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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

2,389 stars
328 forks
285 projects

Last updated: 10 Jan 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 binarization binarized-neural-networks binary-network deep-learning efficient-deep-learning lightweight-neural-network model-acceleration model-compression model-quantization

1,881 stars
206 forks
528 projects

Last updated: 16 Nov 2024

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

827 stars
160 forks
150 projects

Last updated: 17 May 2024

awesome-ml-model-compression

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

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

446 stars
57 forks
116 projects

Last updated: 29 May 2024

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

368 stars
71 forks
31 projects

Last updated: 31 Mar 2024

awesome-model-compression

papers about model compression

model-compression

166 stars
38 forks
961 projects

Last updated: 19 Apr 2024

awesome-efficient-llm-diffusion

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

150 stars
12 forks
266 projects

Last updated: 02 Nov 2024

Awesome-EdgeAI

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

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

42 stars
2 forks
287 projects

Last updated: 27 Jun 2024

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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