{"id":5725,"date":"2026-08-05T05:54:09","date_gmt":"2026-08-05T05:54:09","guid":{"rendered":"https:\/\/futuretechs2040.com\/?p=5725"},"modified":"2026-08-05T05:54:09","modified_gmt":"2026-08-05T05:54:09","slug":"%d8%ae%d8%a7%d8%b1%d8%b7%d8%a9-%d8%b7%d8%b1%d9%8a%d9%82-%d8%a7%d9%84%d9%85%d8%b3%d8%aa%d9%82%d8%a8%d9%84-%d9%83%d9%8a%d9%81-%d9%8a%d8%b9%d9%8a%d8%af-%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a3%d8%b9","status":"publish","type":"post","link":"https:\/\/futuretechs2040.com\/?p=5725","title":{"rendered":"\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644: \u0643\u064a\u0641 \u064a\u0639\u064a\u062f \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0635\u064a\u0627\u063a\u0629 \u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u063a\u062f"},"content":{"rendered":"

\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644: \u0643\u064a\u0641 \u064a\u0639\u064a\u062f \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0635\u064a\u0627\u063a\u0629 \u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u063a\u062f<\/p>\n

\u200b\u0639\u0635\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0633\u0627\u0631\u0639 \u0627\u0644\u062a\u0642\u0646\u064a<\/p>\n

\u200b\u0644\u0645 \u062a\u0639\u062f \u0639\u0635\u0648\u0631 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u0642\u0627\u0633 \u0628\u062d\u062c\u0645 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0645\u0627\u062f\u064a\u0629 \u0623\u0648 \u0648\u0641\u0631\u0629 \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u062a\u064f\u0642\u0627\u0633 \u0628\u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644\u0647\u0627\u060c \u0648\u0627\u0633\u062a\u0634\u0631\u0627\u0641 \u0645\u0627 \u062a\u062e\u0628\u0626\u0647 \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0642\u0627\u062f\u0645\u0629. \u0641\u064a \u0639\u0627\u0644\u0645 \u064a\u062a\u0633\u0627\u0631\u0639 \u0628\u062e\u0637\u0649 \u062c\u0646\u0648\u0646\u064a\u0629\u060c \u062a\u0634\u0647\u062f \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u062a\u0637\u0648\u0631\u0627\u062a \u062c\u0630\u0631\u064a\u0629 \u062a\u064f\u0639\u064a\u062f \u0631\u0633\u0645 \u062e\u0627\u0631\u0637\u0629 \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629. \u062a\u0642\u0641 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u064a\u0648\u0645 \u0623\u0645\u0627\u0645 \u0645\u0641\u062a\u0631\u0642 \u0637\u0631\u0642 \u062d\u0627\u0633\u0645\u061b \u0625\u0645\u0627 \u0623\u0646 \u062a\u062a\u0628\u0646\u0649 \u0646\u0645\u0648\u0630\u062c\u0627\u064b \u062a\u0634\u063a\u064a\u0644\u064a\u0627\u064b \u064a\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (Business Intelligence – BI) \u0648\u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0627\u0633\u062a\u0628\u0627\u0642\u064a\u0629\u060c \u0623\u0648 \u0623\u0646 \u062a\u0644\u0627\u0642\u064a \u0645\u0635\u064a\u0631 \u0627\u0644\u062a\u0644\u0627\u0634\u064a \u0648\u0627\u0644\u0632\u0648\u0627\u0644.<\/p>\n

\u200b\u0625\u0646 \u0627\u0644\u062d\u062f\u064a\u062b \u0639\u0646 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0644\u0645 \u064a\u0639\u062f \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0645\u062c\u0631\u062f \u062c\u062f\u0627\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0643\u0633\u0644 \u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u062a\u0642\u0627\u0631\u064a\u0631 \u0634\u0647\u0631\u064a\u0629 \u062a\u0644\u062e\u0635 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u0627\u0636\u064a\u0629\u061b \u0628\u0644 \u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0645\u0646\u0638\u0648\u0645\u0629 \u0631\u0642\u0645\u064a\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u062a\u063a\u0630\u0649 \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u060c \u0648\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621. \u0648\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0634\u0627\u0645\u0644\u060c \u0633\u0646\u063a\u0648\u0635 \u0628\u0639\u0645\u0642 \u0641\u064a \u062c\u0630\u0648\u0631 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0648\u0646\u0633\u062a\u0634\u0631\u0641 \u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u060c \u0644\u0646\u0631\u0633\u0645 \u0644\u0644\u0645\u0647\u062a\u0645\u064a\u0646 \u0648\u0631\u062c\u0627\u0644 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0646\u062d\u0648 \u0627\u0644\u062a\u0645\u064a\u0632 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645.<\/p>\n

