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\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0645\u0646 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0628\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u0643\u0644 \u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0639\u0645\u0644 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0631\u0624\u0649 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 \u062d\u0644\u0648\u0644 \u0648\u062e\u062f\u0645\u0627\u062a BBI \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0641\u062a\u062d\u0642\u0642 \u0634\u0631\u0643\u062a\u0643 \u0625\u062f\u0627\u0631\u0629 \u0623\u0641\u0636\u0644 \u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0631\u062d\u0644\u062a\u0647 \u0645\u0639 \u0645\u0646\u062a\u062c\u0643\/\u062e\u062f\u0645\u062a\u0643\u060c \u0625\u0646\u0634\u0627\u0621 \u062d\u0645\u0644\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0623\u0643\u062b\u0631 \u062a\u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0631\u0628\u0627\u062d. \u062d\u0644\u0648\u0644\u0646\u0627 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0637\u0648\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0648\u062b\u0648\u0642\u0629 \u063a\u064a\u0631 \u0645\u0634\u0641\u0631\u0629\u060c \u062a\u062a\u0636\u0645\u0646 \u062a\u0639\u0644\u0651\u0645 \u0622\u0644\u064a \u062a\u0644\u0642\u0627\u0626\u064a (AutoML)\u060c \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (MLOps)\u060c \u0648\u0630\u0643\u0627\u0621 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a (DI).<\/p>\n<p>&nbsp;<\/p>\n<p>\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u064a\u062c\u0639\u0644 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0633\u0647\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u062d\u062a\u0649 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u062f\u0648\u0627\u062a \u0648\u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u062a\u0639\u062f\u062f\u0629. \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 (MLOps) 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