"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
2,237 stars
227 forks
529 projects
Last updated: 16 Oct 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
853 stars
158 forks
150 projects
Last updated: 09 Oct 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
757 stars
168 forks
147 projects
Last updated: 06 Sep 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
539 stars
61 forks
116 projects
Last updated: 20 Sep 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
426 stars
75 forks
31 projects
Last updated: 15 Sep 2025
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
264 stars
52 forks
44 projects
Last updated: 26 Aug 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-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