International Business Machines Corporation

Dheeraj Arremsetty

Petr Novotny

Berthold Reinwald

Shaikh Shahriar Quader

Adrian Mahjour

Aindrila Basak

Carlo Appugliese

Providing a representative dataset from an initial dataset by accessing a dataset associated with a machine learning model, receiving input parameters associated with the representative dataset selection, the input parameters including an evaluation metric, determining a density of a plurality of datapoints associated with the dataset, training a first iteration of a machine learning model using a first data point selected according to the density, determining a first value of the evaluation metric for the first iteration of the machine learning model, generating a representative subset based on the first value of the evaluation metric value, and providing the representative dataset and a final machine learning model trained using the representative dataset.

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Austin, TX, United States of America

Dheeraj Arremsetty