\u200b\u0627\u0644\u062c\u0630\u0648\u0631 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 (Business Intelligence)<\/h2>\n

\u200b1. \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0623\u0639\u0645\u0642 \u0648\u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u062d\u062f\u064a\u062b\u0629<\/h3>\n

\u200b\u064a\u064f\u0639\u0631\u0651\u0641 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u0623\u0646\u0647 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0644\u062c\u0645\u0639\u060c \u062f\u0645\u062c\u060c \u062a\u062d\u0644\u064a\u0644\u060c \u0648\u0639\u0631\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. \u0647\u062f\u0641\u0647 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u062f\u0639\u0645 \u0635\u0627\u0646\u0639\u064a \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0631\u0624\u0649 \u062f\u0642\u064a\u0642\u0629 \u0648\u0641\u0648\u0631\u064a\u0629. \u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0643\u0627\u0646 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0641\u0647\u0648\u0645 “\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0648\u0635\u0641\u064a\u0629” \u0627\u0644\u062a\u064a \u062a\u062c\u064a\u0628 \u0639\u0646 \u0633\u0624\u0627\u0644\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646:<\/p>\n

\u200b\u0645\u0627\u0630\u0627 \u062d\u062f\u062b\u061f \u0644\u0645\u0627\u0630\u0627 \u062d\u062f\u062b\u061f<\/strong><\/p>\n

\u200b\u0623\u0645\u0627 \u0627\u0644\u064a\u0648\u0645\u060c \u0648\u0645\u0639 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0647\u0627\u0626\u0644 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a\u060c \u0641\u0642\u062f \u0627\u0645\u062a\u062f \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0644\u064a\u0634\u0645\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646:<\/p>\n

\u200b\u0645\u0627 \u0627\u0644\u0630\u064a \u0633\u064a\u062d\u062f\u062b\u061f (Predictive Analytics)<\/strong><\/p>\n

\u200b\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0639\u0644\u064a\u0646\u0627 \u0641\u0639\u0644\u0647 \u062d\u064a\u0627\u0644 \u0630\u0644\u0643\u061f (Prescriptive Analytics)<\/strong><\/p>\n

\u200b2. \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0646\u0627\u062c\u062d<\/h3>\n

\u200b\u0644\u0643\u064a \u062a\u0646\u062c\u062d \u0623\u064a \u0645\u0624\u0633\u0633\u0629 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0623\u0639\u0645\u0627\u0644 \u0643\u0641\u0621\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0631\u062a\u0643\u0632 \u0639\u0644\u0649 \u0623\u0631\u0628\u0639 \u062f\u0639\u0627\u0645\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629:<\/p>\n

\u200b\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0648\u0628\u062d\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Warehouses & Data Lakes):<\/strong><\/a> \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0622\u0645\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0628\u0627\u064a\u0646\u0629 (\u0623\u0646\u0638\u0645\u0629 \u062a\u062e\u0637\u064a\u0637 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a ERP\u060c \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0628\u0648\u0627\u0628\u0627\u062a \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621).<\/p>\n

\u200b\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062f\u0645\u062c \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644 (ETL – Extract, Transform, Load):<\/strong> \u0627\u0644\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u0629 \u0639\u0646 \u062a\u0646\u0642\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u062d\u064a\u062f \u0645\u0639\u0627\u064a\u064a\u0631\u0647\u0627 \u0644\u062a\u0635\u0628\u062d \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062e\u0627\u0644\u064a \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n

