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Guild AI

CircleCI Appveyor PyPI version

This is the source repository for Guild AI.

Guild AI is an open source toolkit that automates and optimizes machine learning experiments.

  • Run unmodified training scripts, capturing each run result as a unique experiment
  • Automate trials using grid search, random search, and Bayesian optimization
  • Compare and analyze runs to understand and improve models
  • Backup training related operations such as data preparation and test
  • Archive runs to S3 or other remote systems
  • Run operations remotely on cloud accelerators
  • Package and distribute models for easy reproducibility

For more on features, see Guild AI - Features.

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Experiment tracking, ML developer tools

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  • Python 94.4%
  • Vue 3.1%
  • JavaScript 1.9%
  • Shell 0.4%
  • Makefile 0.2%
  • Dockerfile 0.0%