Microsoft Technology Licensing, LLC

Vivek Desai

Ali Sadiq Mohamed

Shunlin Liang

Prateek Sachdev

Manish Swaminathan

Adam Robert Peck

Sunny Sanjiv Ketkar

The disclosed embodiments provide a system for testing machine learning workflows. During operation, the system obtains a configuration for a staging test of a machine learning model, wherein the configuration includes a model name for the machine learning model, a duration of the staging test, and a use case associated with the machine learning model. Next, the system selects a staging test host for the staging test. The system then deploys the staging test on the staging test host in a staging environment, wherein the deployed staging test executes the machine learning model based on live traffic received from a production environment. After the staging test has completed, the system outputs a set of metrics representing a system impact of the machine learning model on the staging test host.

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Sunnyvale, CA, United States of America

Vivek Desai