Coresets for Data-efficient Training of Machine Learning Models

2020 inproceedings mirzasoleiman2020craig ? Not found (auto)

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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.

BibTeX

Local Entry

@inproceedings{mirzasoleiman2020craig,
  title = {Coresets for Data-efficient Training of Machine Learning Models},
  author = {Baharan Mirzasoleiman and Jeff Bilmes and Jure Leskovec},
  year = {2020},
  booktitle = {International Conference on Machine Learning (ICML)},
  url = {https://proceedings.mlr.press/v119/mirzasoleiman20a.html},
  abstract = {Introduces CRAIG (Coresets for Accelerating Incremental Gradient descent), selecting subsets that approximate full gradient for 2-3x training speedups while maintaining performance.}
}

External Source

Not found in external databases.