Popular GitHub Repositories for Machine Learning Systems

[TMLR 2024] Efficient Large Language Models: A Survey

Distributed RL System for LLM Reasoning

The repository has collected a batch of noteworthy MLSys bloggers (Algorithms/Systems)

Oort: Efficient Federated Learning via Guided Participant Selection

a curated list of high-quality papers on resource-efficient LLMs ?

Machine Learning Compiler Road Map

A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup

This is the course project for CSCE585: ML Systems. Students will build their machine learning systems based on the provided infrastructure --- Athena.

[ICML 2022] Rethinking Image-Scaling Attacks: The Interplay Between Vulnerabilities in Machine Learning Systems

A tool to predict the efficacy of DNN optimizations