no code implementations • 29 May 2023 • Sunitha Basodi, Krishna Pusuluri, Xueli Xiao, Yi Pan
Deep learning models offer superior performance compared to other machine learning techniques for a variety of tasks and domains, but pose their own challenges.
1 code implementation • 23 Jun 2020 • Xueli Xiao, Ming Yan, Sunitha Basodi, Chunyan Ji, Yi Pan
However, traditional genetic algorithms with fixed-length chromosomes may not be a good fit for optimizing deep learning hyperparameters, because deep learning models have variable number of hyperparameters depending on the model depth.
no code implementations • 16 Jun 2020 • Sunitha Basodi, Chunyan Ji, Haiping Zhang, Yi Pan
Our proposed approach improves performance of these deep learning models even at higher learning rates, thereby allowing these models to achieve higher performance with reduced training time.