International Business Machines Corporation

Alind Khare

Ashish Verma

Yogish Sabharwal

Koyel Mukherjee

Shrihari Vasudevan

Methods, systems, and computer program products for determining operating range of hyperparameters are provided herein. A computer-implemented method includes obtaining a machine learning model, a list of candidate values for a hyperparameter, and a dataset; performing one or more hyperparameter range trials based on the machine learning model, the list of candidate values for the hyperparameter, and the dataset; automatically determining an operating range of the hyperparameter based on the one or more hyperparameter range trials; and training the machine learning model to convergence based at least in part on the determined operating range.

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Atlanta, GA, United States of America

Alind Khare