TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge

Young D. Kwon; Rui Li; Stylianos Venieris; Jagmohan Chauhan; Nicholas Donald Lane; Cecilia Mascolo

2024 ICML ICML 2024

TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge

Abstract

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Authors

Young D. Kwon, Rui Li, Stylianos Venieris, Jagmohan Chauhan, Nicholas Donald Lane, Cecilia Mascolo

Topics

Machine Learning > Application Areas > Efficient Computing

Keywords

sparse training memory footprint data scarcity task adaptive compute capabilities personalisation

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