{"id":30774,"date":"2026-05-07T19:18:46","date_gmt":"2026-05-07T15:18:46","guid":{"rendered":"https:\/\/blog.drjobpro.com\/ai-hub-day14-typeb-ar\/"},"modified":"2026-05-08T23:15:55","modified_gmt":"2026-05-08T19:15:55","slug":"ai-hub-day14-typeb-ar","status":"publish","type":"post","link":"https:\/\/blog.drjobpro.com\/ar\/ai-hub-day14-typeb-ar\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 NLP: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0631\u0627\u062a\u0628 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629"},"content":{"rendered":"<h1>\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 NLP: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0631\u0627\u062a\u0628 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629<\/h1>\n<p>\u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 7 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026<\/p>\n<hr \/>\n<p>\u0645\u0647\u0646\u062f\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP Engineer) \u0647\u0648 \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0637\u0644\u0628\u064b\u0627 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u064a\u0648\u0645\u060c \u062d\u064a\u062b \u064a\u0642\u0641 \u0639\u0646\u062f \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0642\u0627\u0637\u0639 \u0628\u064a\u0646 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0644\u0633\u0627\u0646\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u064a\u0628\u0646\u064a \u0623\u0646\u0638\u0645\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u062a\u0648\u0644\u064a\u062f\u0647\u0627. \u0648\u0641\u0642\u064b\u0627 \u0644\u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub \u0648\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0644\u0639\u0627\u0645 2026\u060c \u0634\u0647\u062f\u062a \u0648\u0638\u0627\u0626\u0641 NLP \u0646\u0645\u0648\u064b\u0627 \u0633\u0646\u0648\u064a\u064b\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 35% \u0641\u064a \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 \u0648\u062d\u062f\u0647\u0627\u060c \u0645\u062f\u0641\u0648\u0639\u0629\u064b \u0628\u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0627\u0644\u0636\u062e\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0648\u0645\u0635\u0631 \u0648\u0642\u0637\u0631. \u064a\u062a\u0631\u0627\u0648\u062d \u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0633\u0646\u0648\u064a \u0644\u0645\u0647\u0646\u062f\u0633 NLP \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0628\u064a\u0646 25,000 \u0648120,000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u062d\u0633\u0628 \u0627\u0644\u062e\u0628\u0631\u0629 \u0648\u0627\u0644\u062f\u0648\u0644\u0629 \u0648\u062d\u062c\u0645 \u0627\u0644\u0634\u0631\u0643\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646 \u0623\u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0623\u062c\u0631\u064b\u0627. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0637\u0645\u062d \u0644\u062f\u062e\u0648\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0648 \u062a\u0633\u0639\u0649 \u0644\u0644\u0627\u0631\u062a\u0642\u0627\u0621 \u0641\u064a\u0647\u060c \u0641\u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u064a\u0642\u062f\u0645 \u0644\u0643 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0648\u0627\u0636\u062d\u0629 \u062a\u063a\u0637\u064a \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u060c \u0648\u0633\u0644\u0645 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0645\u0644\u0641 \u0645\u0647\u0646\u064a \u064a\u062c\u0630\u0628 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0639\u0628\u0631 <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">\u0633\u0648\u0642 \u0627\u0644\u0645\u0648\u0627\u0647\u0628 \u0641\u064a DrJobPro AI Hub<\/a>.