BigML

Towards sustainability, reliability, and efficiency of machine learning

Coresets for Data-efficient Deep Learning

Towards Sustainable Learning

5 min read · June 11, 2023

2023 · data-efficiency
Which Features are Learnt by Contrastive Learning?

On the Role of Simplicity Bias in Class Collapse and Feature Suppression

5 min read · June 8, 2023

2023 · contrastive-learning simplicity-bias
Data-Efficient Contrastive Self-supervised Learning

Most Beneficial Examples for Supervised Learning Contribute the Least

3 min read · May 13, 2023

2023 · data-efficiency contrastive-learning