Search Results for author: Sindhu Ghanta

Found 2 papers, 0 papers with code

MPP: Model Performance Predictor

no code implementations22 Feb 2019 Sindhu Ghanta, Sriram Subramanian, Lior Khermosh, Harshil Shah, Yakov Goldberg, Swaminathan Sundararaman, Drew Roselli, Nisha Talagala

We argue that an ensemble of such metrics can be used to create a score representing the prediction quality in production.

Management

ML Health: Fitness Tracking for Production Models

no code implementations7 Feb 2019 Sindhu Ghanta, Sriram Subramanian, Lior Khermosh, Swaminathan Sundararaman, Harshil Shah, Yakov Goldberg, Drew Roselli, Nisha Talagala

Deployment of machine learning (ML) algorithms in production for extended periods of time has uncovered new challenges such as monitoring and management of real-time prediction quality of a model in the absence of labels.

Management

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