\u200b\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/strong> \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u0644\u0635 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0648\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0627\u0644\u062e\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064e\u0639\u062c\u0632 \u0627\u0644\u0639\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0639\u0646 \u0645\u0644\u0627\u062d\u0638\u062a\u0647\u0627 \u0641\u064a \u0643\u062a\u0644 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0647\u0627\u0626\u0644\u0629.<\/p>\n

\u200b\u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 (Dashboards):<\/strong> \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0631\u062c\u0645 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u0645\u0624\u0634\u0631\u0627\u062a \u0623\u062f\u0627\u0621 \u0631\u0626\u064a\u0633\u064a\u0629 (KPIs) \u062a\u064f\u062d\u062f\u062b \u0644\u062d\u0638\u064a\u0627\u064b.<\/p>\n

\u200b\u0631\u0643\u0627\u0626\u0632 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0646\u064a \u0648\u0642\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u063a\u062f<\/h2>\n

\u200b\u0639\u0646\u062f\u0645\u0627 \u0646\u062a\u062d\u062f\u062b \u0639\u0646 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u060c \u0641\u0625\u0646\u0646\u0627 \u0644\u0627 \u0646\u062a\u062d\u062f\u062b \u0639\u0646 \u062e\u064a\u0627\u0644 \u0639\u0644\u0645\u064a\u060c \u0628\u0644 \u0639\u0646 \u0648\u0627\u0642\u0639 \u0631\u0642\u0645\u064a \u064a\u062a\u0634\u0643\u0644 \u0627\u0644\u0622\u0646. \u0625\u0644\u064a\u0643 \u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u062f \u0627\u0644\u0645\u0634\u0647\u062f:<\/p>\n

\u200b”\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u064a\u0633\u062a \u063a\u0627\u064a\u0629 \u0628\u062d\u062f \u0630\u0627\u062a\u0647\u0627\u060c \u0628\u0644 \u0647\u064a \u0627\u0644\u0639\u062f\u0633\u0629 \u0627\u0644\u062a\u064a \u0646\u0631\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0641\u0631\u0635 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0648\u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641 \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0641\u064a \u062d\u0627\u0636\u0650\u0631\u0646\u0627.”<\/p>\n

\u200b1. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629<\/a> \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629<\/h3>\n

\u200b\u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0642\u062a\u0635\u0631\u0627\u064b \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0641\u0631\u0632 \u0627\u0644\u0628\u0633\u064a\u0637\u061b \u0628\u0644 \u0623\u0635\u0628\u062d \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0627\u0644\u0637\u0628\u064a\u0639\u064a. \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062e\u062f\u0645\u0627\u062a \u0639\u0645\u0644\u0627\u0621 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u062f\u0648\u0646 \u062a\u062f\u062e\u0644 \u0628\u0634\u0631\u064a.<\/p>\n

\u200b2. \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u062d\u0627\u0641\u0629 (Edge Computing)<\/a><\/h3>\n

\u200b\u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u064f\u0631\u0633\u0644 \u0625\u0644\u0649 \u0645\u0631\u0627\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u0643\u0632\u064a\u0629 \u0647\u0627\u0626\u0644\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627. \u0623\u0645\u0627 \u0627\u0644\u064a\u0648\u0645\u060c \u0648\u0645\u0639 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0623\u0635\u0628\u062d \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 (Edge Computing) \u0623\u0645\u0631\u0627\u064b \u062d\u062a\u0645\u064a\u0627\u064b\u061b \u062d\u064a\u062b \u062a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u0645\u0635\u062f\u0631\u0647\u0627 (\u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u062a\u0634\u0639\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u0646\u0639 \u0623\u0648 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629)\u060c \u0645\u0645\u0627 \u064a\u0644\u063a\u064a \u0627\u0644\u062a\u0623\u062e\u064a\u0631 \u0627\u0644\u0632\u0645\u0646\u064a (Latency) \u0648\u064a\u0636\u0645\u0646 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0641\u064a \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629.<\/p>\n

\u200b3. \u062a\u0642\u0646\u064a\u0627\u062a \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0643\u062a\u0644 (Blockchain) \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/h3>\n

