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Lightweight Open Source Experiment Tracking

Home Page: https://guild.ai

License: Apache License 2.0

Makefile 0.24% Python 94.21% JavaScript 1.93% HTML 0.03% Vue 3.13% Shell 0.41% Dockerfile 0.04% Batchfile 0.01%

guildai's Introduction

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.

Important links:

guildai's People

Contributors

christabella avatar cjbayron avatar felixabrahamsson avatar jim-holmstroem avatar krlng avatar mjukiewicz-roqad avatar pspeter avatar samedii avatar sarthfrey avatar tekumara avatar wheatdog avatar

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