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HyperTrainer

HyperTrainer is a machine learning experiment manager and dashboard. Features:

  • Run hyperparameter searches
  • Launch and monitor training runs on different computing platforms in an uniform manner
  • Visualize your metrics with interactive plots; see your logs
  • Record all your traninig results in one place; export as yaml or csv

Screenshot

HyperTrainer is compatible with Python scripts that accept a single YAML as input, instead of command-line args. In terms of reproducibility, a YAML file is much better than a set of command-line args.

Trello board: https://trello.com/b/C1VCfrSW/rncan-experiment-manager

Setup

See Installing in the wiki.

How to use

Please refer to the wiki.

Acknowledgements

I would like to thank Natural Resources Canada for supporting this project.