\u200b\u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0631\u0642\u0645\u064a\u060c \u0623\u0635\u0628\u062d\u062a \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0639\u0645\u0644\u062a\u064a\u0646 \u0644\u0645\u062a\u062c\u0631 \u0648\u0627\u062d\u062f. \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u0644\u0648\u0643\u0634\u064a\u0646 \u0644\u0645 \u062a\u0639\u062f \u0645\u0631\u062a\u0628\u0637\u0629 \u0641\u0642\u0637 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0634\u0641\u0631\u0629\u060c \u0628\u0644 \u0623\u0635\u0628\u062d\u062a \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0639\u0642\u0648\u062f \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u062a\u0623\u0645\u064a\u0646 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0625\u0645\u062f\u0627\u062f \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0648\u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u0627\u0644\u062a\u0644\u0627\u0639\u0628 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a.<\/p>\n

\u200b\u0627\u0644\u062a\u0642\u0627\u0621 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0646\u064a (\u0646\u062d\u0648 \u0645\u0646\u0638\u0648\u0645\u0629 \u0630\u0643\u064a\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629)<\/h2>\n

\u200b\u0625\u0646 \u0627\u0644\u062f\u0645\u062c \u0628\u064a\u0646 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0623\u0641\u0631\u0632 \u0645\u0641\u0647\u0648\u0645\u0627\u064b \u062c\u062f\u064a\u062f\u0627\u064b \u064a\u064f\u0639\u0631\u0641 \u0628\u0640 “\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0639\u0632\u0632” (Augmented BI). \u0648\u0647\u0646\u0627 \u062a\u062a\u0642\u0627\u0637\u0639 \u0627\u0644\u0631\u0624\u0649 \u0639\u0628\u0631 \u0639\u062f\u0629 \u0645\u062d\u0627\u0648\u0631 \u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n

\u200b1. \u0627\u0644\u062f\u064a\u0645\u0642\u0631\u0627\u0637\u064a\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Democratization of Data)<\/h3>\n

\u200b\u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0643\u0627\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0643\u0631\u0627\u064b \u0639\u0644\u0649 \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u064a\u0646. \u0623\u0645\u0627 \u0627\u0644\u064a\u0648\u0645\u060c \u0648\u0628\u0641\u0636\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u0623\u0635\u0628\u062d \u0628\u0625\u0645\u0643\u0627\u0646 \u0623\u064a \u0645\u0648\u0638\u0641 \u0623\u0648 \u0645\u062f\u064a\u0631 \u062a\u0646\u0641\u064a\u0630\u064a \u0637\u0631\u062d \u0633\u0624\u0627\u0644 \u0643\u062a\u0627\u0628\u064a \u0623\u0648 \u0635\u0648\u062a\u064a \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062f\u0627\u0631\u062c\u0629 \u0639\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a (\u0645\u062b\u0644\u0627\u064b: “\u0644\u0645\u0627\u0630\u0627 \u0627\u0646\u062e\u0641\u0636\u062a \u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0641\u0631\u0639 \u0627\u0644\u0634\u0645\u0627\u0644\u064a \u0627\u0644\u0634\u0647\u0631 \u0627\u0644\u0645\u0627\u0636\u064a\u061f” \u0644\u062a\u0642\u0648\u0645 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0641\u0648\u0631\u064a \u0648\u0639\u0631\u0636\u0647 \u0641\u064a \u062a\u0642\u0631\u064a\u0631 \u0628\u0635\u0631\u064a \u0641\u0648\u0631\u064a).<\/p>\n

\u200b2. \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0645\u0646 \u0631\u062f \u0627\u0644\u0641\u0639\u0644 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0628\u0627\u0642<\/h3>\n

\u200b\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u062a\u0646\u062a\u0638\u0631 \u0648\u0642\u0648\u0639 \u0627\u0644\u0623\u0632\u0645\u0627\u062a \u0644\u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u0642\u0646\u064a \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u062a\u0642\u0648\u0645 \u0628\u0640:<\/p>\n

\u200b\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643: \u0627\u0633\u062a\u0628\u0627\u0642 \u0631\u063a\u0628\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0644 \u0642\u0628\u0644 \u0623\u0646 \u064a\u0639\u0628\u0631 \u0639\u0646\u0647\u0627 \u0628\u0646\u0641\u0633\u0647 \u0639\u0628\u0631 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0635\u0641\u062d \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n

