{"id":31315,"date":"2026-05-09T07:07:17","date_gmt":"2026-05-09T03:07:17","guid":{"rendered":"https:\/\/blog.drjobpro.com\/ai-hub-day16-typeb-ar\/"},"modified":"2026-05-14T11:02:03","modified_gmt":"2026-05-14T07:02:03","slug":"ai-hub-day16-typeb-ar","status":"publish","type":"post","link":"https:\/\/blog.drjobpro.com\/ar\/ai-hub-day16-typeb-ar\/","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":"<h1>\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<\/h1>\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<p>\u0645\u0647\u0646\u062f\u0633 MLOps \u0647\u0648 \u0627\u0644\u0645\u062a\u062e\u0635\u0635 \u0627\u0644\u0630\u064a \u064a\u0642\u0641 \u0639\u0646\u062f \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0642\u0627\u0637\u0639 \u0628\u064a\u0646 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\u060c \u0648\u0645\u0647\u0645\u062a\u0647 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0647\u064a \u0646\u0642\u0644 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0645\u0646 \u0628\u064a\u0626\u0629 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\u0645\u062f\u0641\u0648\u0639\u0627\u064b \u0628\u0627\u0644\u062a\u062d\u0648\u0651\u0644\u0627\u062a \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0646\u062d\u0648 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0631\u0642\u0645\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. \u0645\u062a\u0648\u0633\u0637 mlops salary \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u064a\u062a\u0631\u0627\u0648\u062d \u0627\u0644\u064a\u0648\u0645 \u0628\u064a\u0646 18,000 \u064845,000 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u0627\u064b \u0644\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0648\u0627\u0644\u0639\u0644\u064a\u0627\u060c \u0645\u0627 \u064a\u062c\u0639\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u0647\u0646\u064a \u0648\u0627\u062d\u062f\u0627\u064b \u0645\u0646 \u0623\u0639\u0644\u0649 \u062a\u062e\u0635\u0635\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u062e\u0644\u0627\u064b. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0645\u062a\u0644\u0643 \u062e\u0644\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0628\u062d\u062b \u0639\u0646 \u062e\u0637\u0648\u062a\u0643 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0623\u0648 \u0643\u0646\u062a \u0635\u0627\u062d\u0628 \u0634\u0631\u0643\u0629 \u064a\u0628\u062d\u062b \u0639\u0646 mlops engineer \u0644\u0641\u0631\u064a\u0642\u0647\u060c \u0641\u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u064a\u0642\u062f\u0651\u0645 \u0644\u0643 \u062e\u0631\u064a\u0637\u0629 \u0637\u0631\u064a\u0642 \u0643\u0627\u0645\u0644\u0629 \u0648\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n<hr \/>\n<blockquote>\n<p><strong>\u0623\u0628\u0631\u0632 \u0645\u0627 \u0633\u062a\u062a\u0639\u0644\u0645\u0647 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644<\/strong><\/p>\n<ul>\n<li>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0641\u0639\u0644\u0647 \u0645\u0647\u0646\u062f\u0633 MLOps \u064a\u0648\u0645\u064a\u0627\u064b \u0648\u0643\u064a\u0641 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/li>\n<li>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0638\u064a\u0641\u0629 mlops engineer \u0641\u064a 2026<\/li>\n<li>\u062c\u062f\u0648\u0644 \u0631\u0648\u0627\u062a\u0628 MLOps \u0645\u0641\u0635\u0651\u0644 \u062d\u0633\u0628 \u0627\u0644\u062f\u0648\u0644\u0629 \u0648\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637<\/li>\n<li>\u0643\u064a\u0641 \u062a\u0628\u0646\u064a AI portfolio \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0627\u064b \u064a\u0644\u0641\u062a \u0627\u0646\u062a\u0628\u0627\u0647 \u0645\u0633\u0624\u0648\u0644\u064a \u0627\u0644\u062a\u0648\u0638\u064a\u0641<\/li>\n<li>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 ml deployment jobs \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629<\/li>\n<li>\u0643\u064a\u0641 \u064a\u0633\u062a\u0641\u064a\u062f \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0645\u0646 \u0633\u0648\u0642 \u0627\u0644\u0645\u0648\u0627\u0647\u0628 \u0627\u0644\u0630\u0643\u064a \u0641\u064a <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">DrJobPro AI Hub<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<hr \/>\n<h2>\u0645\u0627 \u0647\u0648 \u062f\u0648\u0631 \u0645\u0647\u0646\u062f\u0633 MLOps \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062f\u061f<\/h2>\n<h3>\u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0644\u062f\u0648\u0631<\/h3>\n<p>\u0645\u0635\u0637\u0644\u062d MLOps \u0647\u0648 \u0627\u062e\u062a\u0635\u0627\u0631 \u0644\u0640 Machine Learning Operations\u060c \u0648\u064a\u0639\u0628\u0651\u0631 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a 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\u062a\u0633\u0645\u062d \u0628\u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0644\u0642\u0627\u0626\u064a\u0627\u064b \u0639\u0646\u062f \u062a\u0648\u0641\u0651\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/li>\n<li><strong>\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0627\u0648\u064a\u0627\u062a Docker \u0648Kubernetes \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/li>\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/strong> \u0628\u0639\u062f \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Drift) \u0648\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u062f\u0642\u0629<\/li>\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a<\/strong> \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u0645\u0646<\/li>\n<li><strong>\u0636\u0645\u0627\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0648\u0627\u0644\u0623\u0645\u0627\u0646<\/strong> \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0651\u0645\u0629 \u0643\u0627\u0644\u0628\u0646\u0648\u0643 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/li>\n<\/ul>\n<h3>\u0643\u064a\u0641 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629\u061f<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0639\u064a\u0627\u0631<\/th>\n<th>\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<th>\u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<th>\u0645\u0647\u0646\u062f\u0633 MLOps<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/td>\n<td>\u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/td>\n<td>\u0628\u0646\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062d\u062a\u064a\u0629<\/td>\n<td>\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0635\u064a\u0627\u0646\u062a\u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/td>\n<td>Python\u060c Jupyter\u060c TensorFlow<\/td>\n<td>Spark\u060c Airflow\u060c SQL<\/td>\n<td>Kubernetes\u060c Docker\u060c MLflow<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u062e\u0631\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u062a\u062c\u0631\u064a\u0628\u064a \u0623\u0648 \u062a\u0642\u0631\u064a\u0631<\/td>\n<td>\u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0627\u0647\u0632<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c 24\/7<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u0645\u0628\u0627\u0634\u0631 \u0648\u0645\u0633\u062a\u0645\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0634\u0647\u0631\u064a (\u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637)<\/td>\n<td>12,000 &#8211; 30,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<td>10,000 &#8211; 25,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<td>18,000 &#8211; 45,000 \u062f\u0648\u0644\u0627\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\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 MLOps \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 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0640 Python \u0648Bash<\/strong><br \/>\nPython \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0633\u0627\u0626\u062f\u0629 \u0641\u064a \u0639\u0627\u0644\u0645 \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0644\u0643\u0646 \u0645\u0647\u0646\u062f\u0633 MLOps \u064a\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u0627\u064b \u0625\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0643\u062a\u0627\u0628\u0629 \u0633\u0643\u0631\u0628\u062a\u0627\u062a Bash \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u062f\u0645.