Search Results for author: Soheil Zibakhsh Shabgahi

Found 2 papers, 1 papers with code

LayerCollapse: Adaptive compression of neural networks

no code implementations29 Nov 2023 Soheil Zibakhsh Shabgahi, Mohammad Sohail Shariff, Farinaz Koushanfar

Handling the ever-increasing scale of contemporary deep learning and transformer-based models poses a significant challenge.

Computational Efficiency Image Classification +3

LiveTune: Dynamic Parameter Tuning for Feedback-Driven Optimization

1 code implementation28 Nov 2023 Soheil Zibakhsh Shabgahi, Nojan Sheybani, Aiden Tabrizi, Farinaz Koushanfar

Extensive evaluations of our framework on standard machine learning training pipelines show saving up to 60 seconds and 5. 4 Kilojoules of energy per hyperparameter change.

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