machine-learning-systems

🚀 Efficient implementations of state-of-the-art linear attention models

Distributed RL System for LLM Reasoning

Introduction to Machine Learning Systems

[TMLR 2024] Efficient Large Language Models: A Survey

Infrastructures™ for Machine Learning Training/Inference in Production.

Curated collection of papers in machine learning systems

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.

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

Oort: Efficient Federated Learning via Guided Participant Selection

Here are my personal paper reading notes (including cloud computing, resource management, systems, machine learning, deep learning, and other interesting stuffs).

[TMLR 2025] Efficient Diffusion Models: A Survey

Course Material for the UG Course COMP4901Y

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

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A C++ implementation of the scalar-valued autograd engine micrograd