<\/p>\n<p><strong>2. \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0633\u064a\u0642<\/strong><br \/>\nDocker \u0644\u062a\u063a\u0644\u064a\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u0639\u0632\u0648\u0644\u0629\u060c \u0648Kubernetes \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0648\u0633\u0651\u0639 \u0627\u0644\u0623\u0641\u0642\u064a. \u0641\u064a 2026\u060c \u0623\u0635\u0628\u062d \u0625\u062a\u0642\u0627\u0646 Helm Charts \u0648Argo Workflows \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0648\u0627\u0636\u062d\u0629.<\/p>\n<p><strong>3. \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/strong><br \/>\nAWS SageMaker \u0648Google Vertex AI \u0648Azure ML \u0647\u064a \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637. \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a\u064a\u0629 \u062a\u0645\u064a\u0644 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f \u0646\u062d\u0648 \u062d\u0644\u0648\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0623\u064a\u0636\u0627\u064b.<\/p>\n<p><strong>4. \u0623\u062f\u0648\u0627\u062a MLOps \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629<\/strong><br \/>\n&#8211; <strong>MLflow<\/strong> \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<br \/>\n&#8211; <strong>Kubeflow<\/strong> \u0644\u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 ML \u0639\u0644\u0649 Kubernetes<br \/>\n&#8211; <strong>DVC<\/strong> \u0644\u0625\u062f\u0627\u0631\u0629 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<br \/>\n&#8211; <strong>Seldon Core \u0623\u0648 BentoML<\/strong> \u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c<br \/>\n&#8211; <strong>Prometheus \u0648Grafana<\/strong> \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a<\/p>\n<p><strong>5. CI\/CD \u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629<\/strong><br \/>\n\u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (CI\/CD) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0645\u0627\u0630\u062c ML\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u064f\u0633\u0645\u0649 \u0623\u062d\u064a\u0627\u0646\u0627\u064b CT (Continuous Training).<\/p>\n<h3>\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u064a\u0629<\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0641\u0631\u0642<\/strong>: \u0645\u0647\u0646\u062f\u0633 MLOps \u0647\u0648 \u062d\u0644\u0642\u0629 \u0627\u0644\u0648\u0635\u0644 \u0628\u064a\u0646 \u0641\u0631\u064a\u0642 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0631\u064a\u0642 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u0646\u062a\u062c<\/li>\n<li><strong>\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u062a\u062d\u062a \u0627\u0644\u0636\u063a\u0637<\/strong>: \u0623\u0639\u0637\u0627\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0627 \u062a\u0646\u062a\u0638\u0631 \u0633\u0627\u0639\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0631\u0633\u0645\u064a\u0629<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0645\u0646\u0647\u062c\u064a<\/strong>: \u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u0646\u0634\u0631 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0648\u062b\u0651\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/li>\n<li><strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0628\u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/strong>: \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0645\u0647\u0646\u062f\u0633 MLOps<\/li>\n<\/ul>\n<hr \/>\n<h2>\u062c\u062f\u0648\u0644 \u0631\u0648\u0627\u062a\u0628 \u0645\u0647\u0646\u062f\u0633 MLOps \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 2026<\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f mlops salary \u0639\u0644\u0649 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644: \u0627\u0644\u062f\u0648\u0644\u0629\u060c \u0633\u0646\u0648\u0627\u062a \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u062d\u062c\u0645 \u0627\u0644\u0634\u0631\u0643\u0629\u060c \u0648\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0635\u0646\u0627\u0639\u064a. \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a DrJobPro AI Hub \u0648\u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u0646\u0627\u0639\u064a\u0629 \u0645\u062d\u062f\u0651\u062b\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u062f\u0648\u0644\u0629<\/th>\n<th>\u0645\u0628\u062a\u062f\u0626 (0-2 \u0633\u0646\u0629)<\/th>\n<th>\u0645\u062a\u0648\u0633\u0637 (3-5 \u0633\u0646\u0648\u0627\u062a)<\/th>\n<th>\u062e\u0628\u064a\u0631 (6+ \u0633\u0646\u0648\u0627\u062a)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a<\/td>\n<td>12,000 &#8211; 18,000 $\/\u0634\u0647\u0631<\/td>\n<td>22,000 &#8211; 35,000 $\/\u0634\u0647\u0631<\/td>\n<td>38,000 &#8211; 50,000 $\/\u0634\u0647\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/td>\n<td>10,000 &#8211; 16,000 $\/\u0634\u0647\u0631<\/td>\n<td>20,000 &#8211; 32,000 $\/\u0634\u0647\u0631<\/td>\n<td>35,000 &#8211; 48,000 $\/\u0634\u0647\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0637\u0631<\/td>\n<td>11,000 &#8211; 17,000 $\/\u0634\u0647\u0631<\/td>\n<td>21,000 &#8211; 33,000 $\/\u0634\u0647\u0631<\/td>\n<td>36,000 &#8211; 47,000 $\/\u0634\u0647\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0635\u0631<\/td>\n<td>3,000 &#8211; 5,500 $\/\u0634\u0647\u0631<\/td>\n<td>6,000 &#8211; 12,000 $\/\u0634\u0647\u0631<\/td>\n<td>13,000 &#8211; 22,000 $\/\u0634\u0647\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0623\u0631\u062f\u0646<\/td>\n<td>2,800 &#8211; 5,000 $\/\u0634\u0647\u0631<\/td>\n<td>5,500 &#8211; 10,000 $\/\u0634\u0647\u0631<\/td>\n<td>11,000 &#8211; 18,000 $\/\u0634\u0647\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0639\u0645\u0644 \u0639\u0646 \u0628\u064f\u0639\u062f (\u0634\u0631\u0643\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629)<\/td>\n<td>8,000 &#8211; 14,000 $\/\u0634\u0647\u0631<\/td>\n<td>15,000 &#8211; 28,000 $\/\u0634\u0647\u0631<\/td>\n<td>30,000 &#8211; 55,000 $\/\u0634\u0647\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u0645\u0644\u0627\u062d\u0638\u0629<\/strong>: \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0641\u064a \u062f\u0648\u0644 \u0627\u0644\u062e\u0644\u064a\u062c \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0639\u0641\u0627\u0629 \u0645\u0646 \u0636\u0631\u064a\u0628\u0629 \u0627\u0644\u062f\u062e\u0644\u060c \u0645\u0645\u0627 \u064a\u0631\u0641\u0639 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0628\u0646\u0633\u0628\u0629 20-35% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u063a\u0631\u0628\u064a\u0629.<\/p>\n<hr \/>\n<h2>\u0643\u064a\u0641 \u062a\u0628\u0646\u064a AI Portfolio \u064a\u0641\u062a\u062d \u0644\u0643 \u0623\u0628\u0648\u0627\u0628 \u0627\u0644\u062a\u0648\u0638\u064a\u0641\u061f<\/h2>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u064a \u0623\u0647\u0645 \u0645\u0646 \u0627\u0644\u0634\u0647\u0627\u062f\u0629\u061f<\/h3>\n<p>\u0641\u064a \u0633\u0648\u0642 2026\u060c \u0644\u0645 \u064a\u0639\u062f \u0645\u0633\u0624\u0648\u0644\u0648 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u064a\u0643\u062a\u0641\u0648\u0646 \u0628\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u0648 \u062f\u0648\u0631\u0627\u062a Coursera. \u0645\u0627 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646\u0647 \u0641\u0639\u0644\u0627\u064b \u0647\u0648 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0639\u0644\u0649 \u0642\u062f\u0631\u062a\u0643 \u0639\u0644\u0649 \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0625\u0646\u062a\u0627\u062c. \u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u062f\u0648\u0631 \u0628\u0646\u0627\u0621 AI portfolio \u0627\u062d\u062a\u0631\u0627\u0641\u064a.