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guildai/guildai

Experiment tracking, ML developer tools

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Python Apache-2.0Created Sep 27, 2017

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Overview

Experiment tracking, ML developer tools

Capability facts

Languages
python

Source: github.language+pyproject.toml · Jul 11, 2026

Categories

Model TrainingDeveloper Tools

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Jul 11, 2026)

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

Tags

python

README

Guild AI

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: