Multi-objective Hyperparameter Optimization in the Age of Deep Learning

Soham Basu, Danny Stoll

Submission Type: Short paper

Tldr: We propose to use expert priors for multi-objective optimization to make hyperparameter optimization for expensive deep learning workloads feasible and show our algorithm PriMO achieves state-of-the-art performance.

Submission Number: 15