Challapalli Phanindra Revanth

Minimizing Energy Costs in Deep Learning Model Training: The Gaussian Sampling Approach

2024 · arXiv (Cornell University)

Computing the loss gradient via backpropagation consumes considerable energy during deep learning (DL) model training. In this paper, we propose a novel approach to efficiently compute DL models' gradients to mitigate the substantial energy overhead …