<\/p>\n<h3>\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u064a \u0627\u0644\u0641\u0627\u0626\u0632 \u0644\u0645\u0647\u0646\u062f\u0633 MLOps<\/h3>\n<p><strong>1. \u0645\u0634\u0631\u0648\u0639 \u0646\u0634\u0631 \u0643\u0627\u0645\u0644 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0644\u0644\u0646\u0647\u0627\u064a\u0629<\/strong><br \/>\n\u0627\u062e\u062a\u0631 \u0645\u0634\u0643\u0644\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 ,  \u0645\u062b\u0644\u0627\u064b \u0646\u0638\u0627\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0623\u0648 \u0643\u0634\u0641 \u0627\u062d\u062a\u064a\u0627\u0644 ,  \u0648\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0643\u0627\u0645\u0644 \u064a\u0634\u0645\u0644: \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0627\u0644\u0646\u0634\u0631 \u0639\u0628\u0631 API\u060c \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629. \u0627\u0646\u0634\u0631\u0647 \u0639\u0644\u0649 GitHub \u0645\u0639 \u062a\u0648\u062b\u064a\u0642 \u0634\u0627\u0645\u0644.<\/p>\n<p><strong>2. \u0645\u0634\u0631\u0648\u0639 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/strong><br \/>\n\u0623\u0646\u0634\u0626 \u0645\u0634\u0631\u0648\u0639\u0627\u064b \u064a\u0633\u062a\u062e\u062f\u0645 Terraform \u0623\u0648 Pulumi \u0644\u0628\u0646\u0627\u0621 \u0628\u0646\u064a\u0629 MLOps \u0643\u0627\u0645\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u0645\u0639 \u0645\u0644\u0641\u0627\u062a Docker \u0648Helm Charts \u0648\u062e\u0637\u0648\u0637 CI\/CD.<\/p>\n<p><strong>3. \u0645\u0633\u0627\u0647\u0645\u0627\u062a \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/strong><br \/>\n\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 MLflow \u0623\u0648 Kubeflow \u0623\u0648 Great Expectations \u062a\u064f\u0638\u0647\u0631 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0623\u0646\u0643 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0645\u062c\u062a\u0645\u0639\u064a \u0648\u0644\u064a\u0633 \u0641\u0631\u062f\u064a\u0627\u064b \u0641\u0642\u0637.<\/p>\n<p><strong>4. \u0645\u062f\u0648\u0646\u0629 \u062a\u0642\u0646\u064a\u0629 \u0623\u0648 \u0645\u062d\u062a\u0648\u0649 \u062a\u0639\u0644\u064a\u0645\u064a<\/strong><br \/>\n\u0627\u0643\u062a\u0628 \u0645\u0642\u0627\u0644\u0627\u062a \u062a\u0634\u0631\u062d \u0641\u064a\u0647\u0627 \u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u062c\u0647\u062a\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0643\u064a\u0641 \u062d\u0644\u0644\u062a\u0647\u0627. \u0647\u0630\u0627 \u064a\u064f\u062b\u0628\u062a \u0639\u0645\u0642 \u0641\u0647\u0645\u0643 \u0648\u064a\u064f\u062d\u0633\u0651\u0646 \u0638\u0647\u0648\u0631\u0643 \u0641\u064a \u0627\u0644\u0628\u062d\u062b.<\/p>\n<p><strong>5. \u0645\u0644\u0641 \u0645\u0647\u0646\u064a \u0645\u062d\u062f\u0651\u062b \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629<\/strong><br \/>\n\u0623\u0646\u0634\u0626 \u0645\u0644\u0641\u0627\u064b \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0627\u064b \u0639\u0644\u0649 <a href=\"https:\/\/www.drjobpro.com\/ai-hub\/talent\">\u0633\u0648\u0642 \u0645\u0648\u0627\u0647\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a DrJobPro<\/a> \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0643 \u0645\u0628\u0627\u0634\u0631\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0647\u0627\u0631\u0627\u062a\u0643 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0645\u0634\u0627\u0631\u064a\u0639\u0643.<\/p>\n<hr \/>\n<h2>\u062e\u0637\u0648\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0648\u0644 \u0648\u0638\u064a\u0641\u0629 MLOps<\/h2>\n<h3>\u0627\u0644\u0645\u0633\u0627\u0631 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646<\/h3>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u0633\u0627\u0633 (\u0634\u0647\u0631\u0627\u0646)<\/strong><br \/>\n\u0627\u0628\u062f\u0623 \u0628\u0625\u062a\u0642\u0627\u0646 Python \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u060c Linux\u060c \u0648Git. \u062b\u0645 \u062a\u0639\u0644\u0651\u0645 Docker \u0648\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0648\u0627\u0644\u0633\u062d\u0627\u0628\u0629.