\u200b\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629: \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0628\u0643\u0631 \u0639\u0646 \u0627\u0644\u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0641\u064a \u062e\u0637\u0648\u0637 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0623\u0648 \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0627\u0644\u0633\u0644\u0628\u064a\u0629 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062a\u0643\u0628\u062f \u0627\u0644\u0634\u0631\u0643\u0629 \u062e\u0633\u0627\u0626\u0631 \u0645\u0627\u062f\u064a\u0629.<\/p>\n

\u200b3. \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 (Digital Twins)<\/h3>\n

\u200b\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0627\u0644\u064a\u0648\u0645 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0629 “\u0627\u0644\u062a\u0648\u0627\u0626\u0645 \u0627\u0644\u0631\u0642\u0645\u064a\u0629” (Digital Twins)<\/a>\u060c \u0648\u0647\u064a \u0646\u0633\u062e\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0645\u0637\u0627\u0628\u0642\u0629 \u062a\u0645\u0627\u0645\u0627\u064b \u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0625\u0645\u062f\u0627\u062f \u0623\u0648 \u0627\u0644\u0645\u0635\u0646\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u064a\u062a\u064a\u062d \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0648\u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0623\u0645 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0622\u0644\u0627\u0641 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a (\u0645\u0627\u0630\u0627 \u0644\u0648 \u0627\u0631\u062a\u0641\u0639\u062a \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0634\u062d\u0646 50%\u061f \u0645\u0627\u0630\u0627 \u0644\u0648 \u062a\u0639\u0637\u0644 \u0627\u0644\u0645\u0648\u0631\u062f \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u061f)\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629 \u062a\u0645\u0627\u0645\u0627\u064b \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0644\u0649 \u0623\u0631\u0636 \u0627\u0644\u0648\u0627\u0642\u0639.<\/p>\n

\u200b\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a<\/a> \u0648\u0633\u0628\u0644 \u062a\u062c\u0627\u0648\u0632\u0647\u0627<\/h2>\n

\u200b\u064a\u0648\u0627\u062c\u0647 \u062f\u0645\u062c \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0646\u064a \u0639\u062f\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0646\u0647\u062c\u064a\u0629 \u062f\u0642\u064a\u0642\u0629 \u0644\u0636\u0645\u0627\u0646 \u0646\u062c\u0627\u062d \u0627\u0644\u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629:<\/p>\n

\u200b1. \u062c\u0648\u062f\u0629 \u0648\u0623\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/h3>\n

\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644: \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062e\u0627\u0637\u0626\u0629 \u0648\u0645\u062f\u0645\u0631\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0629 \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0627\u0644\u0641\u0629\u060c \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629\u060c \u0623\u0648 \u0645\u0639\u0631\u0636\u0629 \u0644\u0644\u0627\u062e\u062a\u0631\u0627\u0642 \u0648\u0627\u0644\u0645\u0633\u0631\u0628.<\/p>\n

\u200b\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629: \u062a\u0637\u0628\u064a\u0642 \u0633\u064a\u0627\u0633\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0644\u062d\u0648\u0643\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Governance)\u060c \u0648\u0627\u0639\u062a\u0645\u0627\u062f \u0623\u0646\u0638\u0645\u0629 \u062a\u0634\u0641\u064a\u0631 \u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/p>\n

\u200b2. \u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u0645\u0647\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u062b\u0642\u0627\u0641\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629<\/h3>\n

\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644: \u0639\u062c\u0632 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0639\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0647\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u064a\u0629.<\/p>\n

\u200b\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629: \u0625\u0637\u0644\u0627\u0642 \u0628\u0631\u0627\u0645\u062c \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0623\u0647\u064a\u0644 \u062f\u0648\u0631\u064a\u0629 \u0644\u0631\u0641\u0639 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062b\u0642\u0627\u0641\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 (Data Literacy) \u0644\u062c\u0645\u064a\u0639 \u0641\u0631\u0642 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0629.<\/p>\n

\u200b3. \u0645\u0642\u0627\u0648\u0645\u0629 \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a<\/h3>\n

