Coresets for Data-efficient Training of Machine Learning Models
Authors
Baharan Mirzasoleiman, Jeff Bilmes, Jure Leskovec
Venue
International Conference on Machine Learning (ICML)
Abstract
Introduces CRAIG (Coresets for Accelerating Incremental Gradient descent), selecting subsets that approximate full gradient for 2-3x training speedups while maintaining performance.
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