machine-learning-systems
There are 24 repositories under machine-learning-systems topic.
sustcsonglin/flash-linear-attention
Efficient implementations of state-of-the-art linear attention models in Pytorch and Triton
AIoT-MLSys-Lab/Efficient-LLMs-Survey
[TMLR 2024] Efficient Large Language Models: A Survey
1duo/awesome-ai-infrastructures
Infrastructures™ for Machine Learning Training/Inference in Production.
wepe/dive-into-ml-system
Dive into machine learning system, start from reinventing the wheel.
ibragim-bad/machine-learning-design-primer
Learn how to design Machine Learning systems and prepare for an interview.
byungsoo-oh/ml-systems-papers
Curated collection of papers in machine learning systems
SymbioticLab/Oort
Oort: Efficient Federated Learning via Guided Participant Selection
Relaxed-System-Lab/COMP4901Y_Course_HKUST
Course Material for the UG Course COMP4901Y
l1nkr/DL-Compiler-Navigation
Machine Learning Compiler Road Map
mental2008/awesome-papers
Here are my personal paper reading notes (including cloud computing, resource management, systems, machine learning, deep learning, and other interesting stuffs).
pooyanjamshidi/mls
CSCE 585 - Machine Learning Systems
SymbioticLab/ModelKeeper
A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup
elinx/ugrad
A C++ implementation of the scalar-valued autograd engine micrograd
patternex/awesome-ml-for-threat-detection
A curated list of resources to deep dive into the intersection of applied machine learning and threat detection.
csce585-mlsystems/project-athena
This is the course project for CSCE585: ML Systems. Students will build their machine learning systems based on the provided infrastructure --- Athena.
open-photonics/lightning-lts
[Long Term Support] [SIGCOMM 2023] Lightning: A Reconfigurable Photonic-Electronic SmartNIC for Fast and Energy-Efficient Inference
sreenivasanramesh/MachineLearningSystems
Assignments for Data Intensive Systems for Machine Learning Coursework
meton-robean/Machine-Learning-System-Notes
搜集和机器学习系统相关的项目与研究，利用issues记录论文阅读的总结
wi-pi/rethinking-image-scaling-attacks
[ICML 2022] Rethinking Image-Scaling Attacks: The Interplay Between Vulnerabilities in Machine Learning Systems
sagniknitr/torch-WiT
A tool to predict the efficacy of DNN optimizations
PasserBy4/MiniTorch
A streamlined re-implementation of PyTorch
jared-ni/PRIMES-cs243-final
Price Incentive Model Efficiency System: 1.5-2x higher accuracy per training round than random/Oort, up to 30% decrease in convergence time.
thaisaraujom/machine-learning
Projects and summaries for the Machine Learning [PPGEEC2318] course at UFRN, taught by Professor Ivanovitch Silva.