{"id":478029,"date":"2023-08-09T09:26:05","date_gmt":"2023-08-09T09:26:05","guid":{"rendered":""},"modified":"2023-09-05T11:15:54","modified_gmt":"2023-09-05T11:15:54","slug":"mlflow","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/mlflow\/","title":{"rendered":"MLflow"},"content":{"rendered":"<p>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062e\u062a\u0635\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f MLflow<\/p>\n<p>MLflow \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644 \u0686\u0631\u062e\u0647 \u0632\u0646\u062f\u06af\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0627\u0632 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u062a\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0631\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u0628\u0627 \u062f\u06cc\u06af\u0631\u0627\u0646 \u0627\u0633\u062a. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc MLflow \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u0648 \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0631\u0627 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u06a9\u0646\u062f \u062a\u0627 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u0646\u062f\u060c \u067e\u06cc\u0634\u0631\u0641\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0633\u0647\u0627\u0645\u062f\u0627\u0631\u0627\u0646 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u0646\u062f \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0628\u06a9\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 MLflow \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>MLflow \u062a\u0648\u0633\u0637 Databricks\u060c \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u067e\u06cc\u0634\u0631\u0648 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u062a\u0648\u0633\u0639\u0647 \u0648 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0631\u0633\u0645\u06cc \u062f\u0631 \u0627\u062c\u0644\u0627\u0633 Spark + AI \u062f\u0631 \u0698\u0648\u0626\u0646 2018 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f. \u0627\u0632 \u0647\u0645\u0627\u0646 \u0627\u0628\u062a\u062f\u0627\u060c \u062a\u0645\u0631\u06a9\u0632 \u0627\u0635\u0644\u06cc \u0622\u0646 \u0633\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0648\u0633\u0639\u0647\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0648\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 MLflow: \u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639 MLflow<\/h2>\n<p>MLflow \u0628\u0647 \u0686\u0647\u0627\u0631 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<ol>\n<li><strong>\u0631\u062f\u06cc\u0627\u0628\u06cc MLflow<\/strong>: \u0627\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0631\u0627 \u062b\u0628\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc MLflow<\/strong>: \u0628\u0647 \u06a9\u062f \u0628\u0633\u062a\u0647 \u062f\u0631 \u0627\u062c\u0632\u0627\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0648 \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0645\u062f\u0644 \u0647\u0627\u06cc MLflow<\/strong>: \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u0631\u0627 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0631\u062c\u06cc\u0633\u062a\u0631\u06cc MLflow<\/strong>: \u06cc\u06a9 \u0645\u0631\u06a9\u0632 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631\u0627\u06cc \u0647\u0645\u06a9\u0627\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ol>\n<p>MLflow \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c R\u060c \u062c\u0627\u0648\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u06cc\u0631\u0627\u0646 \u0628\u0633\u062a\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0646\u0635\u0628 \u06a9\u0631\u062f \u0648 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062f\u063a\u0627\u0645 \u0634\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc MLflow: \u0686\u06af\u0648\u0646\u0647 MLflow \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>MLflow \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0645\u062a\u0645\u0631\u06a9\u0632 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 REST API \u0647\u0627\u060c CLI \u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u0627\u0635\u0644\u06cc \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<ul>\n<li><strong>\u0633\u0631\u0648\u0631 \u0631\u062f\u06cc\u0627\u0628\u06cc<\/strong>: \u062a\u0645\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u060c \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0648 \u0645\u0635\u0646\u0648\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u067e\u0631\u0648\u0698\u0647<\/strong>: \u0634\u0627\u0645\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f.<\/li>\n<li><strong>\u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644<\/strong>: \u0641\u0631\u0645\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0635\u0627\u062f\u0631\u0627\u062a \u0645\u062f\u0644 \u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><strong>\u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u062c\u06cc\u0633\u062a\u0631\u06cc<\/strong>: \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0648\u0628 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u0645\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9.