Search Results for author: Sunitha Basodi

Found 3 papers, 1 papers with code

Intelligent gradient amplification for deep neural networks

no code implementations29 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.

Efficient Hyperparameter Optimization in Deep Learning Using a Variable Length Genetic Algorithm

1 code implementation23 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.

Hyperparameter Optimization

Gradient Amplification: An efficient way to train deep neural networks

no code implementations16 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.

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