\/strong>.<\/p>\n<h3 style=\"text-align: right;\" id=\"live-sessions\">1. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0627\u0644\u0645\u0628\u0627\u0634\u0631 (Live Sessions)<\/h3>\n<p style=\"text-align: right;\">\u0645\u0639 \u0648\u062c\u0648\u062f \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0639\u062f\u064a\u062f\u0629 \u0645\u0633\u062c\u0644\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0643 \u0645\u062a\u0644\u0642\u064a\u064b\u0627 \u0633\u0644\u0628\u064a\u064b\u0627\u060c \u062a\u0639\u062a\u0645\u062f \u0628\u0631\u0627\u0645\u062c\u0646\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0639\u0644\u0649 <strong>\u0627\u0644\u0628\u062b \u0627\u0644\u0645\u0628\u0627\u0634\u0631 (Live Sessions)<\/strong>\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0645\u062d\u0627\u0636\u0631\u060c \u0637\u0631\u062d \u0623\u0633\u0626\u0644\u062a\u0643\u060c \u0648\u0645\u0646\u0627\u0642\u0634\u0629 \u062d\u0627\u0644\u0627\u062a \u062f\u0631\u0627\u0633\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u064a \u0644\u062d\u0638\u062a\u0647\u0627.<\/p>\n<p style=\"text-align: right;\">\u0647\u0630\u0627 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u064a\u0628\u0646\u064a <strong>&#8220;\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0636\u0644\u064a\u0629&#8221;<\/strong> \u0644\u0644\u0645\u0647\u0627\u0631\u0629 \u0648\u064a\u0636\u0645\u0646 \u0641\u0647\u0645\u0643 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0643\u0644 \u062c\u0632\u0626\u064a\u0629.<\/p>\n<h3 style=\"text-align: right;\" id=\"field-instructors\">2. \u0645\u062d\u0627\u0636\u0631\u0648\u0646 \u0645\u0646 \u0642\u0644\u0628 \u0627\u0644\u0645\u064a\u062f\u0627\u0646<\/h3>\n<p style=\"text-align: right;\">\u0627\u0644\u0645\u062d\u0627\u0636\u0631 \u0641\u064a &#8220;\u062b\u0631\u0627\u0621&#8221; \u0644\u064a\u0633 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u064b\u0627 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0647\u0648 \u0645\u0645\u0627\u0631\u0633 \u062e\u0628\u064a\u0631 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0644\u0641\u0639\u0644. \u0644\u0630\u0627 \u0641\u0647\u0648 \u064a\u062f\u0631\u0643 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0627 \u062a\u0637\u0644\u0628\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u0648\u0627\u062c\u0647\u0643 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629.<\/p>\n<p style=\"text-align: right;\">\u0648\u064a\u064f\u0646\u0642\u0644 \u0644\u0643 <strong>&#8220;\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u062e\u0628\u0631\u0629&#8221;<\/strong> \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062c\u062f\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629.<\/p>\n<h3 style=\"text-align: right;\" id=\"learning-by-doing\">3. \u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642 (Learning by Doing)<\/h3>\n<p style=\"text-align: right;\">\u0641\u064a \u062b\u0631\u0627\u0621\u060c \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0630\u0647\u0628\u064a\u0629 \u0647\u064a: <strong>&#8220;\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0647\u0648 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645&#8221;<\/strong>. \u0644\u0630\u0627 \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0643 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u060c \u0628\u062d\u064a\u062b \u0639\u0646\u062f \u062a\u062e\u0631\u062c\u0643 \u0644\u0646 \u064a\u0643\u0648\u0646 \u0645\u0639\u0643 \u0641\u0642\u0637 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u0648\u0641 \u0646\u0648\u0641\u0631\u0647\u0627 \u0644\u0643\u060c \u0628\u0644 \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 <strong>\u0645\u0639\u0631\u0636 \u0623\u0639\u0645\u0627\u0644 (Portfolio) \u0642\u0648\u064a<\/strong> \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0639\u0645\u0644\u064a\u0629 \u0642\u0645\u062a \u0628\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<p style=\"text-align: right;\">\u0648\u0647\u0648 \u0623\u062d\u062f \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0623\u0646 \u062a\u0645\u062a\u0644\u0643\u0647\u0627 \u0639\u0646\u062f \u0627\u0644\u062a\u0642\u062f\u0645 \u0644\u0623\u064a \u0648\u0638\u064a\u0641\u0629 \u0645\u0631\u0645\u0648\u0642\u0629.