EvalML builds, optimizes, and evaluates machine learning pipelines with automated data checks and objective functions.
Open source
24 alternativesGuild AI
Guild AI automates and optimizes machine learning experiments while tracking each run.
About Guild AI
Guild AI is an open-source Python toolkit for automating, tracking and optimizing machine learning experiments. It runs unmodified training scripts and records each execution as a separate experiment, then automates trials using grid search, random search or Bayesian optimization. Runs can be compared and analyzed to help evaluate and improve models, and training-related operations such as data preparation and testing can be backed up. Runs can also be archived to S3 or other remote systems, and operations can be executed remotely on cloud accelerators. Models can be packaged and distributed for reproducibility. Archiving and remote execution depend on external systems and cloud services that users configure themselves. The project is distributed as a repository and PyPI release under the Apache-2.0 license; pricing information is not stated on the repository page.
Key features
- Runs unmodified training scripts, capturing each run as a unique experiment
- Automates trials with grid search, random search and Bayesian optimization
- Compares and analyzes runs to understand and improve models
- Backs up training operations such as data preparation and testing
- Archives runs to S3 or other remote systems
- Runs operations remotely on cloud accelerators and packages models
Best for: Machine learning practitioners and researchers who run Python training experiments and want to track, compare and optimize them without rewriting their scripts.
Good for
- Open source under the Apache-2.0 license
- Works with unmodified training scripts
- Supports several optimization strategies and remote execution on cloud accelerators
Watch out for
- No pricing details are given on the repository page
- Archiving to S3 and remote runs rely on external systems and cloud services users must configure
Guild AI at a glance
- Website
- github.com/guildai/guildai
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Yes · Source code
- Language
- English
- Good for
- Developers
- Last checked
- Oct 5, 2026 · Online when checked
- Listed
- Oct 5, 2026
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Guild AI FAQ
Do I need to modify my training scripts to use Guild AI?
No. The project states it runs unmodified training scripts and captures each run result as a unique experiment.
Which optimization methods are available for trials?
Grid search, random search and Bayesian optimization.
How is the software licensed and distributed?
It is an open-source project under the Apache-2.0 license, distributed through its GitHub source repository and a PyPI release.
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