awesome-deep-model-compression
Awesome Deep Model Compression
https://github.com/chadHGY/awesome-deep-model-compression
Last synced: 16 days ago
JSON representation
Articles
Blogs
- Pruning deep neural networks to make them fast and small - 16 based Dogs-vs-Cats classifier is made x3 faster and x4 smaller.
- Deep Learning Model Compression
- All The Ways You Can Compress BERT - An overview of different compression methods for large NLP models (BERT) based on different characteristics and compares their results.
- Do We Really Need Model Compression
Papers
Pruning
- Paper - research/lottery-ticket-hypothesis)
Tools
Cross Platform
Hard-ware Integration
- TensorRT (NVIDIA)
- How to Convert a Model from PyTorch to TensorRT and Speed Up Inference
- Introduction
- torch2trt - AI-IOT/torch2trt.svg?style=social)](https://github.com/NVIDIA-AI-IOT/torch2trt)
- TVM (Apache) - glr-tutorials-frontend-from-tensorflow-py)]
- Pytorch Glow
- CoreML (Apple)
- ~~Intel Nervana Neon~~
- Tensorflow Lite (Google)
Libraries
- Neural Network Intelligence
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