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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

2,363 stars
238 forks
737 projects

Last updated: 07 May 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

856 stars
161 forks
150 projects

Last updated: 12 May 2026

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

767 stars
168 forks
147 projects

Last updated: 16 Apr 2026

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

542 stars
63 forks
116 projects

Last updated: 06 May 2026

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

446 stars
85 forks
31 projects

Last updated: 25 Apr 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

277 stars
54 forks
44 projects

Last updated: 01 Apr 2026

awesome-quantization-and-fixed-point-training

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

fixed-point network-compression quantization

161 stars
22 forks
114 projects

Last updated: 22 Jan 2026

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

57 stars
6 forks
133 projects

Last updated: 23 Apr 2026

awesome-tinyml

TinyML & Edge AI: On-device inference, model quantization, embedded ML, ultra-low-power AI for microcontrollers and IoT devices.

arduino cortex-m edge-ai edge-computing embedded-ml embedded-systems esp32 iot knowledge-distillation microcontroller

43 stars
2 forks
227 projects

Last updated: 10 May 2026

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

29 stars
6 forks
78 projects

Last updated: 25 Mar 2026

awesome-ncnn

NCNN Framework: High-performance neural network inference for mobile, embedded, and edge AI deployment.

android-ndk arm edge-ai embedded-systems gpu-computing mobile-inference model-optimization ncnn neon neural-network-inference

15 stars
1 forks
124 projects

Last updated: 02 Apr 2026

awesome-llm-cost

Tools, libraries, papers, and patterns for reducing the cost of running large language models in production.

ai-cost anthropic awesome awesome-list cost-engineering finops gemini llm llm-caching llm-cost

8 stars
2 forks
106 projects

Last updated: 12 May 2026

awesome-mobile-ai

Mobile AI: iOS CoreML, Android TFLite, on-device inference, ONNX, TensorRT, and ML deployment for smartphones.

android-ml coreml edge-computing ios-ml mlkit mnn mobile-ai mobile-inference model-optimization ncnn

6 stars
1 forks
95 projects

Last updated: 05 Apr 2026

awesome-deep-model-compression

Awesome Deep Model Compression

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

3 stars
0 forks
37 projects

Last updated: 18 Mar 2026

awesome-llm

Large Language Models (LLMs): GPT, Claude, Llama, Gemini, fine-tuning, RAG, prompt engineering, and AI agents for GenAI apps.

ai-agents anthropic chatgpt claude fine-tuning gemini generative-ai gpt instruction-tuning langchain