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0627\u0644\u062a\u0639\u0645\u0651\u0642 \u0641\u064a \u0623\u062f\u0648\u0627\u062a MLOps (3 \u0623\u0634\u0647\u0631)<\/strong><br \/>\n\u062a\u0639\u0644\u0651\u0645 MLflow \u0648Kubeflow \u0648\u0623\u0646\u0634\u0626 \u062e\u0637\u0648\u0637 CI\/CD \u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0633\u064a\u0637\u0629. \u0637\u0628\u0651\u0642 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0634\u062e\u0635\u064a\u0629.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u064a (\u0634\u0647\u0631\u0627\u0646)<\/strong><br \/>\n\u0623\u0646\u0634\u0626 2-3 \u0645\u0634\u0627\u0631\u064a\u0639 \u0642\u0648\u064a\u0629 \u0648\u0627\u0646\u0634\u0631\u0647\u0627 \u0639\u0644\u0649 GitHub. \u0648\u062b\u0651\u0642 \u0643\u0644 \u0634\u064a\u0621 \u0643\u0645\u0627 \u0644\u0648 \u0643\u0646\u062a \u062a\u0643\u062a\u0628 \u0644\u0641\u0631\u064a\u0642 \u062d\u0642\u064a\u0642\u064a.<\/p>\n<p>**\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0627\u0644\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0630\u0643\u064a (\u0645\u0633\u062a\u0645<\/p>\n<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0643\u064a\u0641 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0627\u0644\u0645\u0639\u064a\u0627\u0631\\n\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\\n\u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\\n\u0645\u0647\u0646\u062f\u0633 MLOps\\n\\n\\n\\n\\n\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\\n\u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\\n\u0628\u0646\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062d\u062a\u064a\u0629\\n\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0635\u064a\u0627\u0646\u062a\u0647\u0627\\n\\n\\n\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629\\nPython\u060c Jupyter\u060c TensorFlow\\nSpark\u060c Airflow\u060c SQL\\nKubernetes\u060c Docker\u060c MLflow\\n\\n\\n\u0627\u0644\u0645\u062e\u0631\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a\\n\u0646\u0645\u0648\u0630\u062c \u062a\u062c\u0631\u064a\u0628\u064a \u0623\u0648 \u062a\u0642\u0631\u064a\u0631\\n\u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0627\u0647\u0632\\n\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c 24\/7\\n\\n\\n\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\\n\u0645\u062d\u062f\u0648\u062f\\n\u0645\u062a\u0648\u0633\u0637\\n\u0645\u0628\u0627\u0634\u0631 \u0648\u0645\u0633\u062a\u0645\u0631\\n\\n\\n\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0634\u0647\u0631\u064a (\u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637)\\n12,000 - 30,000 \u062f\u0648\u0644\u0627\u0631\\n10,000 - 25,000 \u062f\u0648\u0644\u0627\u0631\\n18,000 - 45,000 \u062f\u0648\u0644\u0627\u0631\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u064a \u0623\u0647\u0645 \u0645\u0646 \u0627\u0644\u0634\u0647\u0627\u062f\u0629\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0641\u064a \u0633\u0648\u0642 2026\u060c \u0644\u0645 \u064a\u0639\u062f \u0645\u0633\u0624\u0648\u0644\u0648 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u064a\u0643\u062a\u0641\u0648\u0646 \u0628\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u0648 \u062f\u0648\u0631\u0627\u062a Coursera. \u0645\u0627 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646\u0647 \u0641\u0639\u0644\u0627\u064b \u0647\u0648 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0639\u0644\u0649 \u0642\u062f\u0631\u062a\u0643 \u0639\u0644\u0649 \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0625\u0646\u062a\u0627\u062c. \u0647\u0646\u0627 \u064a\u0623\u062a\u064a \u062f\u0648\u0631 \u0628\u0646\u0627\u0621 AI portfolio \u0627\u062d\u062a\u0631\u0627\u0641\u064a.\"\n      }\n    }\n  ]\n}\n<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\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 \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 \u0645\u0647\u0646\u062f\u0633 MLOps \u0647\u0648 \u0627\u0644\u0645\u062a\u062e\u0635\u0635 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