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@mle-infrastructure

mle-infrastructure

README.md

Welcome to the MLE-Infrastructure 🔬

The MLE-Infrastructure provides a reproducible workflow for distributed ML experimentation (MLE) with minimal overhead:

drawing drawing drawing drawing drawing
Experiment Logging Parameter Searches Experiment Launch Experiment Protocol Experiment Manager
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mle-logging mle-hyperopt mle-scheduler mle-monitor mle-toolbox
GitHub stars GitHub stars GitHub stars GitHub stars GitHub stars
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  1. mle-logging mle-logging Public

    Lightweight ML Experiment Logging 📖

    Python 80 8

  2. mle-hyperopt mle-hyperopt Public

    Lightweight Hyperparameter Optimization 🚂

    Python 145 9

  3. mle-scheduler mle-scheduler Public

    Lightweight Cluster/Cloud VM Job Management 🚀

    Python 41 2

  4. mle-monitor mle-monitor Public

    Lightweight Experiment & Resource Monitoring 📺

    Python 187 6

  5. mle-tutorial mle-tutorial Public

    Tutorials, Presentations & Papers using the MLE-Infrastructure 🔺

    Jupyter Notebook 6

  6. mle-toolbox mle-toolbox Public

    Lightweight Tool to Manage Distributed ML Experiments 🛠

    Jupyter Notebook 3 1

Repositories

Showing 8 of 8 repositories
  • mle-scheduler Public

    Lightweight Cluster/Cloud VM Job Management 🚀

    mle-infrastructure/mle-scheduler’s past year of commit activity
    Python 41 MIT 2 1 0 Updated Aug 27, 2024
  • mle-hyperopt Public

    Lightweight Hyperparameter Optimization 🚂

    mle-infrastructure/mle-hyperopt’s past year of commit activity
    Python 145 MIT 9 0 0 Updated Aug 27, 2024
  • mle-toolbox Public

    Lightweight Tool to Manage Distributed ML Experiments 🛠

    mle-infrastructure/mle-toolbox’s past year of commit activity
    Jupyter Notebook 3 MIT 1 9 0 Updated Aug 26, 2024
  • mle-logging Public

    Lightweight ML Experiment Logging 📖

    mle-infrastructure/mle-logging’s past year of commit activity
    Python 80 MIT 8 5 0 Updated Aug 26, 2024
  • .github Public
    mle-infrastructure/.github’s past year of commit activity
    0 0 0 0 Updated Aug 25, 2024
  • mle-infrastructure.github.io Public

    Docs for MLE-Infrastructure 🌐

    mle-infrastructure/mle-infrastructure.github.io’s past year of commit activity
    TeX 0 0 0 0 Updated Mar 8, 2023
  • mle-monitor Public

    Lightweight Experiment & Resource Monitoring 📺

    mle-infrastructure/mle-monitor’s past year of commit activity
    Python 187 MIT 6 1 0 Updated Mar 8, 2023
  • mle-tutorial Public

    Tutorials, Presentations & Papers using the MLE-Infrastructure 🔺

    mle-infrastructure/mle-tutorial’s past year of commit activity
    Jupyter Notebook 6 0 0 0 Updated Dec 31, 2021

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