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machine-learning-systems

Here are 26 public repositories matching this topic...

sustcsonglin / flash-linear-attention

Efficient implementations of state-of-the-art linear attention models in Pytorch and Triton

natural-language-processing machine-learning-systems large-language-models

Updated Nov 16, 2024
Python

AIoT-MLSys-Lab / Efficient-LLMs-Survey

[TMLR 2024] Efficient Large Language Models: A Survey

survey machine-learning-systems efficient-deep-learning large-language-models generative-ai

Updated Nov 9, 2024

1duo / awesome-ai-infrastructures

Infrastructures™ for Machine Learning Training/Inference in Production.

kubernetes machine-learning apache-spark deep-learning artificial-intelligence awesome-list pruning quantization knowledge-distillation deep-learning-framework model-compression apache-arrow federated-learning machine-learning-systems apache-mesos

Updated May 24, 2019

wepe / dive-into-ml-system

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

eigen openmp ctypes machine-learning-systems

Updated Jun 18, 2018
C++

ibragim-bad / machine-learning-design-primer

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

machine-learning interview-questions design-system machine-learning-systems

Updated Nov 15, 2024

byungsoo-oh / ml-systems-papers

Curated collection of papers in machine learning systems

awesome-list awesome-papers machine-learning-systems

Updated Oct 1, 2024

SymbioticLab / Oort

Oort: Efficient Federated Learning via Guided Participant Selection

federated-learning machine-learning-systems

Updated Oct 27, 2021
Python

tiingweii-shii / Awesome-Resource-Efficient-LLM-Papers

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

machine-learning survey machine-learning-systems resource-efficient efficient-deep-learning large-language-models generative-ai

Updated Nov 14, 2024

mental2008 / awesome-papers

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

machine-learning research deep-learning paper-notes cloud-computing reading-list resource-management system-design reading-notes machine-learning-systems paper-list resource-scheduler gpu-virtualization remote-direct-memory-access systems-for-machine-learning

Updated Sep 21, 2024

Relaxed-System-Lab / COMP4901Y_Course_HKUST

Course Material for the UG Course COMP4901Y

course-materials machine-learning-systems llm

Updated May 12, 2024
Python

l1nkr / DL-Compiler-Navigation

Machine Learning Compiler Road Map

machine-learning deep-learning cuda inference pytorch high-performance-computing tvm machine-learning-systems

Updated Sep 12, 2023
Jupyter Notebook

mls

pooyanjamshidi / mls

CSCE 585 - Machine Learning Systems

machine-learning computer-systems distributed-machine-learning machine-learning-systems

Updated Nov 13, 2024
TeX

SymbioticLab / ModelKeeper

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

machine-learning cloud-computing nsdi federated-learning machine-learning-systems

Updated Jan 9, 2023
Python

withsmilo / When-ML-pipeline-meets-Hydra

🌀

machine-learning-systems ml-pipeline facebook-hydra

Updated Oct 13, 2019
Python

elinx / ugrad

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

deep-learning autograd autodiff machine-learning-systems micrograd tinygrad

Updated May 16, 2020
C++

patternex / awesome-ml-for-threat-detection

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

machine-learning cybersecurity awesome-list papers threat-detection applied-machine-learning machine-learning-systems machine-learning-operations

Updated Sep 23, 2020

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.

adversarial-machine-learning adversarial-example adversarial-attacks machine-learning-systems adversarial-defense

Updated Dec 15, 2020
Python

open-photonics / lightning-lts

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

verilog fpga-soc smartnic machine-learning-systems photonic-computing rfsoc inference-serving in-network-computing

Updated Sep 20, 2024
Verilog

sreenivasanramesh / MachineLearningSystems

Assignments for Data Intensive Systems for Machine Learning Coursework

deep-learning matrix-multiplication autodiff glow tvm machine-learning-systems autodifferentiation graph-executor

Updated Mar 24, 2023
Python

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

paper-notes machine-learning-systems

Updated Dec 1, 2019

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