machine-learning-systems

There are 6 repositories under machine-learning-systems topic.

• fla-org / flash-linear-attention

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

  large-language-modelsmachine-learning-systemsnatural-language-processing
  Language:Python 3291

• AIoT-MLSys-Lab / Efficient-LLMs-Survey

  [TMLR 2024] Efficient Large Language Models: A Survey

  efficient-deep-learninggenerative-ailarge-language-modelsmachine-learning-systemssurvey
  1133

• inclusionAI / AReaL

  Distributed RL System for LLM Reasoning

  llmllm-reasoningmachine-learning-systemsmlsysreinforcement-learningrl
  Language:Python 1045

• 1duo / awesome-ai-infrastructures

  Infrastructures™ for Machine Learning Training/Inference in Production.

  artificial-intelligencemachine-learningdeep-learningmachine-learning-systemsawesome-listdeep-learning-frameworkkubernetesapache-sparkapache-arrowapache-mesospruningquantizationknowledge-distillationmodel-compressionfederated-learning
  426

• byungsoo-oh / ml-systems-papers

  Curated collection of papers in machine learning systems

  awesome-listawesome-papersmachine-learning-systems
  281

• ibragim-bad / machine-learning-design-primer

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

  machine-learningmachine-learning-systemsinterview-questionsdesign-system
  233

• wepe / dive-into-ml-system

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

  ctypeseigenopenmpmachine-learning-systems
  Language:C++ 230

• MLSys-Learner-Resources / Awesome-MLSys-Blogger

  The repository has collected a batch of noteworthy MLSys bloggers (Algorithms/Systems)

  llmllm-inferencellm-trainingmachine-learningmachine-learning-systemsmlsys
  Language:HTML 216

• SymbioticLab / Oort

  Oort: Efficient Federated Learning via Guided Participant Selection

  federated-learningmachine-learning-systems
  Language:Python 126

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

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

  efficient-deep-learninggenerative-ailarge-language-modelsmachine-learningmachine-learning-systemsresource-efficientsurvey
  111

• mental2008 / awesome-papers

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

  paper-notesresearchmachine-learningreading-listreading-notessystem-designdeep-learningcloud-computingresource-managementmachine-learning-systemspaper-listgpu-virtualizationresource-schedulerremote-direct-memory-accesssystems-for-machine-learning
  82

• fla-org / flash-bidirectional-linear-attention

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

  computer-visionmachine-learning-systemstriton-lang
  Language:Python 54

• l1nkr / DL-Compiler-Navigation

  Machine Learning Compiler Road Map

  deep-learningtvmcudahigh-performance-computinginferencemachine-learningmachine-learning-systemspytorch
  Language:Jupyter Notebook 44
• mls

  pooyanjamshidi / mls

  CSCE 585 - Machine Learning Systems

  computer-systemsdistributed-machine-learningmachine-learningmachine-learning-systems
  Language:TeX 39

• SymbioticLab / ModelKeeper

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

  cloud-computingfederated-learningmachine-learningmachine-learning-systemsnsdi
  Language:Python 34

• elinx / ugrad

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

  autogradautodiffdeep-learningmachine-learning-systemsmicrogradtinygrad
  Language:C++ 23

• withsmilo / When-ML-pipeline-meets-Hydra

  :cyclone:

  ml-pipelinefacebook-hydramachine-learning-systems
  Language:Python 23

• patternex / awesome-ml-for-threat-detection

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

  threat-detectionmachine-learningpapersmachine-learning-systemscybersecurityawesome-listmachine-learning-operationsapplied-machine-learning
  19

• open-photonics / lightning-lts

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

  fpga-socphotonic-computingrfsocverilogin-network-computinginference-servingmachine-learning-systemssmartnic
  Language:Verilog 17

• 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-learningmachine-learning-systemsadversarial-exampleadversarial-defenseadversarial-attacks
  Language:Python 13

• JerryYin777 / Awesome-MLSys-Blogger

  The repository has collected a batch of noteworthy MLSys bloggers (Algorithms/Systems)

  llmllm-inferencellm-trainingmachine-learning-systemsmlsys
  Language:HTML 10

• sreenivasanramesh / MachineLearningSystems

  Assignments for Data Intensive Systems for Machine Learning Coursework

  autodiffautodifferentiationdeep-learningglowgraph-executormachine-learning-systemsmatrix-multiplicationtvm
  Language:Python 7

• 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

  machine-learning-systemspaper-notes
  6

• wi-pi / rethinking-image-scaling-attacks

  [ICML 2022] Rethinking Image-Scaling Attacks: The Interplay Between Vulnerabilities in Machine Learning Systems

  adversarial-attacksadversarial-examplesmachine-learningpreprocessingblack-box-attacksmachine-learning-systemsdecision-based-attackspreprocessorspreprocessing-defenses
  Language:Python 4

• sagniknitr / torch-WiT

  A tool to predict the efficacy of DNN optimizations

  performanceperformance-predictiontorchmachine-learning-systemsdnn-optimization-studypytorchdeep-neural-networksgpu
  Language:Python 2

• Ziyang-Yu / Awesome-Resource-Efficient-LLM-Papers

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

  efficient-deep-learninggenerative-ailarge-language-modelsmachine-learning-systemssurvey
  2

• PasserBy4 / MiniTorch

  A streamlined re-implementation of PyTorch

  cudamachine-learning-systems
  Language:Python 1

• 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.

  federated-learningmachine-learningmachine-learning-algorithmsmachine-learning-systems
  Language:Python 0

• Moe-Zbeeb / TAI

  ADVANCED ED-TECH Platform

  end-to-endlarge-language-modelmachine-learning-systems
  Language:Python 0

• matteo-spadaccia / Machine-Learning-Systems-Project-2025

  ML Systems group project, completed during MSc degree at the University of Edinburgh

  gpu-computingmachine-learning-systems
  Language:Python

• thaisaraujom / machine-learning

  Projects and summaries for the Machine Learning [PPGEEC2318] course at UFRN, taught by Professor Ivanovitch Silva.

  artificial-intelligencefoundation-modelsmachine-learningmachine-learning-systems