Search Results for author: Shreyas K. Venkataramanaiah

Found 2 papers, 1 papers with code

Minimizing Area and Energy of Deep Learning Hardware Design Using Collective Low Precision and Structured Compression

no code implementations19 Apr 2018 Shihui Yin, Gaurav Srivastava, Shreyas K. Venkataramanaiah, Chaitali Chakrabarti, Visar Berisha, Jae-sun Seo

Deep learning algorithms have shown tremendous success in many recognition tasks; however, these algorithms typically include a deep neural network (DNN) structure and a large number of parameters, which makes it challenging to implement them on power/area-constrained embedded platforms.

Binarization

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