Alex Treacher

DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models

2022 · arXiv (Cornell University)

We present two novel hyperparameter optimization strategies for optimization of deep learning models with a modular architecture constructed of multiple subnetworks. As complex networks with multiple subnetworks become more frequently applied in machine learning, hyperparameter …