<\/p>\n<hr \/>\n<h2>\u0623\u0628\u0631\u0632 \u0645\u0627 \u0633\u062a\u062a\u0639\u0644\u0645\u0647<\/h2>\n<ul>\n<li><strong>\u0645\u0627 \u064a\u0641\u0639\u0644\u0647 \u0645\u0647\u0646\u062f\u0633 NLP \u0628\u0627\u0644\u0636\u0628\u0637<\/strong> \u0648\u0644\u0645\u0627\u0630\u0627 \u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a 2026<\/li>\n<li><strong>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u0634\u062e\u0635\u064a\u0629<\/strong> \u0627\u0644\u062a\u064a \u064a\u0628\u062d\u062b \u0639\u0646\u0647\u0627 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/li>\n<li><strong>\u062c\u062f\u0648\u0644 \u0631\u0648\u0627\u062a\u0628 \u062a\u0641\u0635\u064a\u0644\u064a<\/strong> \u062d\u0633\u0628 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u0628\u0631\u0629 \u0648\u0627\u0644\u062f\u0648\u0644\u0629<\/li>\n<li><strong>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 AI<\/strong> \u064a\u0645\u064a\u0632\u0643 \u0639\u0646 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646<\/li>\n<li><strong>\u0643\u064a\u0641 \u062a\u0646\u0634\u0626 \u0645\u0644\u0641\u0643 \u0627\u0644\u0645\u0647\u0646\u064a \u0639\u0644\u0649 \u0633\u0648\u0642 \u0627\u0644\u0645\u0648\u0627\u0647\u0628<\/strong> \u0648\u062a\u0635\u0644 \u0644\u0623\u0641\u0636\u0644 \u0627\u0644\u0641\u0631\u0635<\/li>\n<li><strong>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627<\/strong> \u0627\u0644\u062a\u064a \u064a\u0637\u0631\u062d\u0647\u0627 \u0627\u0644\u0645\u0631\u0634\u062d\u0648\u0646 \u0648\u0645\u0633\u0624\u0648\u0644\u0648 \u0627\u0644\u062a\u0648\u0638\u064a\u0641<\/li>\n<\/ul>\n<hr \/>\n<h2>\u0645\u0646 \u0647\u0648 \u0645\u0647\u0646\u062f\u0633 NLP\u061f \u0648\u0645\u0627 \u062f\u0648\u0631\u0647 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062f\u061f<\/h2>\n<p>\u0645\u0647\u0646\u062f\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0647\u0648 \u0645\u0637\u0648\u0631 \u0645\u062a\u062e\u0635\u0635 \u064a\u0635\u0645\u0645 \u0648\u064a\u0628\u0646\u064a \u0623\u0646\u0638\u0645\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0628\u0623\u0634\u0643\u0627\u0644\u0647\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 ,  \u0646\u0635\u064b\u0627 \u0648\u0635\u0648\u062a\u064b\u0627. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u060c \u064a\u062c\u0645\u0639 \u0645\u0647\u0646\u062f\u0633 NLP \u0628\u064a\u0646 \u0641\u0647\u0645 \u0639\u0645\u064a\u0642 \u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/p>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0644\u0645\u0647\u0646\u062f\u0633 NLP<\/h3>\n<ul>\n<li>\u062a\u0635\u0645\u064a\u0645 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627<\/li>\n<li>\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 (Chatbots) \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629<\/li>\n<li>\u062a\u0637\u0648\u064a\u0631 \u0645\u062d\u0631\u0643\u0627\u062a \u062a\u0631\u062c\u0645\u0629 \u0622\u0644\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 (Sentiment Analysis)<\/li>\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0647\u064a\u0643\u0644\u0629 \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646\u0647\u0627<\/li>\n<li>\u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0648\u062a\u0643\u064a\u064a\u0641\u0647\u0627 \u0645\u0639 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/li>\n<li>\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0641\u0631\u0642 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0644\u062f\u0645\u062c \u062d\u0644\u0648\u0644 NLP \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629<\/li>\n<li>\u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631<\/li>\n<\/ul>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u064a\u0632\u062f\u0647\u0631 \u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631 \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637\u061f<\/h3>\n<p>\u062a\u0634\u0647\u062f \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0637\u0641\u0631\u0629 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 NLP \u0644\u0639\u062f\u0629 \u0623\u0633\u0628\u0627\u0628 \u062c\u0648\u0647\u0631\u064a\u0629. \u0623\u0648\u0644\u064b\u0627\u060c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0628\u062a\u0639\u0642\u064a\u062f\u0627\u062a\u0647\u0627 \u0627\u0644\u0635\u0631\u0641\u064a\u0629 \u0648\u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u062a\u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u064b\u0627 \u062a\u0642\u0646\u064a\u064b\u0627 \u0641\u0631\u064a\u062f\u064b\u0627 \u064a\u062d\u062a\u0627\u062c \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u064a\u0641\u0647\u0645\u0648\u0646 \u062e\u0635\u0648\u0635\u064a\u062a\u0647\u0627. \u062b\u0627\u0646\u064a\u064b\u0627\u060c \u0627\u0644\u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0645\u062b\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 2030 \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0636\u062e \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0642\u0637\u0627\u0639. \u062b\u0627\u0644\u062b\u064b\u0627\u060c \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u0635\u062d\u064a \u0648\u0627\u0644\u062d\u0643\u0648\u0645\u064a \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u064a\u062a\u062d\u0648\u0644 \u0646\u062d\u0648 \u0623\u062a\u0645\u062a\u0629 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0648\u0643\u0644\u0647\u0627 \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0631\u0626\u064a\u0633\u064a \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a NLP.<\/p>\n<hr \/>\n<h2>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0645\u0647\u0646\u062f\u0633 NLP \u0641\u064a 2026<\/h2>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/h3>\n<p><strong>1. \u0625\u062a\u0642\u0627\u0646 Python \u0648\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627<\/strong><br \/>\nPython \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 NLP. \u064a\u064f\u062a\u0648\u0642\u0639 \u0645\u0646\u0643 \u0625\u062a\u0642\u0627\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 NLTK \u0648spaCy \u0648Hugging Face Transformers \u0648PyTorch \u0648TensorFlow. \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u062a\u0628\u062d\u062b \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0639\u0646 \u062e\u0628\u0631\u0629 \u0639\u0645\u0644\u064a\u0629 \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0645\u0639\u0631\u0641\u0629 \u0646\u0638\u0631\u064a\u0629.<\/p>\n<p><strong>2. \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs)<\/strong><br \/>\n\u0641\u0647\u0645 \u0645\u0639\u0645\u0651\u0642 \u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (Transformers) \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0643\u064a\u064a\u0641 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 GPT \u0648BERT \u0648LLaMA \u0648AraGPT \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0639\u0628\u0631 \u062a\u0642\u0646\u064a\u0627\u062a Fine-tuning \u0648Prompt Engineering \u0648RAG.<\/p>\n<p><strong>3. \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/strong><br \/>\n\u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629: \u0627\u0644\u062a\u0634\u0643\u064a\u0644\u060c \u0627\u0644\u062c\u0630\u0648\u0631 \u0648\u0627\u0644\u0623\u0648\u0632\u0627\u0646\u060c \u062a\u0639\u062f\u062f \u0627\u0644\u0644\u0647\u062c\u0627\u062a\u060c \u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0645\u0646 \u0627\u0644\u064a\u0645\u064a\u0646 \u0644\u0644\u064a\u0633\u0627\u0631. \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u062a\u0645\u0646\u062d\u0643 \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0647\u0627\u0626\u0644\u0629 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062d\u0644\u064a.<\/p>\n<p><strong>4. \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629<\/strong><br \/>\n\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u0635\u0646\u064a\u0641 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0635\u064a\u0629 \u0636\u062e\u0645\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 MongoDB \u0648Elasticsearch.<\/p>\n<p><strong>5. MLOps \u0648\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a<\/strong><br \/>\n\u0645\u0639\u0631\u0641\u0629 \u0628\u0623\u062f\u0648\u0627\u062a Docker \u0648Kubernetes \u0648AWS\/Azure\/GCP \u0644\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062f\u0627\u0626\u0647\u0627.<\/p>\n<p><strong>6. \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)<\/strong><br \/>\n\u0628\u0646\u0627\u0621 \u0648\u062a\u0635\u0645\u064a\u0645 APIs \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 FastAPI \u0623\u0648 Flask \u0644\u062a\u0642\u062f\u064a\u0645 \u062e\u062f\u0645\u0627\u062a NLP \u0643\u062e\u062f\u0645\u0627\u062a \u0645\u0635\u063a\u0631\u0629.