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.
no code implementations • 24 Sep 2020 • Xueli Xiao, Chunyan Ji, Thosini Bamunu Mudiyanselage, Yi Pan
Deep learning has gained great success in various classification tasks.
no code implementations • 23 Sep 2020 • Ming Yan, Xueli Xiao, Joey Tianyi Zhou, Yi Pan
Deep neural networks have achieved great success both in computer vision and natural language processing tasks.
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.