{"id":478031,"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":"mlops-platforms","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/mlops-platforms\/","title":{"rendered":"\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u093e\u0930\u094d\u092e"},"content":{"rendered":"<p>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u0902\u0915\u094d\u0937\u093f\u092a\u094d\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940:<\/p>\n<p>MLOps, \u092f\u093e \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0911\u092a\u0930\u0947\u0936\u0928, \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 (ML), DevOps \u0914\u0930 \u0921\u0947\u091f\u093e \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0915\u094b \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0905\u092d\u094d\u092f\u093e\u0938 \u0915\u094b \u0938\u0902\u0926\u0930\u094d\u092d\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u090f\u0902\u0921-\u091f\u0942-\u090f\u0902\u0921 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091c\u0940\u0935\u0928\u091a\u0915\u094d\u0930 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0947\u0964 MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0907\u0938 \u090f\u0915\u0940\u0915\u0930\u0923 \u0915\u094b \u0938\u0941\u0935\u093f\u0927\u093e\u091c\u0928\u0915 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u0915\u0930\u0923 \u0914\u0930 \u0930\u0942\u092a\u0930\u0947\u0916\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u0902\u0917\u0920\u0928\u094b\u0902 \u0915\u094b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924, \u0924\u0948\u0928\u093e\u0924 \u0914\u0930 \u092e\u0949\u0928\u093f\u091f\u0930 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n<h2>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938 \u0914\u0930 \u0907\u0938\u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916<\/h2>\n<p>MLOps \u090f\u0915 \u0905\u092a\u0947\u0915\u094d\u0937\u093e\u0915\u0943\u0924 \u0928\u092f\u093e \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0939\u0948 \u091c\u094b 2010 \u0915\u0947 \u0926\u0936\u0915 \u0915\u0947 \u0905\u0902\u0924 \u092e\u0947\u0902 \u0909\u092d\u0930\u093e\u0964 \u092f\u0939 \u0936\u092c\u094d\u0926 DevOps \u0938\u0947 \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0925\u093e, \u091c\u094b \u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0935\u093f\u0915\u093e\u0938 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u093e \u090f\u0915 \u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0905\u092d\u094d\u092f\u093e\u0938 \u0939\u0948, \u0914\u0930 ML \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0940 \u0905\u0928\u0942\u0920\u0940 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0915\u0942\u0932 \u0939\u0948\u0964 \u092a\u0939\u0932\u093e MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e 2017-2018 \u0915\u0947 \u0906\u0938\u092a\u093e\u0938 \u0926\u093f\u0916\u093e\u0908 \u0926\u0947\u0928\u0947 \u0932\u0917\u093e, \u091c\u094b \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923, \u0938\u0924\u094d\u092f\u093e\u092a\u0928, \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928 \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e\u0913\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u093f\u0936\u0947\u0937 \u0909\u092a\u0915\u0930\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<h2>MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940\u0964 \u0935\u093f\u0937\u092f \u0915\u093e \u0935\u093f\u0938\u094d\u0924\u093e\u0930 MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e<\/h2>\n<p>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0938\u0947\u0935\u093e\u0913\u0902 \u0915\u093e \u090f\u0915 \u0938\u0947\u091f \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u090f\u092e\u090f\u0932 \u091c\u0940\u0935\u0928\u091a\u0915\u094d\u0930 \u0915\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0928\u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ol>\n<li><strong>\u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u093e\u0938 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923:<\/strong> \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u090f\u092e\u090f\u0932 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u092e\u0949\u0921\u0932 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u0915\u0930\u0923\u0964<\/li>\n<li><strong>\u092e\u0949\u0921\u0932 \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0914\u0930 \u092a\u0930\u0940\u0915\u094d\u0937\u0923:<\/strong> \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0914\u0930 \u092e\u091c\u092c\u0942\u0924\u0940 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0914\u0930 \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0939\u0947\u0924\u0941 \u0938\u092e\u0930\u094d\u0925\u0928\u0964<\/li>\n<li><strong>\u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928:<\/strong> \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092a\u0930\u093f\u0935\u0947\u0936\u094b\u0902 \u092e\u0947\u0902 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0924\u0948\u0928\u093e\u0924\u0940\u0964<\/li>\n<li><strong>\u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u090f\u0935\u0902 \u092a\u094d\u0930\u092c\u0902\u0927\u0928:<\/strong> \u0935\u093f\u091a\u0932\u0928 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0928\u093f\u0930\u0902\u0924\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0930\u0928\u093e \u0924\u0925\u093e \u092f\u0926\u093f \u0906\u0935\u0936\u094d\u092f\u0915 \u0939\u094b \u0924\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u093e\u0964<\/li>\n<li><strong>\u0938\u0939\u092f\u094b\u0917 \u0914\u0930 \u0936\u093e\u0938\u0928:<\/strong> \u0921\u0947\u091f\u093e \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915\u094b\u0902, \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u094b\u0902 \u0914\u0930 \u0905\u0928\u094d\u092f \u0939\u093f\u0924\u0927\u093e\u0930\u0915\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0939\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u0915\u0930\u0923, \u0938\u093e\u0925 \u0939\u0940 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u0947 \u0932\u093f\u090f \u0936\u093e\u0938\u0928 \u0924\u0902\u0924\u094d\u0930\u0964<\/li>\n<\/ol>\n<h2>MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e\u0964 MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948<\/h2>\n<p>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u092e\u0947\u0902 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u0915\u0908 \u092a\u0930\u0938\u094d\u092a\u0930 \u091c\u0941\u0921\u093c\u0947 \u0918\u091f\u0915 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902:<\/p>\n<ol>\n<li><strong>\u0921\u0947\u091f\u093e \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928:<\/strong> \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u092b\u0940\u091a\u0930 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u092e\u0947\u0902 \u0907\u0938\u0947 \u092b\u0940\u0921 \u0915\u0930\u0928\u0947 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u092a\u094d\u0930\u0935\u093e\u0939 \u0915\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0907\u0902\u091c\u0928:<\/strong> \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0915\u093e \u0906\u092f\u094b\u091c\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u092e\u0949\u0921\u0932 \u0930\u093f\u092a\u094b\u091c\u093f\u091f\u0930\u0940:<\/strong> \u092e\u0947\u091f\u093e\u0921\u0947\u091f\u093e, \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0914\u0930 \u0935\u0902\u0936\u093e\u0935\u0932\u0940 \u0938\u0939\u093f\u0924 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0915\u0947\u0902\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u092d\u0902\u0921\u093e\u0930\u0923\u0964<\/li>\n<li><strong>\u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928 \u0907\u0902\u091c\u0928:<\/strong> \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0935\u093e\u0924\u093e\u0935\u0930\u0923\u094b\u0902 (\u091c\u0948\u0938\u0947, \u0938\u094d\u091f\u0947\u091c\u093f\u0902\u0917, \u0909\u0924\u094d\u092a\u093e\u0926\u0928) \u092e\u0947\u0902 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0924\u093e \u0939\u0948\u0964<\/li>\n<li><strong>\u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u0940:<\/strong> \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u0921\u0947\u091f\u093e \u092c\u0939\u093e\u0935 \u092a\u0930 \u0928\u091c\u093c\u0930 \u0930\u0916\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ol>\n<h2>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n<p>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u0939\u0948\u0902:<\/p>\n<ul>\n<li>\u090f\u092e\u090f\u0932 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u093e \u0938\u094d\u0935\u091a\u093e\u0932\u0928<\/li>\n<li>\u092e\u094c\u091c\u0942\u0926\u093e \u090f\u092e\u090f\u0932 \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0914\u0930 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915\u0940\u0915\u0930\u0923<\/li>\n<li>\u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e \u0914\u0930 \u092e\u0949\u0921\u0932 \u0906\u0915\u093e\u0930\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e<\/li>\n<li>\u0938\u0939\u092f\u094b\u0917 \u0914\u0930 \u092a\u0939\u0941\u0901\u091a \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923<\/li>\n<li>\u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0914\u0930 \u091a\u0947\u0924\u093e\u0935\u0928\u0940<\/li>\n<li>\u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0924\u0902\u0924\u094d\u0930<\/li>\n<\/ul>\n<h2>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n<p>\u092f\u0939\u093e\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e\u094b\u0902 \u0915\u093e \u0935\u093f\u0935\u0930\u0923 \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0940 \u090f\u0915 \u0924\u093e\u0932\u093f\u0915\u093e \u0926\u0940 \u0917\u0908 \u0939\u0948:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u092a\u094d\u0930\u0915\u093e\u0930<\/th>\n<th>\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0916\u0941\u0932\u093e \u0938\u094d\u0924\u094d\u0930\u094b\u0924<\/td>\n<td>\u0938\u092e\u0941\u0926\u093e\u092f-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u091c\u0948\u0938\u0947 MLflow, Kubeflow.<\/td>\n<\/tr>\n<tr>\n<td>\u0915\u094d\u0932\u093e\u0909\u0921-\u0906\u0927\u093e\u0930\u093f\u0924<\/td>\n<td>AWS, Azure, GCP \u091c\u0948\u0938\u0947 \u0915\u094d\u0932\u093e\u0909\u0921 \u092a\u094d\u0930\u0926\u093e\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u092c\u0902\u0927\u093f\u0924 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e\u0964<\/td>\n<\/tr>\n<tr>\n<td>\u0909\u0926\u094d\u092f\u092e<\/td>\n<td>\u092c\u0921\u093c\u0947 \u0938\u0902\u0917\u0920\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0938\u092e\u093e\u0927\u093e\u0928\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0909\u092a\u092f\u094b\u0917 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n<p>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n<ul>\n<li><strong>\u0935\u093f\u0915\u093e\u0938 \u0915\u094b \u0938\u0941\u0935\u094d\u092f\u0935\u0938\u094d\u0925\u093f\u0924 \u0915\u0930\u0928\u093e:<\/strong> \u0926\u094b\u0939\u0930\u093e\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0915\u0930\u0915\u0947\u0964<\/li>\n<li><strong>\u0938\u0939\u092f\u094b\u0917 \u092c\u0922\u093c\u093e\u0928\u093e:<\/strong> \u0915\u093f\u0938\u0940 \u0938\u0902\u0917\u0920\u0928 \u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092d\u0942\u092e\u093f\u0915\u093e\u0913\u0902 \u0915\u0947 \u092c\u0940\u091a \u092c\u0947\u0939\u0924\u0930 \u091f\u0940\u092e\u0935\u0930\u094d\u0915 \u0915\u094b \u0938\u0941\u0935\u093f\u0927\u093e\u091c\u0928\u0915 \u092c\u0928\u093e\u0928\u093e\u0964<\/li>\n<li><strong>\u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u093e:<\/strong> \u0935\u093f\u0928\u093f\u092f\u092e\u094b\u0902 \u0914\u0930 \u092e\u093e\u0928\u0915\u094b\u0902 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u093e\u0964<\/li>\n<\/ul>\n<p>\u0906\u092e \u0938\u092e\u0938\u094d\u092f\u093e\u090f \u090f\u0935\u0902 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928:<\/p>\n<ul>\n<li><strong>\u092e\u0949\u0921\u0932 \u092c\u0939\u093e\u0935:<\/strong> \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0928\u0941\u0938\u093e\u0930 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u090f\u0935\u0902 \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923\u0964<\/li>\n<li><strong>\u0938\u094d\u0915\u0947\u0932\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u092e\u0941\u0926\u094d\u0926\u0947:<\/strong> \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u092c\u0941\u0928\u093f\u092f\u093e\u0926\u0940 \u0922\u093e\u0902\u091a\u0947 \u0914\u0930 \u0935\u093f\u0924\u0930\u093f\u0924 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e\u0964<\/li>\n<li><strong>\u0938\u0941\u0930\u0915\u094d\u0937\u093e \u091a\u093f\u0902\u0924\u093e\u090f\u0902:<\/strong> \u0909\u091a\u093f\u0924 \u092a\u0939\u0941\u0901\u091a \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u0914\u0930 \u090f\u0928\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u0936\u0928 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u093e\u0964<\/li>\n<\/ul>\n<h2>\u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u094d\u092f \u0924\u0941\u0932\u0928\u093e\u090f\u0901<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/th>\n<th>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e<\/th>\n<th>\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 DevOps<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0915\u0947\u0902\u0926\u094d\u0930<\/td>\n<td>\u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932<\/td>\n<td>\u0938\u0949\u092b\u094d\u091f\u0935\u0947\u092f\u0930 \u0921\u0947\u0935\u0932\u092a\u092e\u0947\u0902\u091f<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u094d\u0935\u091a\u093e\u0932\u0928<\/td>\n<td>\u0921\u0947\u091f\u093e \u0914\u0930 \u090f\u092e\u090f\u0932 \u092a\u093e\u0907\u092a\u0932\u093e\u0907\u0928\u094b\u0902 \u0924\u0915 \u0935\u093f\u0938\u094d\u0924\u093e\u0930\u093f\u0924<\/td>\n<td>\u092e\u0941\u0916\u094d\u092f\u0924\u0903 \u0915\u094b\u0921 \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928<\/td>\n<\/tr>\n<tr>\n<td>\u0928\u093f\u0917\u0930\u093e\u0928\u0940<\/td>\n<td>\u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948<\/td>\n<td>\u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948<\/td>\n<\/tr>\n<tr>\n<td>\u0938\u0939\u092f\u094b\u0917<\/td>\n<td>\u0921\u0947\u091f\u093e \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915\u094b\u0902 \u0914\u0930 \u0926\u0947\u0935\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a<\/td>\n<td>\u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0914\u0930 \u0906\u0908\u091f\u0940 \u0911\u092a\u094d\u0938 \u0915\u0947 \u092c\u0940\u091a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h2>\n<p>\u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092e\u0947\u0902 \u0909\u092d\u0930\u0924\u0947 \u0930\u0941\u091d\u093e\u0928 \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n<ul>\n<li><strong>\u0911\u091f\u094b\u090f\u092e\u090f\u0932:<\/strong> \u092e\u0949\u0921\u0932 \u091a\u092f\u0928 \u0914\u0930 \u0939\u093e\u0907\u092a\u0930\u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930 \u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u0915\u093e \u0938\u094d\u0935\u091a\u093e\u0932\u0928\u0964<\/li>\n<li><strong>\u0938\u092e\u091d\u093e\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u090f\u0906\u0908:<\/strong> \u092e\u0949\u0921\u0932 \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0914\u0930 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u0915\u0930\u0923\u0964<\/li>\n<li><strong>\u0938\u0902\u0918\u0940\u092f \u0936\u093f\u0915\u094d\u0937\u093e:<\/strong> \u0935\u093f\u0915\u0947\u0928\u094d\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u0921\u0947\u091f\u093e \u0938\u094d\u0930\u094b\u0924\u094b\u0902 \u092e\u0947\u0902 \u0938\u0939\u092f\u094b\u0917\u093e\u0924\u094d\u092e\u0915 \u092e\u0949\u0921\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923\u0964<\/li>\n<\/ul>\n<h2>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0909\u0928\u094d\u0939\u0947\u0902 MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u0947 \u0938\u093e\u0925 \u0915\u0948\u0938\u0947 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n<p>OneProxy \u091c\u0948\u0938\u0947 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 MLOps \u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n<ul>\n<li><strong>\u0921\u093e\u091f\u093e \u092a\u094d\u0930\u093e\u0907\u0935\u0947\u0938\u0940:<\/strong> \u0921\u0947\u091f\u093e \u0924\u0915 \u092a\u0939\u0941\u0902\u091a \u0915\u094b \u0917\u0941\u092e\u0928\u093e\u092e \u092c\u0928\u093e\u0915\u0930 \u0914\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0935\u093f\u0928\u093f\u092f\u092e\u094b\u0902 \u0915\u093e \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0915\u0947\u0964<\/li>\n<li><strong>\u0938\u0941\u0930\u0915\u094d\u0937\u093e:<\/strong> \u0905\u0928\u093e\u0927\u093f\u0915\u0943\u0924 \u092a\u0939\u0941\u0902\u091a \u092e\u0947\u0902 \u092c\u093e\u0927\u093e \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0915\u0947\u0964<\/li>\n<li><strong>\u092d\u093e\u0930 \u0915\u093e \u0938\u0902\u0924\u0941\u0932\u0928:<\/strong> \u090f\u092e\u090f\u0932\u0913\u092a\u0940\u090f\u0938 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0918\u091f\u0915\u094b\u0902 \u092e\u0947\u0902 \u0905\u0928\u0941\u0930\u094b\u0927\u094b\u0902 \u0915\u094b \u0935\u093f\u0924\u0930\u093f\u0924 \u0915\u0930\u0928\u093e, \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0914\u0930 \u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u093e\u0964<\/li>\n<\/ul>\n<h2>\u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n<ul>\n<li><a href=\"https:\/\/mlflow.org\" target=\"_new\" rel=\"noopener nofollow\">\u090f\u092e\u090f\u0932\u092a\u094d\u0930\u0935\u093e\u0939<\/a><\/li>\n<li><a href=\"https:\/\/www.kubeflow.org\" target=\"_new\" rel=\"noopener nofollow\">\u0915\u094d\u092f\u0942\u092c\u092b\u094d\u0932\u094b<\/a><\/li>\n<li><a href=\"https:\/\/aws.amazon.com\/machine-learning\/\" target=\"_new\" rel=\"noopener nofollow\">AWS \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u0938\u0947\u0935\u093e\u090f\u0901<\/a><\/li>\n<li><a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/machine-learning\/\" target=\"_new\" rel=\"noopener nofollow\">Azure \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/a><\/li>\n<li><a href=\"https:\/\/cloud.google.com\/ai-platform\" target=\"_new\" rel=\"noopener nofollow\">\u0917\u0942\u0917\u0932 \u0915\u094d\u0932\u093e\u0909\u0921 \u090f\u0906\u0908 \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/a><\/li>\n<\/ul>\n<p>\u0909\u092a\u0930\u094b\u0915\u094d\u0924 \u0938\u0902\u0938\u093e\u0927\u0928 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 MLOps \u092a\u094d\u0932\u0947\u091f\u092b\u093e\u0930\u094d\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0917\u0939\u0928 \u0905\u0902\u0924\u0930\u094d\u0926\u0943\u0937\u094d\u091f\u093f \u0914\u0930 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u092e\u093e\u0930\u094d\u0917\u0926\u0930\u094d\u0936\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u0938\u092e\u091d \u0914\u0930 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u092f\u0928 \u092e\u0947\u0902 \u0938\u0941\u0935\u093f\u0927\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>","protected":false},"featured_media":468923,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478031","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>MLOps Platforms<\/mark>","faq_items":[{"question":"What are MLOps platforms and why are they important?","answer":"<p>MLOps platforms, short for Machine Learning Operations, are tools and frameworks that combine Machine Learning (ML), DevOps, and data engineering to automate the end-to-end machine learning lifecycle. They are vital for streamlining the process of developing, deploying, and monitoring ML models, fostering collaboration, ensuring compliance, and enhancing scalability and performance.<\/p>"},{"question":"What is the history behind the origin of MLOps platforms?","answer":"<p>MLOps platforms emerged in the late 2010s, inspired by the DevOps practices in software development. Adapting these concepts to machine learning, the first specialized MLOps tools began to appear around 2017-2018, addressing the unique challenges of handling ML workflows.<\/p>"},{"question":"How do MLOps platforms work internally?","answer":"<p>MLOps platforms consist of several interconnected components, including a data pipeline, a model training and evaluation engine, a model repository, a deployment engine, and a monitoring system. These components work together to manage the flow of data, train and validate models, handle deployments, and monitor performance.<\/p>"},{"question":"What are the key features of MLOps platforms?","answer":"<p>Key features of MLOps platforms include automation of ML workflows, integration with existing ML frameworks and tools, scalability, collaboration and access control, real-time monitoring, and robust compliance and security mechanisms.<\/p>"},{"question":"What types of MLOps platforms exist?","answer":"<p>MLOps platforms can be categorized into open-source platforms like MLflow and Kubeflow, cloud-based platforms managed by providers like AWS, Azure, and GCP, and custom enterprise solutions tailored for large organizations.<\/p>"},{"question":"How can proxy servers like OneProxy be associated with MLOps platforms?","answer":"<p>Proxy servers like OneProxy can be used with MLOps platforms to ensure data privacy by anonymizing data access, enhance security by preventing unauthorized access, and improve performance and scalability through load balancing.<\/p>"},{"question":"What are the emerging technologies and future perspectives related to MLOps platforms?","answer":"<p>Future trends in MLOps include the development of AutoML for automating model selection and tuning, Explainable AI for interpreting model decisions, and Federated Learning for collaborative model training across decentralized data sources.<\/p>"},{"question":"What are the common problems in using MLOps platforms and their solutions?","answer":"<p>Common problems in using MLOps platforms include model drift, scalability issues, and security concerns. Solutions include continuous monitoring and retraining of models, using scalable infrastructure and distributed computing, and implementing proper access controls and encryption.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/478031","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/478031\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/468923"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=478031"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}