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Awesome-Pruning he-y

328

2.3k

unknown

87

A curated list of neural network pruning resources.

pruning awesome-list model-compression model-acceleration

Created 2019-05-30

61 commits to master branch, last one 5 months ago

awesome-model-quantization htqin

203

1.8k

unknown

61

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (pape...

awesome binarization quantization deep-learning binary-network model-compression model-acceleration model-quantization efficient-deep-learning binarized-neural-networks lightweight-neural-network

Created 2018-10-18

295 commits to master branch, last one 5 months ago

awesome-AutoML-and-Lightweight-Models guan-yuan

161

837

unknown

55

A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hype...

nas automl pytorch tensorflow awesome-list quantization meta-learning model-compression model-acceleration quantized-training architecture-search quantized-neural-network neural-architecture-search hyperparameter-optimization automated-feature-engineering

Created 2018-12-28

187 commits to master branch, last one 3 years ago

Model-Compression-Papers chester256

79

394

unknown

20

Papers for deep neural network compression and acceleration

papers deep-learning model-compression model-acceleration deep-neural-networks

Created 2018-03-13

7 commits to master branch, last one 3 years ago

musco-pytorch musco-ai

16

73

bsd-3-clause

9

MUSCO: MUlti-Stage COmpression of neural networks

vbmf tucker pytorch low-rank truncated-svd cp-decomposition model-compression model-acceleration network-compression deep-neural-networks network-acceleration tensor-decomposition

Created 2019-05-08

59 commits to master branch, last one 3 years ago

Awesome-EdgeAI wangxb96

5

49

mit

2

Resources of our survey paper "A Systematic Review of AI Deployment on Resource-Constrained Edge Devices: Challenges, Techniques, and Applications"

edge-ai tiny-ml awesome-list model-design deep-learning edge-computing model-inference machine-learning model-deployment model-compression data-preprocessing model-acceleration efficient-algorithm

Created 2023-01-19

121 commits to main branch, last one 3 months ago