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https://github.com/guildai/guildai

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

Last synced: 28 days 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 7 years ago)
Default Branch: main
Last Pushed: 2023-08-14T08:41:19.000Z (about 1 year ago)
Last Synced: 2024-09-28T13:23:15.031Z (about 1 month ago)
Language: Python
Homepage: https://guild.ai
Size: 22.9 MB
Stars: 868
Watchers: 14
Forks: 85
Open Issues: 222
Metadata Files:
- Readme: README.md
- Changelog: CHANGES.md
- Contributing: CONTRIBUTING.md
- License: LICENSE.txt

Awesome Lists containing this project

awesome-llmops - Guild AI - square) | (Training / Experiment Tracking)
awesome-production-machine-learning - Guild AI - Open source toolkit that automates and optimizes machine learning experiments. (Model, Data and Experiment Tracking)
awesome-python-machine-learning-resources - GitHub - 45% open · ⏱️ 24.08.2022): (工作流程和实验跟踪)

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://guild.ai).

Important links:

- **[Get Started with Guild AI](https://my.guild.ai/start)**

- **[Get Help with Guild AI](https://my.guild.ai)**

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

- **[Documentation](https://my.guild.ai/docs/)**

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