{"id":35643,"date":"2026-05-14T19:40:40","date_gmt":"2026-05-14T15:40:40","guid":{"rendered":"https:\/\/blog.drjobpro.com\/%d8%af%d9%84%d9%8a%d9%84-%d9%85%d9%87%d9%86%d8%a9-%d9%85%d9%87%d9%86%d8%af%d8%b3-mlops-%d8%a7%d9%84%d8%af%d9%88%d8%b1-%d9%88%d8%a7%d9%84%d9%85%d9%87%d8%a7%d8%b1%d8%a7%d8%aa-%d9%88%d9%83%d9%8a%d9%81\/"},"modified":"2026-06-01T21:51:21","modified_gmt":"2026-06-01T17:51:21","slug":"%d8%af%d9%84%d9%8a%d9%84-%d9%85%d9%87%d9%86%d8%a9-%d9%85%d9%87%d9%86%d8%af%d8%b3-mlops-%d8%a7%d9%84%d8%af%d9%88%d8%b1-%d9%88%d8%a7%d9%84%d9%85%d9%87%d8%a7%d8%b1%d8%a7%d8%aa-%d9%88%d9%83%d9%8a%d9%81","status":"publish","type":"post","link":"https:\/\/blog.drjobpro.com\/ar\/%d8%af%d9%84%d9%8a%d9%84-%d9%85%d9%87%d9%86%d8%a9-%d9%85%d9%87%d9%86%d8%af%d8%b3-mlops-%d8%a7%d9%84%d8%af%d9%88%d8%b1-%d9%88%d8%a7%d9%84%d9%85%d9%87%d8%a7%d8%b1%d8%a7%d8%aa-%d9%88%d9%83%d9%8a%d9%81\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 MLOps: \u0627\u0644\u062f\u0648\u0631 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0648\u0638\u064a\u0641"},"content":{"rendered":"<h2>\u062f\u0644\u064a\u0644 \u0645\u0647\u0646\u0629 \u0645\u0647\u0646\u062f\u0633 MLOps: \u0627\u0644\u062f\u0648\u0631 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0648\u0638\u064a\u0641<\/h2>\n<p>\u0645\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0638\u0647\u0631 \u062f\u0648\u0631 \u0645\u0647\u0646\u062f\u0633 MLOps \u0643\u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0636\u0645\u0627\u0646 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0634\u0643\u0644 \u0641\u0639\u0651\u0627\u0644 \u0648\u0645\u0633\u062a\u062f\u0627\u0645. \u064a\u0639\u062f \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0627\u062d\u062f\u0627\u064b \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062a\u0642\u0646\u064a \u0627\u0644\u064a\u0648\u0645\u060c \u062d\u064a\u062b \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0625\u0644\u0649 \u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062c\u0627\u062d. <\/p>\n<p><strong>\u0623\u0628\u0631\u0632 \u0645\u0627 \u0633\u062a\u062a\u0639\u0644\u0645\u0647:<\/strong><br \/>\n&#8211; \u062a\u0639\u0631\u064a\u0641 \u0648\u062f\u0648\u0631 \u0645\u0647\u0646\u062f\u0633 MLOps<br \/>\n&#8211; \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0645\u0647\u0646\u0629 MLOps<br \/>\n&#8211; \u0646\u0635\u0627\u0626\u062d \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0641\u064a MLOps<br \/>\n&#8211; \u062a\u062d\u0644\u064a\u0644 \u0633\u0648\u0642 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0648\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a MLOps<\/p>\n<p>\u0622\u062e\u0631 \u0645\u0631\u0627\u062c\u0639\u0629: May 9 | \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<h3>\u0645\u0627 \u0647\u0648 \u062f\u0648\u0631 \u0645\u0647\u0646\u062f\u0633 MLOps\u061f<\/h3>\n<p>\u064a\u0644\u0639\u0628 \u0645\u0647\u0646\u062f\u0633 MLOps \u062f\u0648\u0631\u0627\u064b \u0645\u062d\u0648\u0631\u064a\u0627\u064b \u0641\u064a \u0631\u0628\u0637 \u0627\u0644\u0646\u0642\u0627\u0637 \u0628\u064a\u0646 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0648\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0643\u0644 \u0634\u064a\u0621 \u064a\u0639\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0628\u0639\u062f \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u0639\u062a\u0645\u062f \u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631 \u0639\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u062a\u062a\u0631\u0643\u0632 \u062d\u0648\u0644 \u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u0647\u0646\u062f\u0633 \u0639\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062a\u0639\u0627\u0648\u0646\u064a \u0645\u0639 \u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0644\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0645\u0647\u0646\u062f\u0633 MLOps<\/h3>\n<p>\u0625\u0646 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0644\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a:<\/p>\n<ol>\n<li><strong>\u0641\u0647\u0645 \u0645\u0639\u0645\u0642 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/strong><\/li>\n<li><strong>\u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0644\u063a\u0627\u062a \u0645\u062b\u0644 Python \u0648R.