<\/p>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u0629<\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a<\/strong>: \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0641\u0643\u064a\u0643 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0625\u0644\u0649 \u0645\u0647\u0627\u0645 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062d\u0644<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0641\u0639\u0651\u0627\u0644<\/strong>: \u0634\u0631\u062d \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629 \u063a\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/strong>: \u0627\u0644\u0645\u062c\u0627\u0644 \u064a\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629 \u0645\u0630\u0647\u0644\u0629\u060c \u0648\u0645\u0627 \u062a\u0639\u0644\u0645\u062a\u0647 \u0642\u0628\u0644 \u0639\u0627\u0645 \u0642\u062f \u064a\u0643\u0648\u0646 \u0642\u062f\u064a\u0645\u064b\u0627 \u0627\u0644\u064a\u0648\u0645<\/li>\n<li><strong>\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062c\u0645\u0627\u0639\u064a<\/strong>: \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0645\u0639 \u0641\u0631\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u0645\u064a\u0645<\/li>\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639<\/strong>: \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0648\u062a\u062d\u062f\u064a\u062f \u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0647\u0627\u0645<\/li>\n<\/ul>\n<hr \/>\n<h2>\u062c\u062f\u0648\u0644 \u0631\u0648\u0627\u062a\u0628 \u0645\u0647\u0646\u062f\u0633 NLP \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 2026<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u0628\u0631\u0629<\/th>\n<th>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 (\u062f\u0648\u0644\u0627\u0631\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a (\u062f\u0648\u0644\u0627\u0631\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0645\u0635\u0631 (\u062f\u0648\u0644\u0627\u0631\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0642\u0637\u0631 (\u062f\u0648\u0644\u0627\u0631\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<th>\u0627\u0644\u0623\u0631\u062f\u0646 (\u062f\u0648\u0644\u0627\u0631\/\u0633\u0646\u0648\u064a\u064b\u0627)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0628\u062a\u062f\u0626 (0-2 \u0633\u0646\u0629)<\/td>\n<td>25,000 \u2013 40,000<\/td>\n<td>30,000 \u2013 45,000<\/td>\n<td>8,000 \u2013 15,000<\/td>\n<td>28,000 \u2013 42,000<\/td>\n<td>10,000 \u2013 18,000<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062a\u0648\u0633\u0637 (3-5 \u0633\u0646\u0648\u0627\u062a)<\/td>\n<td>45,000 \u2013 70,000<\/td>\n<td>50,000 \u2013 80,000<\/td>\n<td>16,000 \u2013 30,000<\/td>\n<td>48,000 \u2013 72,000<\/td>\n<td>20,000 \u2013 35,000<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0628\u064a\u0631 (6-9 \u0633\u0646\u0648\u0627\u062a)<\/td>\n<td>75,000 \u2013 100,000<\/td>\n<td>85,000 \u2013 110,000<\/td>\n<td>32,000 \u2013 50,000<\/td>\n<td>78,000 \u2013 105,000<\/td>\n<td>38,000 \u2013 55,000<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u064a\u0627\u062f\u064a (10+ \u0633\u0646\u0648\u0627\u062a)<\/td>\n<td>100,000 \u2013 140,000<\/td>\n<td>110,000 \u2013 155,000<\/td>\n<td>50,000 \u2013 75,000<\/td>\n<td>105,000 \u2013 145,000<\/td>\n<td>55,000 \u2013 80,000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062c\u062f\u0648\u0644:<\/strong><br \/>\n&#8211; \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u062a\u0634\u0645\u0644 \u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0648\u0644\u0627 \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0647\u0645 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0636\u064a\u0641 15-30% \u0625\u0636\u0627\u0641\u064a\u0629<br \/>\n&#8211; \u0627\u0644\u0639\u0645\u0644 \u0639\u0646 \u0628\u064f\u0639\u062f \u0644\u0634\u0631\u0643\u0627\u062a \u062e\u0644\u064a\u062c\u064a\u0629 \u0645\u0646 \u0645\u0635\u0631 \u0623\u0648 \u0627\u0644\u0623\u0631\u062f\u0646 \u064a\u0631\u0641\u0639 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0627\u062a\u0628 \u0628\u0646\u0633\u0628\u0629 40-60%<br \/>\n&#8211; \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0648\u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 \u0642\u0648\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0631\u0641\u0639 \u0627\u0644\u0639\u0631\u0636 \u0628\u0646\u0633\u0628\u0629 20% \u0639\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637<br \/>\n&#8211; \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0645\u0646 \u062a\u062d\u0644\u064a\u0644 \u0639\u0631\u0648\u0636 