<\/li>\n<\/ul>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc MLflow<\/h2>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc MLflow \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u0631\u062f\u06cc\u0627\u0628\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634<\/strong>: \u0627\u0645\u06a9\u0627\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0633\u0627\u0646 \u0627\u062c\u0631\u0627\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u06a9\u062f\u0647\u0627 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u0631\u0627 \u06a9\u067e\u0633\u0648\u0644\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0633\u0631\u0648\u06cc\u0633 \u0645\u062f\u0644<\/strong>: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u06a9\u0648\u0686\u06a9 \u0648 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 MLflow \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f: \u0627\u0632 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0644\u06cc\u0633\u062a \u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/h2>\n<p>\u0627\u06af\u0631\u0686\u0647 MLflow \u062e\u0648\u062f \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0627\u0633\u062a\u060c \u0627\u062c\u0632\u0627\u06cc \u0622\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062c\u0632\u0621<\/th>\n<th>\u062a\u0627\u0628\u0639<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u062f\u06cc\u0627\u0628\u06cc MLflow<\/td>\n<td>\u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc MLflow<\/td>\n<td>\u06a9\u062f \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u0628\u0633\u062a\u0647 \u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644 \u0647\u0627\u06cc MLflow<\/td>\n<td>\u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u062a\u0648\u0644\u06cc\u062f \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u062c\u06cc\u0633\u062a\u0631\u06cc MLflow<\/td>\n<td>\u0645\u0631\u06a9\u0632 \u0645\u0631\u06a9\u0632\u06cc \u0628\u0631\u0627\u06cc \u0647\u0645\u06a9\u0627\u0631\u06cc \u0645\u062f\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MLflow\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h2>\n<p>MLflow \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 DevOps<\/strong>: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f.\n<ul>\n<li>\u0631\u0627\u0647 \u062d\u0644: \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062c\u0627\u0645\u0639 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062c\u0627\u0645\u0639\u0647.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0645\u0633\u0627\u0626\u0644 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0646\u0633\u062e\u0647 \u0633\u0627\u0632\u06cc<\/strong>: \u0645\u0634\u06a9\u0644 \u062f\u0631 \u0631\u062f\u06cc\u0627\u0628\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a.\n<ul>\n<li>\u0631\u0627\u0647 \u062d\u0644: \u0627\u0632 \u0645\u0648\u0644\u0641\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc MLflow \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0645\u0634\u06a9\u0644\u0627\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u0645\u062d\u062f\u0648\u062f \u0628\u0627 \u0628\u0631\u062e\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627.\n<ul>\n<li>\u0631\u0627\u0647 \u062d\u0644: \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u0645\u0646\u0638\u0645 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062c\u0627\u0645\u0639\u0647.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0647\u0631\u0633\u062a<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0648\u06cc\u0698\u06af\u06cc<\/th>\n<th>MLflow<\/th>\n<th>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u062f\u06cc\u0627\u0628\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644<\/td>\n<td>\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0634\u062f\u0647<\/td>\n<td>\u0627\u063a\u0644\u0628 \u0633\u0641\u0627\u0631\u0634\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646<\/td>\n<td>\u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 MLflow<\/h2>\n<p>MLflow \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0627\u0633\u062a. \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0645\u06a9\u0627\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631<\/li>\n<li><strong>\u0627\u062f\u063a\u0627\u0645 \u0628\u0647\u062a\u0631<\/strong>: \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062e\u062f\u0645\u0627\u062a \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u0628\u06cc\u0634\u062a\u0631.<\/li>\n<li><strong>\u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0628\u06cc\u0634\u062a\u0631<\/strong>: \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0648\u0638\u0627\u06cc\u0641 \u062a\u06a9\u0631\u0627\u0631\u06cc \u062f\u0631 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 ML.<\/li>\n<\/ul>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 MLflow \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f OneProxy\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc MLflow \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f:<\/p>\n<ul>\n<li><strong>\u0627\u0645\u0646\u06cc\u062a<\/strong>: \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633<\/li>\n<li><strong>\u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0631<\/strong>: \u062a\u0648\u0632\u06cc\u0639 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627 \u062f\u0631 \u0633\u0631\u0648\u0631\u0647\u0627.