/guildai

Experiment tracking, ML developer tools

Primary LanguagePythonApache License 2.0Apache-2.0

Guild AI

Main branch test status 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.

Important links: