machine-learning-systems

#自然语言处理#🚀 Efficient implementations of state-of-the-art linear attention models in Torch and Triton

[TMLR 2024] Efficient Large Language Models: A Survey

#Awesome#Infrastructures™ for Machine Learning Training/Inference in Production.

#Awesome#Curated collection of papers in machine learning systems

Dive into machine learning system, start from reinventing the wheel.

#面试#Learn how to design and implement effective Machine Learning systems from start to finish.

#大语言模型#The repository has collected a batch of noteworthy MLSys bloggers (Algorithms/Systems)

#大语言模型#Distributed RL System for LLM Reasoning

Oort: Efficient Federated Learning via Guided Participant Selection

#计算机科学#a curated list of high-quality papers on resource-efficient LLMs 🌱

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

#大语言模型#Course Material for the UG Course COMP4901Y

#计算机科学#Machine Learning Compiler Road Map

Triton implement of bi-directional (non-causal) linear attention

#计算机科学#CSCE 585 - Machine Learning Systems

#计算机科学#A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup

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#计算机科学#A C++ implementation of the scalar-valued autograd engine micrograd

#Awesome#A curated list of resources to deep dive into the intersection of applied machine learning and threat detection.

[Long Term Support] [SIGCOMM 2023] Lightning: A Reconfigurable Photonic-Electronic SmartNIC for Fast and Energy-Efficient Inference