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awesome-deep-model-compression
Awesome Deep Model Compression
https://github.com/chadHGY/awesome-deep-model-compression
Last synced: about 21 hours ago
JSON representation
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Tools
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Libraries
- Condensa
- IntelLabs distiller
- Documentation
- Torch-Pruning
- CompressAI
- Model Compression
- TensorFlow Model Optimization Toolkit
- XNNPACK
- torch.nn.utils.prune
- Neural Network Intelligence
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- TVM (Apache) - glr-tutorials-frontend-from-tensorflow-py)] [](https://github.com/apache/tvm)
- Pytorch Glow
- CoreML (Apple)
- ~~Intel Nervana Neon~~
- TensorRT (NVIDIA)
- How to Convert a Model from PyTorch to TensorRT and Speed Up Inference
- Introduction
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Articles
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Blogs
- 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
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Papers
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Pruning
- Paper - research/lottery-ticket-hypothesis)
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Programming Languages
Categories
Sub Categories
Keywords
pytorch
6
pruning
5
machine-learning
4
deep-learning
4
quantization
4
deep-neural-networks
4
neural-network
3
model-compression
3
python
2
compression
2
inference
2
tensorflow
2
truncated-svd
2
regularization
2
automl-for-compression
2
performance
2
pruning-structures
2
distillation
2
onnx
2
network-compression
2
jupyter-notebook
2
group-lasso
2
early-exit
2
quantized-neural-networks
1
quantized-networks
1
optimization
1
ml
1
keras
1
lottey-ticket-hypothesis
1
structured-pruning
1
structural-pruning
1
network-pruning
1
efficient-deep-learning
1
depgraph
1
cvpr2023
1
channel-pruning
1
compiler
1
gpu
1
javascript
1
metal
1
opencl
1
rocm
1
spirv
1
tensor
1
tvm
1
vulkan
1
coreml
1
coremltools
1
model-conversion
1
model-converter
1