AUTOMATIC SLICE DISCOVERY AND SLICE TUNING FOR DATA MINING IN AUTONOMOUS SYSTEMS

Abstract: 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.

Inventor(s): Nicholas Bien, Yunjie Zhao, Matthew Elkherj, Pratik Prabhanjan Brahma, Zehao Hu, Or Cohen, Jason Lwin

CPC Classification: G06F16/2465 ({Query processing support for facilitating data mining operations in structured databases})

Search for rejections for patent application number 20250217375