https://github.com/guildai/guildai

Experiment tracking, ML developer tools
https://github.com/guildai/guildai

Last synced: 5 months ago
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Experiment tracking, ML developer tools

• Host: GitHub
• URL: https://github.com/guildai/guildai
• Owner: guildai
• License: apache-2.0
• Created: 2017-09-27T18:57:50.000Z (about 8 years ago)
• Default Branch: main
• Last Pushed: 2025-04-29T19:09:51.000Z (6 months ago)
• Last Synced: 2025-04-29T20:23:28.786Z (6 months ago)
• Language: Python
• Homepage: https://guild.ai
• Size: 21.9 MB
• Stars: 878
• Watchers: 13
• Forks: 88
• Open Issues: 223
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGES.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE.txt

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• awesome-python-machine-learning-resources - GitHub - 45% open · ⏱️ 24.08.2022): (工作流程和实验跟踪)
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README

          
# Guild AI

![Main branch test status](https://github.com/guildai/guildai/actions/workflows/ci.yml/badge.svg)

[![PyPI version](https://badge.fury.io/py/guildai.svg)](https://badge.fury.io/py/guildai)

This is the source repository for Guild AI.

Guild AI is an [open source](LICENSE.txt) 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](https://guildai.org).

Important links:

- **[Get Started with Guild AI](https://guildai.org/start)**

- **[Get Help with Guild AI](https://guildai.org)**

- **[Latest Release on PyPI](https://pypi.python.org/pypi/guildai)**

- **[Documentation](https://guildai.org/docs/)**

- **[Issues on GitHub](https://github.com/guildai/guildai/issues)**