Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-deep-model-compression
Awesome Deep Model Compression
https://github.com/chadHGY/awesome-deep-model-compression
- Paper - research/lottery-ticket-hypothesis)
- Pruning deep neural networks to make them fast and small - 16 based Dogs-vs-Cats classifier is made x3 faster and x4 smaller.
- 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.
- Deep Learning Model Compression
- Do We Really Need Model Compression
- torch.nn.utils.prune
- Neural Network Intelligence
- ![Star on GitHub
- Condensa
- ![Star on GitHub
- paper
- IntelLabs distiller
- Documentation
- Torch-Pruning
- ![Star on GitHub - Pruning)
- CompressAI
- ![Star on GitHub
- Model Compression
- ![Star on GitHub - marple-dev/model_compression)
- Reposhub
- TensorFlow Model Optimization Toolkit
- ![Star on GitHub - optimization)
- TensorFlow Model Optimization Toolkit — Pruning API
- XNNPACK
- ![Star on GitHub
- Loading a TorchScript Model in C++
- Open Neural Network Exchange (ONNX)
- ![Star on GitHub
- TensorRT (NVIDIA)
- torch2trt - AI-IOT/torch2trt.svg?style=social)](https://github.com/NVIDIA-AI-IOT/torch2trt)
- How to Convert a Model from PyTorch to TensorRT and Speed Up Inference
- TVM (Apache) - glr-tutorials-frontend-from-tensorflow-py)] [![Star on GitHub](https://img.shields.io/github/stars/apache/tvm.svg?style=social)](https://github.com/apache/tvm)
- Pytorch Glow
- CoreML (Apple)
- Introduction
- Tensorflow Lite (Google)
- ~~Intel Nervana Neon~~
Programming Languages
Keywords
pytorch
6
pruning
5
deep-neural-networks
4
machine-learning
4
deep-learning
4
quantization
4
model-compression
3
neural-network
3
tensorflow
2
inference
2
python
2
compression
2
performance
2
truncated-svd
2
automl-for-compression
2
distillation
2
early-exit
2
group-lasso
2
jupyter-notebook
2
network-compression
2
onnx
2
pruning-structures
2
regularization
2
efficient-deep-learning
1
network-pruning
1
structural-pruning
1
depgraph
1
cvpr2023
1
channel-pruning
1
lottey-ticket-hypothesis
1
keras
1
ml
1
optimization
1
model-pruning
1
quantized-networks
1
quantized-neural-networks
1
rocm
1
spirv
1
tensor
1
tvm
1
vulkan
1
classification
1
jetson-nano
1
jetson-tx2
1
jetson-xavier
1
tensorrt
1
coreml
1
coremltools
1
model-conversion
1
model-converter
1