/Deep_compression

deep compression using tensorflow and python

Primary LanguagePython

Deep_compression

Paper: “Learning both Weights and Connections for Efficient Neural Networks”,NIPS 2015

  1. Apply Pruning and retrain on mnist-300-100 model using tensorflow

  2. Apply Pruning and retrain on mnist-conv-net model using tensorflow

  3. Apply quantization to the weights, use 8 bits to quantize the weights, and found its remarkablely great, only a few loss in accuracy.

quantization: refers: https://petewarden.com/2016/05/03/how-to-quantize-neural-networks-with-tensorflow/