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 DrJobPro AI Hub \u0648\u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026<\/p>\n<hr \/>\n<h2>\u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 AI \u064a\u0645\u064a\u0651\u0632\u0643 \u0639\u0646 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646\u061f<\/h2>\n<p>\u0627\u0644\u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 \u0647\u0648 \u0633\u0644\u0627\u062d\u0643 \u0627\u0644\u0623\u0642\u0648\u0649 \u0641\u064a \u0633\u0648\u0642 \u0639\u0645\u0644 \u062a\u0646\u0627\u0641\u0633\u064a. \u0645\u0633\u0624\u0648\u0644\u0648 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0641\u064a \u0645\u062c\u0627\u0644 NLP \u0644\u0627 \u064a\u0643\u062a\u0641\u0648\u0646 \u0628\u0627\u0644\u0633\u064a\u0631\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 ,  \u064a\u0631\u064a\u062f\u0648\u0646 \u0631\u0624\u064a\u0629 \u0645\u0627 \u0628\u0646\u064a\u062a\u0647 \u0641\u0639\u0644\u064b\u0627.<\/p>\n<h3>\u062e\u0637\u0648\u0627\u062a \u0628\u0646\u0627\u0621 \u0628\u0648\u0631\u062a\u0641\u0648\u0644\u064a\u0648 \u0642\u0648\u064a<\/h3>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0627\u062e\u062a\u0631 3-5 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062a\u0646\u0648\u0639\u0629<\/strong><br \/>\n\u0644\u0627 \u062a\u0628\u0646\u0650 \u062e\u0645\u0633\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0635\u0646\u064a\u0641 \u0646\u0635\u0648\u0635 \u0645\u062a\u0634\u0627\u0628\u0647\u0629. \u0646\u0648\u0651\u0639 \u0628\u064a\u0646:<br \/>\n&#8211; \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644 \u0645\u0634\u0627\u0639\u0631 \u0644\u0644\u062a\u063a\u0631\u064a\u062f\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629<br \/>\n&#8211; \u0646\u0638\u0627\u0645 \u0645\u062d\u0627\u062f\u062b\u0629 \u0630\u0643\u064a (Chatbot) \u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u062d\u062f\u062f<br \/>\n&#8211; \u0623\u062f\u0627\u0629 \u062a\u0644\u062e\u064a\u0635 \u0646\u0635\u0648\u0635 \u0639\u0631\u0628\u064a\u0629 \u062a\u0644\u0642\u0627\u0626\u064a<br \/>\n&#8211; \u0646\u0638\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0643\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u0645\u0627\u0629 (NER) \u0645\u0646 \u0648\u062b\u0627\u0626\u0642 \u0642\u0627\u0646\u0648\u0646\u064a\u0629<br \/>\n&#8211; \u0645\u0634\u0631\u0648\u0639 \u062a\u0631\u062c\u0645\u0629 \u0622\u0644\u064a\u0629 \u0628\u064a\u0646 \u0644\u0647\u062c\u0627\u062a \u0639\u0631\u0628\u064a\u0629<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0648\u062b\u0651\u0642 \u0643\u0644 \u0645\u0634\u0631\u0648\u0639 \u0628\u0634\u0643\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a<\/strong><br \/>\n\u0644\u0643\u0644 \u0645\u0634\u0631\u0648\u0639\u060c \u0627\u0643\u062a\u0628 \u0648\u0635\u0641\u064b\u0627 \u064a\u062a\u0636\u0645\u0646: \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u062d\u0644\u0647\u0627 \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u060c \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629\u060c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0635\u0627\u062f\u0631\u0647\u0627\u060c \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 (Accuracy, F1-score, BLEU)\u060c \u0648\u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u0645\u0633\u062a\u0641\u0627\u062f\u0629.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0627\u0646\u0634\u0631 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0641\u064a \u0627\u0644\u0623\u0645\u0627\u0643\u0646 \u0627\u0644\u0635\u062d\u064a\u062d\u0629<\/strong><br \/>\n&#8211; GitHub \u0645\u0639 \u0645\u0644\u0641 README \u0645\u0641\u0635\u0651\u0644<br \/>\n&#8211; \u0645\u0642\u0627\u0644\u0627\u062a \u0634\u0631\u062d \u0639\u0644\u0649 Medium \u0623\u0648 \u0645\u062f\u0648\u0646\u062a\u0643 \u0627\u0644\u0634\u062e\u0635\u064a\u0629<br \/>\n&#8211; \u0639\u0631\u0648\u0636 \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u062d\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Streamlit \u0623\u0648 Gradio<br \/>\n&#8211; <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">\u0645\u0644\u0641\u0643 \u0627\u0644\u0645\u0647\u0646\u064a \u0639\u0644\u0649 DrJobPro AI Hub<\/a> \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u0639\u0631\u0636 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0630\u0627\u062a \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0639\u0645\u0644\u064a<\/strong><br \/>\n\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u064a \u062a\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0639\u0631\u0628\u064a \u062a\u062c\u0630\u0628 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0623\u0643\u062b\u0631 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629. \u0641\u0643\u0651\u0631 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0648\u062b\u0627\u0626\u0642 \u062d\u0643\u0648\u0645\u064a\u0629\u060c \u0623\u0648 \u0628\u0646\u0627\u0621 \u0623\u062f\u0648\u0627\u062a \u0644\u0642\u0637\u0627\u0639 \u0645\u062d\u062f\u062f \u0643\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/p>\n<hr \/>\n<h2>\u062e\u0627\u0631\u0637\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 NLP Engineer<\/h2>\n<h3>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u0633\u0627\u0633 (3-6 \u0623\u0634\u0647\u0631)<\/h3>\n<ul>\n<li>\u0623\u062a\u0642\u0646 Python \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a<\/li>\n<li>\u0627\u062f\u0631\u0633 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0639\u0628\u0631 \u062f\u0648\u0631\u0627\u062a \u0645\u062b\u0644 Stanford CS229 \u0623\u0648 Fast.ai<\/li>\n<li>\u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 NLP: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0631\u0627\u062a\u0628 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 7 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026 \u0645\u0647\u0646\u062f\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a&#8230;<\/p>\n","protected":false},"author":30,"featured_media":30773,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_linkdex":"","_yoast_wpseo_content_score":"","_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_meta-robots-nofollow":"","_uag_custom_page_level_css":"","wpm_page_lang":"ar","_post_lang":"","footnotes":""},"categories":[3494],"tags":[3242,3241,3239,625,3442,3441,3443],"class_list":["post-30774","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ar-ai-hub","tag-ai-career","tag-ai-community","tag-ai-hub","tag-ai-jobs","tag-natural-language-processing-jobs","tag-nlp-engineer","tag-nlp-salary"],"blocksy_meta":[],"yoast_seo":{"focus_keyphrase":"nlp engineer","seo_title":"\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 NLP: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0631\u0627\u062a\u0628 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641","meta_description":"\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 NLP: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0631\u0627\u062a\u0628 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 7 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026 \u0645\u0647\u0646\u062f\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644","noindex":"","nofollow":"","schema_article_type":"","schema_page_type":""},"uagb_featured_image_src":{"full":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp.jpg",1200,675,false],"thumbnail":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp-150x150.jpg",150,150,true],"medium":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp-300x169.jpg",300,169,true],"medium_large":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp-768x432.jpg",768,432,true],"large":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp-1024x576.jpg",1024,576,true],"1536x1536":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp.jpg",1200,675,false],"2048x2048":["https:\/\/blog.drjobpro.com\/wp-content\/uploads\/2026\/05\/nlp.jpg",1200,675,false]},"uagb_author_info":{"display_name":"Adam Brooks","author_link":"https:\/\/blog.drjobpro.com\/ar\/author\/seo-admin\/"},"uagb_comment_info":0,"uagb_excerpt":"\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 NLP: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0631\u0627\u062a\u0628 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 7 | \u0627\u0644\u0645\u0635\u0627\u062f\u0631: \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub\u060c \u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 2026 \u0645\u0647\u0646\u062f\u0633 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 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