Pallavi Mitra

Automated Computational Energy Minimization of ML Algorithms using Constrained Bayesian Optimization

This work evaluates Constrained Bayesian Optimization with the primary objective of minimizing energy consumption and subject to the constraint that the generalization performance is above some threshold and demonstrates that CBO achieves lower energy consumption without compromising the predictive performance of ML models.