<\/p>\n<h3 style=\"text-align: right;\" id=\"international-certifications\">4. \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 (\u0645\u062b\u0644 PL-300)<\/h3>\n<p style=\"text-align: right;\">\u0646\u062d\u0646 \u0646\u0639\u0644\u0645 \u0623\u0646 \u0627\u0644\u0634\u0647\u0627\u062f\u0629 \u0627\u0644\u0645\u0647\u0646\u064a\u0629 \u0647\u064a <strong>&#8220;\u062c\u0648\u0627\u0632 \u0633\u0641\u0631\u0643&#8221;<\/strong> \u0644\u0644\u062a\u0648\u0638\u064a\u0641\u061b \u062d\u064a\u062b \u062a\u064f\u0636\u064a\u0641 \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0643 \u0628\u064a\u0646 \u0632\u0645\u0644\u0627\u0626\u0643 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646 \u0644\u0644\u0648\u0638\u064a\u0641\u0629.<\/p>\n<p style=\"text-align: right;\">\u0644\u0630\u0627 \u0641\u064a <a href=\"https:\/\/tharaaedu.com\/en\/programs\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0639\u0633\u0643\u0631\u0627\u062a\u0646\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629<\/a>\u060c \u0645\u062b\u0644 <a href=\"https:\/\/tharaaedu.com\/en\/product\/data-analysis-bootcamp\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0639\u0633\u0643\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644<\/a>\u060c \u0646\u062d\u0646 \u0646\u062e\u0635\u0635 \u0641\u062a\u0631\u0629 \u062a\u0623\u0647\u064a\u0644\u064a\u0629 \u0645\u0643\u062b\u0641\u0629 \u0644\u0627\u062c\u062a\u064a\u0627\u0632 \u0627\u062e\u062a\u0628\u0627\u0631 <a href=\"https:\/\/learn.microsoft.com\/en-us\/credentials\/certifications\/data-analyst-associate\/?practice-assessment-type=certification\" target=\"_blank\" rel=\"noopener\">PL-300 \u0645\u0646 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a<\/a>. \u0644\u0627 \u0646\u0643\u062a\u0641\u064a \u0628\u0627\u0644\u0634\u0631\u062d\u060c \u0628\u0644 \u0646\u0648\u0641\u0631 \u0623\u064a\u0636\u064b\u0627 \u062e\u0635\u0648\u0635\u064a\u0627\u062a \u062d\u0635\u0631\u064a\u0629 \u0644\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0627\u0645\u062a\u062d\u0627\u0646 \u0627\u0644\u062f\u0648\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0639\u0628\u0621 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u064a\u0632\u064a\u062f \u0645\u0646 \u0641\u0631\u0635\u0629 \u0646\u062c\u0627\u062d\u0643 \u0628\u0625\u0630\u0646 \u0627\u0644\u0644\u0647 \u062a\u0639\u0627\u0644\u0649.<\/p>\n<h2 style=\"text-align: right;\" id=\"skill-vs-money\">5. \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0627\u0644: \u0623\u064a\u0647\u0645\u0627 \u0623\u0631\u0628\u062d\u061f<\/h2>\n<p style=\"text-align: right;\">\u064a\u0631\u0649 \u0627\u0644\u0628\u0639\u0636 \u0623\u0646 \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u0639\u0644\u0649 \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u064a\u064f\u0648\u0641\u0651\u0631 \u0627\u0644\u0645\u0627\u0644\u060c \u0648\u0644\u0643\u0646 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u062a\u0642\u0648\u0644 \u0623\u0646 \u0627\u0644\u0623\u0645\u0648\u0631 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0639\u0643\u0633 \u0630\u0644\u0643.<\/p>\n<p style=\"text-align: right;\"><strong>\u0641\u0645\u062b\u0644\u0627\u064b:<\/strong> \u0625\u0630\u0627 \u0642\u0636\u064a\u062a \u0633\u0646\u0629 \u0643\u0627\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u062e\u0628\u0637 \u0628\u064a\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0644\u0645 \u062a\u0635\u0644 \u0644\u0648\u0638\u064a\u0641\u0629.. \u0641\u0623\u0646\u062a \u062e\u0633\u0631\u062a \u0648\u0642\u062a \u0648\u062c\u0647\u062f \u0648\u0631\u0650\u0628\u0645\u0627 \u0645\u0627\u0644 (\u0628\u0645\u0627 \u0625\u0646\u0643 \u0644\u0645 \u062a\u0635\u0644 \u0628\u0639\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0638\u064a\u0641\u0629). \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u0639\u0643\u0633 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0643 \u0641\u064a \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0643\u062b\u0641 \u0644\u0645\u062f\u0629 3 \u0623\u0634\u0647\u0631 \u0645\u062b\u0644\u064b\u0627\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0633\u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u0642\u0635\u064a\u0631 \u0627\u0644\u0645\u0633\u0627\u0641\u0627\u062a.