Search Results for author: Huaqing Zhang

Found 2 papers, 0 papers with code

Compiler-Level Matrix Multiplication Optimization for Deep Learning

no code implementations23 Sep 2019 Huaqing Zhang, Xiaolin Cheng, Hui Zang, Dae Hoon Park

Compiler-level optimization of GEMM has significant performance impact on training and executing deep learning models.

Gradient-Coherent Strong Regularization for Deep Neural Networks

no code implementations20 Nov 2018 Dae Hoon Park, Chiu Man Ho, Yi Chang, Huaqing Zhang

However, we observe that imposing strong L1 or L2 regularization with stochastic gradient descent on deep neural networks easily fails, which limits the generalization ability of the underlying neural networks.

L2 Regularization

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