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Top 5 network-compression open source projects
Distiller
Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
✭ 3,760
Jupyter Notebook
python
jupyter-notebook
pytorch
deep-neural-networks
onnx
quantization
pruning
regularization
group-lasso
distillation
truncated-svd
network-compression
pruning-structures
early-exit
automl-for-compression
group sparsity
Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression. CVPR2020.
✭ 45
python
shell
low-rank-approximation
network-compression
filter-pruning
proximal-gradient-descent
group-sparsity
permute-quantize-finetune
Using ideas from product quantization for state-of-the-art neural network compression.
✭ 131
python
deep-learning
vector-quantization
network-compression
AB distillation
Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden Neurons (AAAI 2019)
✭ 105
python
transfer-learning
knowledge-distillation
knowledge-transfer
network-compression
teacher-student-learning
FisherPruning
Group Fisher Pruning for Practical Network Compression(ICML2021)
✭ 127
python
shell
pruning
network-compression
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network-compression projects