Machine Learning System Resources

This is my personal list of resources related to machine learning systems. Feel free to drop me an email if you think there’s something worth mentioning. I will try to update this page frequently to include the most recent stuffs in mlsys.

Resources

Courses

Labs & Faculties

Tutorials

Papers

This section could potentially be extremely long..

LLM

Datasets

ML Compilers

Graph Optimization

Inference

Multitenancy

Dynamic Neural Network

Auto Placement

Federated Learning

Switch & ML

Memory Management

System Design

Trade-off