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
Last synced: 2 days ago
JSON representation
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Overview and principles
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Deep Learning Compiling
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Kernel optimization and generation
- **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**
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Related researchers
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Model Compression
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Compress transformers
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Recent works from [Song Han](https://songhan.mit.edu/)'s team
- 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
- AMC: AutoML for Model Compression and Acceleration on Mobile Devices
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Surveys
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Machine Learning Systems in Wide
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Handbooks
- Machine Learning Yearning - ai/machine-learning-yearning-cn))
- Machine Learning Engineering for Production (MLOps) Specialization - content/uploads/2021/06/MLOps-From-Model-centric-to-Data-centric-AI.pdf))
- Approaching (Almost) Any Machine Learning Problem
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Blogs and articles
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Tools and best practices
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Carbon efficient AI
Programming Languages
Categories
Sub Categories
Keywords
deep-learning
4
machine-learning
2
awesome
2
transformer
2
large-scale-ml
1
large-scale-machine-learning
1
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
attention
1
network-pruning
1
model-compression
1
knowledge-distillation
1
efficient-deep-learning
1
deep-neural-networks
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