2 stars
1 forks
65 projects

Last updated: 12 Nov 2025

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27 reverse-engineering 27 best-practices 27 music 27 tensorflow 27 csharp 27 saas 27 object-detection 27 cryptography 27 gemini 27 microsoft 26 mobile 26 angular 26 serverless 26 pytorch 26 infosec 26 data-analysis 26 self-supervised-learning 26 library 26 3d 25 django 25 sql 25 data-mining 25 git 25 coding 25 osint 25 knowledge-graph 25 embedded 24 mathematics 24 prompts 24 jobs 24 computer-graphics 24 markdown 24 kotlin 24 awsome-list 24 game-engine 23 blog 23 roadmap 23 engineering 23 neural-networks 23 chatbot 23 anthropic 23 time-series 23 interview 23 ui 23 unity 23 nextjs 23 software-development 23 programming-language 23 c 23 segmentation 23 learning-resources 23 autonomous-driving 23 image-generation 22 foundation-models 22 awesomeness 22 deeplearning 22 visualization 22 python3 22 statistics 22 audio 22 startup 22 startups 22 apple 22 cloud-computing 21 free-tutorials 21 reasoning 21 hacktoberfest-accepted 21 awsome 21 devsecops 21 blogs 21 seo 21 networking 21 r 21 azure 21 federated-learning 21 finance 21 monitoring 21 gpt-3 21 website 21 model-context-protocol 20 curated 20 apps 20 llama 20 js 20 raspberry-pi 20 chinese 20 data-structures 20 transformers 20 youtube 20 machinelearning 20 opendata 20 front-end 19 ai-agent 19 plugins 19 langchain 19 agent-skills 19 big-data 19 graph 19 graphql 19 openclaw 19 gpt-4 19 bugbounty 19 aigc 19 decentralized 19 open-data 18 stable-diffusion 18 guidelines 18 backend 18 command-line 18 telegram 18 analytics 18 skills 18 optimization 18 prompt 18 benchmark 18 code 18 representation-learning 18 mcp-server 18 bash 17 generative-model 17 dart 17 text-to-image 17 laravel 17 cloud-native 17 beginner-friendly 17 terminal 17 generative-art 17 embodied-ai 17 malware-analysis 17 data-engineering 17 animation 17 nerf 17 pentest 17 containers 17 cheatsheet 17 autonomous-vehicles 17 vlm 17 knowledge 17 vibe-coding 17 speech-recognition 17 swiftui 16 bert 16 image-processing 16 articles 16 videos 16 language 16 ros 16 large-language-model 16 algorithm 16 deepseek 16 webgl 16 microservices 16 cursor 16 reddit 16 evm 15 multimodal-deep-learning 15 resource 15 readme 15 android-development 15 video-generation 15 graphics 15 technology 15 pose-estimation 15 quantization 15 art 15 performance 15 vscode 15 cms 15 remote-sensing 15 leetcode 15 p2p 15 awesome-ai 15 distributed-systems 15 mcp-servers 15 mysql 15 foss 14 databases 14 vision-language-model 14 code-generation 14 language-model 14 system-design 14 vuejs 14 react-components 14 gis 14 android-library 14 multimodal-learning 14 ai-safety 14 icons 14 node 14 selfhosted 14 recommender-system 14 dotnet-core 14 generative-adversarial-network 14 llmops 14 google 14 npm 14 webassembly 14 multimodal-large-language-models 14 drones 14 podcast 14 detection 14 anomaly-detection 14 oss 14 deep-reinforcement-learning 14 wasm 14 diffusion 14 medical-imaging 14 discord 14 mac 14 frameworks 13 svelte 13 objective-c 13 solana 13 search 13 fuzzing 13 gan 13 model-compression 13 microservice 13 yolo 13 pwa 13 sustainability 13 storage 13 semantic-segmentation 13 rl 13 programming-languages 13 ecommerce 13 dapp 13 wordpress 13 workflow 13 application 13 developer 13 planning 13 interview-questions 13 quantum-computing 13 transfer-learning 13 cicd 13 gaming 13 utilities 13 webdevelopment 13 minecraft 13 automl 13 postgresql 13 unicorns 13 codex 13 uav 12 edge-computing 12 email 12 3d-graphics 12 graphics-programming 12 ux 12 multi-agent 12 search-engine 12 ctf 12 cyber-security 12 datascience 12 vector-database 12 rest-api 12 bug-bounty 12 rails 12 infrastructure 12 vision-and-language 12 cross-platform 12 authentication 12 es6 12 infrastructure-as-code 12 image 12 article 12 privacy-tools 12 sysadmin 12 elasticsearch 12 webapp 12 static-site-generator 12 web-design 12 chain-of-thought 12 copilot 12 software-architecture 12 sre 12 cuda 12 guide 12 ui-design 12 mllm 12 time-series-analysis 12 autonomous-agents 12 question-answering 12 static-analysis 12 mobile-development 12 font 11 leadership 11 students 11 podcasts 11 unsupervised-learning 11 arduino 11 embedded-systems 11 packages 11 vr 11 webpack 11 book 11 observability 11 reading-list 11 geospatial 11 writing 11 cv 11 flutter-apps 11 unity3d 11 speech-to-text 11 math 11 evaluation 11 anime 11 point-cloud 11 threat-intelligence 11 test-automation 11 neuroscience 11 knowledge-base 11 open-science 11 ai-art 11 free-software 11 elixir 11 few-shot-learning 11 3d-reconstruction 11 hosting 11 healthcare 11 gpu 11 ros2 11 hacktoberfest2020 11 movies 11 creative-coding 11 drone 11 continual-learning 11 machine-learning-algorithms 11 in-context-learning 11 cvpr 11 course 11 trading 11 climate-change 11 ai-coding 11 llm-agents 10 classification 10 text-mining 10 game-design 10 compliance 10 ansible 10 front-end-development 10 haskell 10 golang-library 10 interview-preparation 10