Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
11 "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 binarization binarized-neural-networks binary-network deep-learning efficient-deep-learning lightweight-neural-network model-acceleration model-compression model-quantization
1,630 stars
198 forks
526 projects
Last updated: 07 May 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: 26 Apr 2024
Awesome-Efficient-LLM
A curated list for Efficient Large Language Models
compression efficient-llm knowledge-distillation language-model llm llm-compression model-quantization pruning-algorithms
808 stars
60 forks
337 projects
Last updated: 07 May 2024
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
719 stars
166 forks
147 projects
Last updated: 08 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
445 stars
57 forks
110 projects
Last updated: 08 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: 04 May 2024
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
240 stars
51 forks
44 projects
Last updated: 10 Apr 2024
awesome-quantization-and-fixed-point-training
Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design
fixed-point network-compression quantization
150 stars
24 forks
114 projects
Last updated: 14 Mar 2024
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 diffusion-models distillation efficient-deep-learning generative-model large-language-models llm model-compression model-quantization pruning
102 stars
9 forks
265 projects
Last updated: 03 May 2024
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
20 stars
5 forks
76 projects
Last updated: 19 Mar 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