Python reproducible-science

Open-source Python projects categorized as reproducible-science | Edit details

Python reproducible-science Projects

  • GitHub repo Sacred

    Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

    Project mention: https://np.reddit.com/r/MachineLearning/comments/pvs8r5/d_facebook_visdom_vs_google_tensorboard_for/hefg131/ | reddit.com/r/backtickbot | 2021-09-26

    I'm using Omniboard (https://github.com/vivekratnavel/omniboard) with Sacred (https://github.com/IDSIA/sacred) for tracking experiments. You can specify custom Observers in Sacred so the model metrics and logs will be saved to a local directory or to a remote DB (e.g., MongoDB). I use a MongoDB database hosted on Atlas. Unlike other suggested options, Sacred and Omniboard are free. Atlas free tier comes with 512MB of free storage which is a huge amount if you're uploading only log files to it.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2021-09-26.

Index

Project Stars
1 Sacred 3,695
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