{"id":2590,"date":"2026-07-04T12:59:23","date_gmt":"2026-07-04T09:59:23","guid":{"rendered":"https:\/\/academy.pure-soft.com\/?post_type=courses&#038;p=2590"},"modified":"2026-07-04T12:59:23","modified_gmt":"2026-07-04T09:59:23","slug":"%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-data-analysis","status":"publish","type":"courses","link":"https:\/\/academy.pure-soft.com\/en\/courses\/%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-data-analysis\/","title":{"rendered":"\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Analysis)"},"content":{"rendered":"<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u064a\u0624\u0647\u0644\u0643 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u0627\u0631 \u0644\u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631. \u064a\u063a\u0637\u064a \u0627\u0644\u0645\u0633\u0627\u0631 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629: \u0645\u0646 \u0627\u0644\u062c\u0645\u0639 \u0648\u0627\u0644\u062a\u0646\u0638\u064a\u0641\u060c \u0645\u0631\u0648\u0631\u064b\u0627 \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u062a\u062d\u0643\u0645 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629. \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0645\u0633\u0627\u0631 \u0639\u0644\u0649 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0645\u0646 \u0642\u0637\u0627\u0639\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0645\u062f\u0629:<\/b><span style=\"font-weight: 400\"> 3 \u0623\u0634\u0647\u0631 \u0648\u0646\u0635\u0641<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0639\u062f\u062f \u0627\u0644\u0633\u0627\u0639\u0627\u062a:<\/b><span style=\"font-weight: 400\"> 84 \u0633\u0627\u0639\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0639\u062f\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400\"> 5 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0637\u0628\u064a\u0642\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0645\u0633\u062a\u0648\u0649:<\/b><span style=\"font-weight: 400\"> \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645:<\/b><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0648Pandas.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0643\u062a\u0627\u0628\u0629 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a SQL \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0628\u0646\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u062a\u062d\u0643\u0645 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Power BI.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0629 \u0639\u0628\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Storytelling) \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0639\u0645\u0644.<\/span><\/li>\n<\/ul>\n<ul>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0645\u0646\u0647\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a:<\/b><\/li>\n<\/ul>\n<ol>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a Python \u0644\u0644\u062a\u062d\u0644\u064a\u0644 (Pandas, NumPy).<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">SQL \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u062a\u062d\u0644\u064a\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0648\u0635\u0641\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0648\u0627\u0644\u0634\u0627\u0630\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u0635\u0631\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Power BI \u0648Matplotlib.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\u0628\u0646\u0627\u0621 \u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 (\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u062a\u062e\u0631\u062c).<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a:<\/b><span style=\"font-weight: 400\"> Python\u060c Pandas\u060c NumPy\u060c SQL\u060c Power BI<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0623\u062f\u0648\u0627\u062a:<\/b><span style=\"font-weight: 400\"> Jupyter Notebook\u060c Power BI Desktop\u060c MySQL Workbench\u060c Excel \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/b><span style=\"font-weight: 400\"> \u0623\u0633\u0627\u0633\u064a\u0627\u062a Excel\u060c \u062a\u0641\u0643\u064a\u0631 \u0645\u0646\u0637\u0642\u064a \u0648\u062a\u062d\u0644\u064a\u0644\u064a\u060c \u0644\u0627 \u064a\u064f\u0634\u062a\u0631\u0637 \u062e\u0628\u0631\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0633\u0627\u0628\u0642\u0629.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0641\u0631\u0635 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629:<\/b><span style=\"font-weight: 400\"> \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a (Data Analyst)\u060c \u0645\u062d\u0644\u0644 \u0623\u0639\u0645\u0627\u0644 (Business Analyst)\u060c \u0623\u062e\u0635\u0627\u0626\u064a \u0630\u0643\u0627\u0621 \u0623\u0639\u0645\u0627\u0644 (BI Specialist).<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0634\u0647\u0627\u062f\u0629:<\/b><span style=\"font-weight: 400\"> \u0634\u0647\u0627\u062f\u0629 \u0625\u062a\u0645\u0627\u0645 \u0645\u0639\u062a\u0645\u062f\u0629 \u0645\u0646 Puresoft Academy \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u0645\u062f\u0631\u0628:<\/b><span style=\"font-weight: 400\"> \u0623. \u0645\u0631\u064a\u0645 \u0639\u0628\u062f \u0627\u0644\u0631\u062d\u0645\u0646<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0627\u0644\u062a\u0642\u064a\u064a\u0645:<\/b><span style=\"font-weight: 400\"> 4.8 \/ 5<\/span><\/li>\n<li style=\"font-weight: 400\"><b>\u0639\u062f\u062f \u0627\u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0645\u0633\u062c\u0644\u064a\u0646:<\/b><span style=\"font-weight: 400\"> 845 \u0637\u0627\u0644\u0628\u064b\u0627<\/span><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u064a\u0624\u0647\u0644\u0643 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u0627\u0631 \u0644\u062a\u0635\u0628\u062d \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631. \u064a\u063a\u0637\u064a \u0627\u0644\u0645\u0633\u0627\u0631 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629: \u0645\u0646 \u0627\u0644\u062c\u0645\u0639 \u0648\u0627\u0644\u062a\u0646\u0638\u064a\u0641\u060c \u0645\u0631\u0648\u0631\u064b\u0627 \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2592,"template":"","course-category":[],"course-tag":[],"class_list":["post-2590","courses","type-courses","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/courses\/2590","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/types\/courses"}],"author":[{"embeddable":true,"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/users\/1"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/media\/2592"}],"wp:attachment":[{"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/media?parent=2590"}],"wp:term":[{"taxonomy":"course-category","embeddable":true,"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/course-category?post=2590"},{"taxonomy":"course-tag","embeddable":true,"href":"https:\/\/academy.pure-soft.com\/en\/wp-json\/wp\/v2\/course-tag?post=2590"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}