Gm Cruise Holdings LLC

Zehao Hu

Yunjie Zhao

Matthew Elkherj

Jason Lwin

Nicholas Bien

Or Cohen

Pratik Prabhanjan Brahma

Disclosed are embodiments for facilitating automatic slice discovery and slice tuning for data mining in autonomous systems. In some aspects, an embodiment includes providing, by a processing device hosting a slice discovery machine learning (ML) model, input data to the slice discovery ML model, the input data corresponding to performance data of an autonomous vehicle (AV); identifying, by the slice discovery ML model, attributes of the AV and corresponding thresholds for the attributes that define a slice comprising a collection of data sharing common characteristics; and providing, by the slice discovery ML model, the attributes and the corresponding thresholds defining the slice to a slice miner to mine training data corresponding to the slice for a tailored dataset.

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Redwood City, CA, United States of America

Zehao Hu