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@mle-infrastructure

mle-infrastructure

Welcome to the MLE-Infrastructure 🔬

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

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

    Lightweight ML Experiment Logging 📖

    Python 80 10

  2. mle-hyperopt Public

    Lightweight Hyperparameter Optimization 🚂

    Python 147 9

  3. mle-scheduler Public

    Lightweight Cluster/Cloud VM Job Management 🚀

    Python 41 3

  4. mle-monitor Public

    Lightweight Experiment & Resource Monitoring 📺

    Python 187 6

  5. mle-tutorial Public

    Tutorials, Presentations & Papers using the MLE-Infrastructure 🔺

    Jupyter Notebook 6

  6. mle-toolbox Public

    Lightweight Tool to Manage Distributed ML Experiments 🛠

    Jupyter Notebook 4 1

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