A Meta-Learning Approach to Predicting Performance and Data Requirements

Achin Jain, Gurumurthy Swaminathan, Paolo Favaro +8

We propose an approach to estimate the number of samples required for a model to reach a target performance. We find that the power law, the de facto principle to estimate model pe…