Topic: "network-compression"
datawhalechina/leedl-tutorial
《李宏毅深度学习教程》（李宏毅老师推荐👍，苹果书🍎），PDF下载地址：https://github.com/datawhalechina/leedl-tutorial/releases
Language: Jupyter Notebook - Size: 294 MB - Last synced at: 5 days ago - Pushed at: 11 days ago - Stars: 15,054 - Forks: 3,019
IntelLabs/distiller 📦
Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
Language: Jupyter Notebook - Size: 40.5 MB - Last synced at: 9 days ago - Pushed at: about 2 years ago - Stars: 4,390 - Forks: 805
quic/aimet
AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.
Language: Python - Size: 19.8 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 2,292 - Forks: 401
clovaai/overhaul-distillation
Official PyTorch implementation of "A Comprehensive Overhaul of Feature Distillation" (ICCV 2019)
Language: Python - Size: 70.3 KB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 417 - Forks: 75
sony/model_optimization
Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.
Language: Python - Size: 22.2 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 391 - Forks: 67
A-suozhang/awesome-quantization-and-fixed-point-training
Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design
Size: 81.1 KB - Last synced at: 10 days ago - Pushed at: over 4 years ago - Stars: 161 - Forks: 24
jshilong/FisherPruning
Group Fisher Pruning for Practical Network Compression(ICML2021)
Language: Python - Size: 3.52 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 156 - Forks: 15
uber-research/permute-quantize-finetune
Using ideas from product quantization for state-of-the-art neural network compression.
Language: Python - Size: 28.3 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 146 - Forks: 15
bhheo/AB_distillation
Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden Neurons (AAAI 2019)
Language: Python - Size: 15 MB - Last synced at: 12 days ago - Pushed at: over 5 years ago - Stars: 104 - Forks: 19
musco-ai/musco-pytorch
MUSCO: MUlti-Stage COmpression of neural networks
Language: Jupyter Notebook - Size: 681 KB - Last synced at: 27 days ago - Pushed at: about 4 years ago - Stars: 71 - Forks: 16
bhheo/BSS_distillation
Knowledge Distillation with Adversarial Samples Supporting Decision Boundary (AAAI 2019)
Language: Python - Size: 1.3 MB - Last synced at: 12 days ago - Pushed at: over 5 years ago - Stars: 71 - Forks: 11
ofsoundof/group_sparsity
Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression. CVPR2020.
Language: Python - Size: 2.79 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 53 - Forks: 13
ofsoundof/dhp
This is the official implementation of "DHP: Differentiable Meta Pruning via HyperNetworks".
Language: Python - Size: 2.61 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 52 - Forks: 8
pvti/CORING
:ring: Efficient tensor decomposition-based filter pruning
Language: Jupyter Notebook - Size: 272 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 16 - Forks: 4
ofsoundof/learning_filter_basis
Pytorch implemenation of "Learning Filter Basis for Convolutional Neural Network Compression" ICCV2019
Language: Python - Size: 766 KB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 14 - Forks: 3
cambridge-mlg/arch_uncert
Code for "Variational Depth Search in ResNets" (https://arxiv.org/abs/2002.02797)
Language: Jupyter Notebook - Size: 5.92 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 9 - Forks: 5
quic/aimet-pages
AIMET GitHub pages documentation
Language: HTML - Size: 41 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 8 - Forks: 4
musco-ai/musco-tf
MUSCO: Multi-Stage COmpression of neural networks
Language: Python - Size: 85.9 KB - Last synced at: 29 days ago - Pushed at: over 4 years ago - Stars: 8 - Forks: 2
sliming-ai/sliming-ai.github.io
🧠 Singular values-driven automated filter pruning
Language: JavaScript - Size: 385 MB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 7 - Forks: 3
yuxwind/ExactCompression
[NeurIPS 2021] Official PyTorch Code of Scaling Up Exact Neural Network Compression by ReLU Stability
Language: Python - Size: 28.5 MB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 7 - Forks: 0
Yifan122/NetworkCompress
pruning
Language: Python - Size: 31.3 KB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 5 - Forks: 0
MortalHappiness/ML2019SPRING 📦
Homework for Machine Learning (2019, Spring) at NTU
Language: Python - Size: 440 MB - Last synced at: 12 months ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 2
shaharpit809/Deep-Learning-Models
This repository consists of application of Deep Learning Models like DNN, CNN (1D and 2D), RNN (LSTM and GRU) and Variational Autoencoders written from scratch in tensorflow.
Language: Jupyter Notebook - Size: 992 KB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 2 - Forks: 3
maxblumental/network-compression
Language: Jupyter Notebook - Size: 12.5 MB - Last synced at: 5 months ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 1
Inpyo-Hong/AKT-Advanced-knowledge-Transfer
ACM SAC 2025 Accepted Paper
Language: Python - Size: 1.92 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
Hulalazz/Embedded-Neural-Network Fork of zssloth/Embedded-Neural-Network
collection of works aiming at reducing model sizes or the ASIC/FPGA accelerator for machine learning
Size: 38.1 KB - Last synced at: about 2 years ago - Pushed at: almost 7 years ago - Stars: 0 - Forks: 0
Hulalazz/Deep-Compression-AlexNet Fork of songhan/Deep-Compression-AlexNet
Deep Compression on AlexNet
Language: Python - Size: 6.99 MB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 0 - Forks: 0