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"model-compression" Awesome Lists

Awesome-Pruning

A curated list of neural network pruning resources.

awesome-list model-acceleration model-compression pruning

2,446 stars
330 forks
285 projects

Last updated: 21 May 2025

Awesome-Model-Quantization

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 (papers, repositories) that are missed by the repo.

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

2,131 stars
224 forks
529 projects

Last updated: 13 Jun 2025

awesome-AutoML-and-Lightweight-Models

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.) Hyperparameter Optimization, 5.) Automated Feature Engineering.

architecture-search automated-feature-engineering automl awesome-list hyperparameter-optimization meta-learning model-acceleration model-compression nas neural-architecture-search

854 stars
160 forks
150 projects

Last updated: 23 May 2025

awesome-ml-model-compression

Awesome machine learning model compression research papers, quantization, tools, and learning material.

awesome-list machine-learning model-compression neural-networks pruning quantization

523 stars
60 forks
116 projects

Last updated: 24 May 2025

awesome-ai-infrastructures

Infrastructures™ for Machine Learning Training/Inference in Production.

apache-arrow apache-mesos apache-spark artificial-intelligence awesome-list deep-learning deep-learning-framework federated-learning knowledge-distillation kubernetes

413 stars
74 forks
31 projects

Last updated: 25 Apr 2025

Awesome-Efficient-AIGC

A list of papers, docs, codes about efficient AIGC. This repo is aimed to provide the info for efficient AIGC research, including language and vision, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

aigc awesome diffusion-models distillation efficient-deep-learning generative-model large-language-models llm model-compression model-quantization

183 stars
11 forks
266 projects

Last updated: 08 Jun 2025

awesome-model-compression

papers about model compression

model-compression

166 stars
38 forks
961 projects

Last updated: 07 Apr 2025

Awesome-EdgeAI

Resources of our survey paper "Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies"

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

83 stars
8 forks
287 projects

Last updated: 03 May 2025

awesome-deep-model-compression

Awesome Deep Model Compression

awesome-list deep-learning model-compression model-distillation neural-network pruning python quantization

2 stars
0 forks
37 projects

Last updated: 10 Feb 2023

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