Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-ai-system
A collection of valuable machine learning / deep learning resources, including courses, publications, and projects.
https://github.com/mydmdm/awesome-ai-system
- CS 329S: Machine Learning Systems Design
- CS 294: Machine Learning Systems (Fall 2019)
- EECS 598: Systems for AI (W'21)
- **UNIT: Unifying Tensorized Instruction Compilation**
- taco: A Tool to Generate Tensor Algebra Kernels - compiler.org/publications.html), [code](https://github.com/tensor-compiler/taco))
- **Sparse GPU Kernels for Deep Learning**
- Tony Nowatzki
- MingSun-Tse/EfficientDNNs
- awesome-fast-attention
- Compressed Transformer
- **SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning**
- SpArch: Efficient Architecture for Sparse Matrix Multiplication
- APQ: Joint Search for Network Architecture, Pruning and Quantization Policy - han-lab/apq))
- Once for All: Train One Network and Specialize it for Efficient Deployment - han-lab/once-for-all))
- ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
- AMC: AutoML for Model Compression and Acceleration on Mobile Devices
- HAQ: Hardware-Aware Automated Quantization
- Defenstive Quantization: When Efficiency Meets Robustness
- Machine Learning Yearning - ai/machine-learning-yearning-cn))
- Approaching (Almost) Any Machine Learning Problem
- Machine Learning Engineering for Production (MLOps) Specialization - content/uploads/2021/06/MLOps-From-Model-centric-to-Data-centric-AI.pdf))
- EthicalML/awesome-production-machine-learning
- alirezadir/Production-Level-Deep-Learning
- Machine learning system design
- Energy and Policy Considerations for Deep Learning in NLP
- Green AI
- ML CO2 Impact
Programming Languages
Keywords
deep-learning
3
awesome
2
machine-learning
2
transformer
2
interpretability
1
explainability
1
data-mining
1
awesome-list
1
tucker
1
translation
1
tensor-train
1
pytorch
1
nmt
1
nlp
1
mnist
1
compression
1
transformer-network
1
self-attention
1
reformer
1
multihead-attention
1
longformer
1
linformer
1
attention-is-all-you-need
1
tfx
1
system-design
1
scalable-applications
1
production-system
1
practical-machine-learning
1
pipeline
1
kubeflow
1
deployment
1
artificial-intelligence
1
ai
1
responsible-ai
1
production-ml
1
production-machine-learning
1
privacy-preserving-ml
1
privacy-preserving-machine-learning
1
privacy-preserving
1
mlops
1
ml-ops
1
ml-operations
1
machine-learning-operations
1
large-scale-ml
1
large-scale-machine-learning
1
attention
1