<\/p>\n<p style=\"text-align: right;\">\u0628\u0627\u0644\u0637\u0628\u0639 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0648\u0627\u0644\u0623\u0631\u0632\u0627\u0642 (\u0645\u0646\u0647\u0627 \u0645\u062a\u0649 \u0633\u062a\u0623\u062e\u0630 \u0631\u0627\u062a\u0628\u0643) \u0647\u064a \u0645\u0646 \u0627\u0644\u0644\u0647 \u0648\u062d\u062f\u0647. \u0644\u0643\u0646\u0646\u0627 \u0645\u0637\u0627\u0644\u0628\u064a\u0646 \u0628\u0627\u0644\u0633\u0639\u064a \u0642\u062f\u0631 \u0645\u0627 \u0646\u0633\u062a\u0637\u064a\u0639 \u0645\u0639 \u0627\u0644\u062a\u0648\u0643\u0644 \u0639\u0644\u0649 \u0627\u0644\u0644\u0647 \u062a\u0639\u0627\u0644\u0649.<\/p>\n<h4 style=\"text-align: right;\">\u0639\u0646\u062f\u0645\u0627 \u062a\u0646\u0636\u0645 \u0644\u0628\u0631\u0627\u0645\u062c &#8220;\u062b\u0631\u0627\u0621 \u0644\u0644\u062a\u062f\u0631\u064a\u0628&#8221;\u060c \u0623\u0646\u062a \u062a\u0634\u062a\u0631\u064a:<\/h4>\n<ul style=\"text-align: right;\">\n<li><strong>\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0636\u0627\u0626\u0639:<\/strong> \u0646\u062d\u0646 \u0646\u062e\u062a\u0635\u0631 \u0639\u0644\u064a\u0643 \u0633\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u062e\u0628\u0637 \u0628\u0645\u0646\u0647\u062c \u0645\u0631\u062a\u0628 \u0648\u0645\u064f\u062d\u062f\u0651\u062b.<\/li>\n<li><strong>\u0627\u0644\u0645\u0648\u062c\u0651\u0647 (Mentor):<\/strong> \u0648\u062c\u0648\u062f \u062e\u0628\u064a\u0631 \u064a\u0631\u0627\u062c\u0639 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0648\u064a\u0635\u062d\u062d \u0645\u0633\u0627\u0631\u0643 \u064a\u0648\u0641\u0651\u0631 \u0639\u0644\u064a\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u0643\u0644\u0641\u0629.<\/li>\n<li><strong>\u0627\u0644\u0627\u0631\u062a\u0642\u0627\u0621 \u0627\u0644\u0645\u0647\u0646\u064a:<\/strong> \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u062a\u0633\u0628\u0647\u0627 \u0645\u0639\u0646\u0627 \u062a\u0632\u064a\u062f \u0645\u0646 \u0641\u0631\u0635\u062a\u0643 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646 \u0644\u0644\u0648\u0638\u0627\u0626\u0641 \u0645\u0639\u0643.<\/li>\n<\/ul>\n<h2 style=\"text-align: right;\" id=\"faq\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062d\u0648\u0644 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641<\/h2>\n<h3 style=\"text-align: right;\">\u0647\u0644 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h3>\n<p style=\"text-align: right;\">\u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0641\u064a\u062f\u0629 \u0643\u0645\u062f\u062e\u0644 \u0623\u0648\u0644\u064a \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 <strong>\u0644\u064a\u0633\u062a \u0643\u0627\u0641\u064a\u0629<\/strong> \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a \u0645\u0633\u062a\u062f\u0627\u0645. \u0627\u0644\u0633\u0628\u0628 \u0623\u0646\u0647\u0627 \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0642\u0646\u064a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0639\u0645\u0644\u064a \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629. \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631 \u0642\u0648\u064a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c 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\u0627\u0644\u0623\u062f\u0648\u0627\u062a (\u0645\u062b\u0644 Power BI \u0623\u0648 Excel) \u0648\u062a\u0635\u062f\u0631 \u0644\u0647\u0627 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0634\u0647\u0631\u064a\u0629. \u0623\u063a\u0644\u0628 \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0645\u0648\u0627\u062f \u0645\u064f\u0633\u062c\u0651\u0644\u0629 \u0645\u0646\u0630 \u0633\u0646\u0648\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u0628 \u0639\u0644\u064a\u0647\u0627 \u064a\u0639\u0646\u064a \u0636\u064a\u0627\u0639 \u0648\u0642\u062a\u0643 \u0641\u064a \u062a\u0639\u0644\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0642\u062f\u064a\u0645\u0629\u060c \u0623\u0648 \u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0635\u0628\u062d\u062a &#8220;Legacy Code&#8221; \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062d\u0627\u0644\u064a\u064b\u0627. \u062b\u0627\u0644\u062b\u0627\u064b: \u0641\u062c\u0648\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0648&#8221;\u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0645\u062b\u0627\u0644\u064a&#8221; \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0636\u0631\u064a\u0646 \u0639\u0646\u062f \u0627\u0644\u0634\u0631\u062d \u064a\u0633\u064a\u0631 \u0641\u064a &#8220;\u0637\u0631\u064a\u0642 \u0648\u0631\u062f\u064a&#8221;\u061b \u062d\u064a\u062b \u064a\u0639\u0645\u0644 \u0643\u0644 \u0634\u064a\u0621 \u0645\u0646 \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u0649. \u0623\u0648 \u0628\u0645\u0639\u0646\u0649 \u0622\u062e\u0631\u060c \u0642\u062f \u062a\u062c\u062f \u0634\u0631\u062d \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0645\u0633\u062c\u0644\u0627\u064b \u0628\u062f\u0648\u0646 \u0623\u062e\u0637\u0627\u0621 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u060c \u0623\u0648 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0623\u062e\u0637\u0627\u0621 \u0643\u062b\u064a\u0631\u0629 \u0645\u0646 \u062a\u0644\u0643 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0639 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646. \u0644\u0643\u0646 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0627\u0644\u0643\u0648\u062f \u064a\u062a\u0639\u0637\u0644\u060c \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0643\u0648\u0646 &#8220;\u0645\u062a\u0633\u062e\u0629&#8221; (Dirty Data) \u0648\u062a\u062d\u062a\u0627\u062c \u062a\u0646\u0638\u064a\u0641\u064b\u0627 \u0645\u0639\u0642\u062f\u064b\u0627. \u0644\u0630\u0627 \u0641\u0625\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u0627 \u064a\u064f\u0639\u0644\u0651\u0645\u0643 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0642\u064a\u062d (Debugging)\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0627 \u064a\u0645\u062a\u0644\u0643 \u062e\u0628\u0631\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a &#8220;\u0627\u0644\u0641\u0634\u0644&#8221; \u0627\u0644\u062a\u064a \u0647\u064a \u062c\u0648\u0647\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u0646\u064a. \u0625\u0644\u0627 \u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u0646\u0641\u0633\u0643 \u0628\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0628\u062d\u062b \u0645\u0637\u0648\u0644\u0627\u064b \u0641\u064a \u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0643 \u0639\u0646\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u0646\u0641\u0633\u0643. 4. \u0644\u0645\u0627\u0630\u0627 \u062a\u0645\u062b\u0651\u0644 &#8220;\u062b\u0631\u0627\u0621 \u0644\u0644\u062a\u062f\u0631\u064a\u0628&#8221; \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a\u061f \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0645\u0646 \u0648\u0627\u0642\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u060c \u0635\u064f\u0645\u0651\u0645\u062a \u0628\u0631\u0627\u0645\u062c \u062b\u0631\u0627\u0621 \u0644\u062a\u0643\u0648\u0646 \u062d\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u064b\u0627 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a. \u0646\u062d\u0646 \u0644\u0627 \u0646\u0628\u064a\u0639\u0643 &#8220;\u0645\u0639\u0644\u0648\u0645\u0627\u062a&#8221; \u2013 \u0641\u0647\u064a \u0645\u062a\u0648\u0641\u0631\u0629 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646 \u2013 \u0628\u0644 \u0646\u0628\u064a\u0639\u0643 &#8220;\u062a\u062d\u0648\u064a\u0644\u0627\u064b \u0644\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u0647\u0646\u064a&#8221;. 1. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0627\u0644\u0645\u0628\u0627\u0634\u0631 (Live Sessions) \u0645\u0639 \u0648\u062c\u0648\u062f \u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0639\u062f\u064a\u062f\u0629 \u0645\u0633\u062c\u0644\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0643 \u0645\u062a\u0644\u0642\u064a\u064b\u0627 \u0633\u0644\u0628\u064a\u064b\u0627\u060c \u062a\u0639\u062a\u0645\u062f \u0628\u0631\u0627\u0645\u062c\u0646\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u062b \u0627\u0644\u0645\u0628\u0627\u0634\u0631 (Live Sessions)\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0645\u062d\u0627\u0636\u0631\u060c \u0637\u0631\u062d \u0623\u0633\u0626\u0644\u062a\u0643\u060c \u0648\u0645\u0646\u0627\u0642\u0634\u0629 \u062d\u0627\u0644\u0627\u062a \u062f\u0631\u0627\u0633\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u064a \u0644\u062d\u0638\u062a\u0647\u0627. \u0647\u0630\u0627 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u064a\u0628\u0646\u064a &#8220;\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0636\u0644\u064a\u0629&#8221; \u0644\u0644\u0645\u0647\u0627\u0631\u0629 \u0648\u064a\u0636\u0645\u0646 \u0641\u0647\u0645\u0643 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0643\u0644 \u062c\u0632\u0626\u064a\u0629. 2. \u0645\u062d\u0627\u0636\u0631\u0648\u0646 \u0645\u0646 \u0642\u0644\u0628 \u0627\u0644\u0645\u064a\u062f\u0627\u0646 \u0627\u0644\u0645\u062d\u0627\u0636\u0631 \u0641\u064a &#8220;\u062b\u0631\u0627\u0621&#8221; \u0644\u064a\u0633 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u064b\u0627 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0647\u0648 \u0645\u0645\u0627\u0631\u0633 \u062e\u0628\u064a\u0631 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0644\u0641\u0639\u0644. \u0644\u0630\u0627 \u0641\u0647\u0648 \u064a\u062f\u0631\u0643 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0627 \u062a\u0637\u0644\u0628\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u0648\u0627\u062c\u0647\u0643 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629. \u0648\u064a\u064f\u0646\u0642\u0644 \u0644\u0643 &#8220;\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u062e\u0628\u0631\u0629&#8221; \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062c\u062f\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629. 3. \u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642 (Learning by Doing) \u0641\u064a \u062b\u0631\u0627\u0621\u060c \u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0630\u0647\u0628\u064a\u0629 \u0647\u064a: &#8220;\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0647\u0648 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645&#8221;. \u0644\u0630\u0627 \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0643 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0642\u064a\u0642\u064a\u0629 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u060c \u0628\u062d\u064a\u062b [&hellip;]<\/p>\n","protected":false},"author":791,"featured_media":24505,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[633,12,1,616,88],"tags":[634,86,85,636,635,87,638,639,640,637],"class_list":["post-24487","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-way-to-big-data","category-way-to-learn","category-cyber-security","category-way-to-data-science","tag-ai","tag-big-data","tag-data-engineering","tag-636","tag-635","tag-87","tag-638","tag-639","tag-640","tag-637"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646: \u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a &quot;\u0643\u0648\u0631\u0633\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629&quot; \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a \u0645\u0633\u062a\u062f\u0627\u0645 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644\u061f - \u062b\u0631\u0627\u0621<\/title>\n<meta name=\"description\" content=\"\u0647\u0644 \u062a\u0643\u0641\u064a \u0627\u0644\u0643\u0648\u0631\u0633\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0631 \u0645\u0647\u0646\u064a \u0645\u0633\u062a\u062f\u0627\u0645\u061f \u0627\u0643\u062a\u0634\u0641 3 \u0641\u062c\u0648\u0627\u062a \u062e\u0637\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u060c \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u0641\u0634\u0644 93% \u0645\u0646 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0648\u0643\u064a\u0641 \u062a\u0633\u0627\u0639\u062f\u0643 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