Machine Learning Systems
Lightning-Fast RL for LLM Reasoning and Agents. Made Simple & Flexible.
🚀 Efficient implementations of state-of-the-art linear attention models
[TMLR 2024] Efficient Large Language Models: A Survey
🚀🚀 Efficient implementations of Native Sparse Attention
Curated collection of papers in machine learning systems
Infrastructures™ for Machine Learning Training/Inference in Production.
The repository has collected a batch of noteworthy MLSys bloggers (Algorithms/Systems)
Learn how to design and implement effective Machine Learning systems from start to finish.
Dive into machine learning system, start from reinventing the wheel.
Here are my personal paper reading notes (including machine learning systems, AI infrastructure, and other interesting stuffs).
[TMLR 2025] Efficient Diffusion Models: A Survey
a curated list of high-quality papers on resource-efficient LLMs 🌱
Oort: Efficient Federated Learning via Guided Participant Selection
Triton implement of bi-directional (non-causal) linear attention
Machine Learning Compiler Road Map
CSCE 585 - Machine Learning Systems
A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup
A C++ implementation of the scalar-valued autograd engine micrograd
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