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0 "quantization" Awesome Lists

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

2,306 stars
231 forks
529 projects

Last updated: 09 Jan 2026

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

855 stars
158 forks
150 projects

Last updated: 25 Dec 2025

awesome-emdl

Embedded and mobile deep learning research resources

deep-learning deep-neural-networks efficient-neural-networks embedded-ai inference mobile-ai mobile-deep-learning mobile-inference neural-network-compression pruning

759 stars
165 forks
147 projects

Last updated: 10 Dec 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

540 stars
60 forks
116 projects

Last updated: 07 Dec 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

436 stars
77 forks
31 projects

Last updated: 10 Jan 2026

awesome-edge-machine-learning

A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.

auto-ml awesome-list edge edge-deep-learning edge-machine-learning efficient-architectures embedded-machine-learning federated-learning iot mobile-machine-learning

270 stars
52 forks
44 projects

Last updated: 29 Nov 2025

awesome-quantization-and-fixed-point-training

Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design

fixed-point network-compression quantization

160 stars
22 forks
114 projects

Last updated: 04 Sep 2025

awesome-approximate-dnn

Curated content for DNN approximation, acceleration ... with a focus on hardware accelerator and deployment

approximate-computing curated-list deep-learning deep-neural-networks edge-computing pruning quantization

27 stars
6 forks
78 projects

Last updated: 04 Jul 2025

awesome-local-ai

152 open-source tools to run LLMs 100% locally – no cloud, no API keys, no censorship

awesome-list crewai exllama fine-tuning inference llama-cpp local-ai local-llm machine-learning-ai multi-modal

9 stars
0 forks
133 projects

Last updated: 12 Dec 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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programming-languages 12 static-site-generator 12 gaming 12 mllm 12 chain-of-thought 12 image 12 graphics-programming 12 authentication 12 discord 12 infrastructure-as-code 12 workflow 12 hosting 12 web-design 12 es6 12 static-analysis 12 google 12 sustainability 12 solana 12 article 12 model-compression 12 search-engine 12 time-series-analysis 12 guide 12 datascience 12 multimodal-learning 12 model-context-protocol 12 dapp 12 ui-design 12 hacktoberfest2020 11 planning 11 writing 11 utilities 11 ecommerce 11 rl 11 question-answering 11 book 11 sysadmin 11 design-systems 11 font 11 ai-agent 11 objective-c 11 ctf 11 course 11 climate-change 11 threat-intelligence 11 front-end-development 11 few-shot-learning 11 cvpr 11 webpack 11 open-science 11 yolo 11 ux 11 free-software 11 golang-library 11 cuda 11 interpretability 11 system-design 11 anime 11 3d-graphics 11 unity3d 11 langchain 11 unsupervised-learning 11 creative-coding 11 rest-api 11 point-cloud 11 medical-imaging 11 geospatial 10 explainable-ai 10 in-context-learning 10 semantic-web 10 privacy-tools 10 speech-processing 10 software-architecture 10 reading-list 10 llmops 10 blockchain-technology 10 drones 10 vr 10 text-mining 10 bug-bounty 10 redis 10 chatgpt-api 10 xai 10 jupyter-notebook 10 email 10 students 10 infrastructure 10 docs 10 cicd 10 malware 10 semantic-segmentation 10 podcasts 10 ionic 10 cv 10 neuroscience 10 machine-learning-algorithms 10 ide 10 cursor 10 management 10 quantization 10 edge-computing 10 knowledge-base 10 mcp-servers 10 webdesign 10 ansible 10 haskell 10 hacktoberfest2021 10 deepseek-r1 10 flutter-apps 10 bookmarks 10 interview-preparation 10 applications 10 3d-reconstruction 10 bot 10 sre 10 healthcare 10 cyber-security 10 social-network 10 fpga 10 movies 10 webcomponents 10 hacking-tools 10 augmented-reality 10 flask 10 arduino 10 test-automation 10 classification 10 android-app 10 templates 10 android-application 10 qwen 10