<\/li>\n<li><strong>\u06a9\u0646\u062a\u0631\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc<\/strong>: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0648\u0632\u0647\u0627 \u0648 \u0646\u0642\u0634 \u0647\u0627.<\/li>\n<\/ul>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0627\u0645\u0646 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc MLflow\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<ul>\n<li><a href=\"https:\/\/mlflow.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc MLflow<\/a><\/li>\n<li><a href=\"https:\/\/databricks.com\/product\/managed-mlflow\" target=\"_new\" rel=\"noopener nofollow\">\u0635\u0641\u062d\u0647 MLflow Databricks<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/mlflow\/mlflow\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 MLflow GitHub<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ir\/\" target=\"_new\" rel=\"noopener\">\u0648\u0628 \u0633\u0627\u06cc\u062a OneProxy<\/a><\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u06cc \u0627\u0632 MLflow\u060c \u0627\u062c\u0632\u0627\u06cc \u0622\u0646\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u0631\u0627\u0628\u0637\u0647 \u0622\u0646 \u0628\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0648 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u062c\u062f\u0627\u06cc\u06cc \u0646\u0627\u067e\u0630\u06cc\u0631 \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u062f\u0631\u0646 \u0627\u0633\u062a.<\/p>","protected":false},"featured_media":468919,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478029","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>MLflow: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What is MLflow and why was it created?","answer":"<p>MLflow is an open-source platform designed to manage the entire machine learning lifecycle. Created by Databricks and announced in 2018, it encompasses tracking experiments, packaging code, standardizing models, and providing a collaboration hub. Its primary goal is to simplify the processes involved in developing, managing, and deploying machine learning models.<\/p>"},{"question":"What are the main components of MLflow?","answer":"<p>The main components of MLflow are MLflow Tracking, which logs and queries experiments and metrics; MLflow Projects, which packages code into reusable components; MLflow Models, that standardizes the process of moving models to production; and MLflow Registry, a centralized hub for collaboration and model management.<\/p>"},{"question":"How does MLflow ensure reproducibility and scalability?","answer":"<p>MLflow ensures reproducibility by encapsulating code and dependencies, making it easy to replicate experiments. It offers scalability by supporting both small-scale development environments and large-scale production systems. The standardized model packaging and deployment features further enhance its scalability.<\/p>"},{"question":"What types of problems can arise while using MLflow, and how can they be resolved?","answer":"<p>Common problems with MLflow include complexity in deployment, versioning issues, and integration problems with some tools. These can be resolved through comprehensive documentation, utilizing the MLflow tracking component for versioning, and regular updates or community-driven extensions to enhance integration.<\/p>"},{"question":"How can proxy servers like OneProxy be associated with MLflow?","answer":"<p>Proxy servers like OneProxy can be utilized with MLflow for security by protecting sensitive data, load balancing by distributing requests across servers, and access control by managing permissions and roles. They ensure a secure and efficient environment for running MLflow, particularly in large-scale applications.<\/p>"},{"question":"What are the future perspectives and technologies related to MLflow?","answer":"<p>The future of MLflow includes enhanced collaboration features for larger teams, better integration with more third-party tools and services, and increased automation within the machine learning lifecycle. It continues to evolve to meet the needs of the rapidly advancing field of machine learning.<\/p>"},{"question":"Where can I find more information about MLflow?","answer":"<p>You can find more information about MLflow on the <a href=\"https:\/\/mlflow.org\/\" target=\"_new\">official website<\/a>, the <a href=\"https:\/\/databricks.com\/product\/managed-mlflow\" target=\"_new\">Databricks MLflow page<\/a>, and the <a href=\"https:\/\/github.com\/mlflow\/mlflow\" target=\"_new\">MLflow GitHub repository<\/a>. If you are interested in how it relates to proxy servers, you can also visit <a href=\"https:\/\/oneproxy.pro\" target=\"_new\">OneProxy's website<\/a>.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/478029","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/478029\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468919"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=478029"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}