\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644: \u062a\u0645\u0633\u0643 \u0627\u0644\u0639\u0627\u0645\u0644\u064a\u0646 \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629 \u0648\u0631\u0641\u0636\u0647\u0645 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0633\u0628\u0628 \u0627\u0644\u062e\u0648\u0641 \u0645\u0646 \u0627\u0644\u0645\u062c\u0647\u0648\u0644 \u0623\u0648 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062f\u0648\u0631.<\/p>\n

\u200b\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629: \u0625\u0634\u0631\u0627\u0643 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0641\u064a \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0645\u0628\u0643\u0631\u0629\u060c \u0648\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0641\u0627\u0626\u062f\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0644\u062a\u0642\u0646\u064a\u0629 \u0641\u064a \u062a\u0633\u0647\u064a\u0644 \u0645\u0647\u0627\u0645\u0647\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a.<\/p>\n

\u200b4. \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629<\/h3>\n

\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u062d\u062a\u0645\u0644: \u062e\u0644\u0642 \u0636\u063a\u0637 \u0645\u0627\u0644\u064a \u0645\u0624\u0642\u062a \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/p>\n

\u200b\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629: \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 (SaaS) \u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0644\u0649 \u0641\u062a\u0631\u0627\u062a \u0632\u0645\u0646\u064a\u0629 \u0645\u0631\u0646\u0629 \u0628\u062f\u0644 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0631\u0623\u0633\u0645\u0627\u0644\u064a \u0627\u0644\u0636\u062e\u0645.<\/p>\n

\u200b\u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644..<\/a> \u0643\u064a\u0641 \u062a\u0633\u062a\u0639\u062f \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0644\u0639\u0627\u0645 2030 \u0648\u0645\u0627 \u0628\u0639\u062f\u0647\u061f<\/h2>\n

\u200b\u0645\u0639 \u0628\u0632\u0648\u063a \u0641\u062c\u0631 \u0645\u0631\u062d\u0644\u0629 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u060c \u062a\u062a\u0634\u0643\u0644 \u0645\u0644\u0627\u0645\u062d \u0645\u0634\u0647\u062f \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644 \u062d\u0627\u0633\u0645\u0629:<\/p>\n

\u200b\u0627\u0644\u0627\u0646\u062f\u0645\u0627\u062c \u0627\u0644\u062a\u0627\u0645 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u0627\u062a\u064a (Autonomous AI): \u0644\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0645\u062c\u0631\u062f \u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0644\u0644\u0645\u0648\u0638\u0641\u064a\u0646\u060c \u0628\u0644 \u0633\u062a\u0643\u0648\u0646 \u0643\u064a\u0627\u0646\u0627\u062a \u0631\u0642\u0645\u064a\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0648\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u062a\u0645\u0627\u0645\u0627\u064b\u060c \u0645\u0639 \u0631\u0641\u0639 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629 \u0644\u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0644\u064a\u0627 \u0641\u0642\u0637.<\/p>\n

\u200b\u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0627\u0644\u062e\u0636\u0631\u0627\u0621 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0633\u064a\u0644\u0639\u0628 \u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u062f\u0648\u0631\u0627\u064b \u0645\u0631\u0643\u0632\u064a\u0627\u064b \u0641\u064a \u0642\u064a\u0627\u0633 \u0627\u0644\u0628\u0635\u0645\u0629 \u0627\u0644\u0643\u0631\u0628\u0648\u0646\u064a\u0629<\/a> \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0636\u0645\u0627\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0628\u062f\u0642\u0629 \u0645\u062a\u0646\u0627\u0647\u064a\u0629.<\/p>\n

\u200b\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0627\u0644\u0642\u0635\u0648\u0649 (Hyper-Personalization): \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0627\u0644\u0643\u0628\u0631\u0649 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0625\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0645\u0646\u062a\u062c\u0627\u062a \u0648\u062e\u062f\u0645\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0643\u0644 \u0641\u0631\u062f \u0639\u0644\u0649 \u062d\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0633\u0644\u0648\u0643\u064a\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u0644\u062d\u0638\u064a\u0629.<\/p>\n

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