<\/strong><\/li>\n<li><strong>\u062e\u0628\u0631\u0629 \u0641\u064a \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (CI\/CD).<\/strong><\/li>\n<li><strong>\u0645\u0639\u0631\u0641\u0629 \u0628\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u062b\u0644 AWS \u0648Azure.<\/strong><\/li>\n<li><strong>\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0627\u0644\u0639\u0645\u0644 \u0636\u0645\u0646 \u0641\u0631\u064a\u0642 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a.<\/strong><\/li>\n<\/ol>\n<h3>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0641\u0631\u0635\u0629 \u0639\u0645\u0644 \u0643\u0645\u0647\u0646\u062f\u0633 MLOps<\/h3>\n<p>\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 MLOps \u064a\u062a\u0637\u0644\u0628 \u0627\u062a\u0628\u0627\u0639 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u060c \u0628\u0646\u0627\u0621 \u0627\u0644\u062e\u0628\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0635\u0646\u0627\u0639\u0629. \u0642\u0645 \u0628\u0632\u064a\u0627\u0631\u0629 <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">AI Hub<\/a> \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<h3>\u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0641\u064a \u0645\u0647\u0646\u0629 MLOps<\/h3>\n<p>\u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0645\u062c\u0632\u064a\u0629 \u062c\u062f\u0627\u064b\u060c \u062d\u064a\u062b \u062a\u0638\u0647\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0646 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0627\u062a\u0628 \u064a\u0632\u064a\u062f \u0639\u0646 100,000 \u062f\u0648\u0644\u0627\u0631 \u0633\u0646\u0648\u064a\u0627\u064b \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062f\u0648\u0644. \u0627\u0644\u062c\u062f\u0648\u0644 \u0623\u062f\u0646\u0627\u0647 \u064a\u0648\u0636\u062d \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0631\u0648\u0627\u062a\u0628:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u062f\u0648\u0644\u0629<\/th>\n<th>\u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0633\u0646\u0648\u064a \u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629<\/td>\n<td>120,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062d\u062f\u0629<\/td>\n<td>95,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0645\u062a\u062d\u062f\u0629<\/td>\n<td>110,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0647\u0646\u062f<\/td>\n<td>70,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h3>\n<p><strong>\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0645\u0647\u0646\u062f\u0633 MLOps \u0648\u0645\u0647\u0646\u062f\u0633 DevOps\u061f<\/strong><br \/>\n\u0645\u0647\u0646\u062f\u0633 MLOps \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u0645\u0647\u0646\u062f\u0633 DevOps \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/p>\n<p><strong>\u0647\u0644 \u064a\u062c\u0628 \u0623\u0646 \u0623\u0643\u0648\u0646 \u0645\u062a\u062e\u0635\u0635\u0627\u064b \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u0635\u0628\u062d \u0645\u0647\u0646\u062f\u0633 MLOps\u061f<\/strong><br \/>\n\u0644\u064a\u0633 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629\u060c \u0648\u0644\u0643\u0646 \u0648\u062c\u0648\u062f \u062e\u0644\u0641\u064a\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0633\u064a\u0645\u0646\u062d\u0643 \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/p>\n<p><strong>\u0645\u0627 \u0647\u064a \u0641\u0631\u0635 \u0627\u0644\u0646\u0645\u0648 \u0641\u064a \u0645\u0647\u0646\u0629 MLOps\u061f<\/strong><br \/>\n\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0642\u062f\u0645 \u0644\u062a\u0635\u0628\u062d \u0642\u0627\u0626\u062f \u0641\u0631\u064a\u0642 MLOps\u060c \u0623\u0648 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0641\u064a \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629.<\/p>\n<p><strong>\u0643\u064a\u0641 \u0623\u0636\u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0639\u0627\u0642\u062f\u064a \u0645\u0639 \u0634\u0631\u0643\u0629 \u0639\u0627\u0644\u0645\u064a\u0629\u061f<\/strong><br \/>\n\u062a\u0623\u0643\u062f \u0645\u0646 \u0628\u0646\u0627\u0621 \u0633\u062c\u0644 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