Experiment tracking, ML developer tools


Keywords
guild, guildai, tensorflow, keras, pytorch, mxnet, xgboost, scikit-learn
License
Apache-2.0
Install
pip install guildai==0.8.1

Documentation

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: