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Guild AI

guildai.org

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Spec score 7.6 #14 of 39 in ML Experiment Tracking Software

Spec sheet

Purpose
Guild AI is an open-source toolkit for automating and optimizing machine learning experiments.Read 4 Oct 2026 · guildai.org
Integrations
The documentation describes TensorBoard support and integrations involving TensorFlow and Keras.Read 3 Oct 2026 · guildai.org
Support
The Guild AI forum says its support systems are moving to GitHub and that the forum will be read-only.Read 4 Oct 2026 · guildai.org
Experiment records
It records run details such as flags, results, metadata, and source code snapshots.Read 3 Oct 2026 · guildai.org
Experiment tracking
Guild can run unmodified training scripts and capture each run as a unique experiment.Read 4 Oct 2026 · guildai.org
Hyperparameter search
Built-in batch operations include grid search, random search, and sequential Bayesian optimization.Read 3 Oct 2026 · guildai.org
Install methods
The installation guide documents pip, conda, Docker, and source-code installation.Read 3 Oct 2026 · guildai.org
Installation
The getting-started guide says to install Guild AI with pip install guildai.Read 4 Oct 2026 · guildai.org
Local operation
The getting-started guide says Guild does not require databases or external systems.Read 3 Oct 2026 · guildai.org
Notable limit
The documentation says the random optimizer generates 20 trials by default, adjustable with the max-trials option.Read 3 Oct 2026 · guildai.org
Optimization
Guild supports grid search, random search, and Bayesian optimization.Read 4 Oct 2026 · guildai.org
Remote execution
Guild includes commands for running operations remotely and synchronizing remote runs.Read 4 Oct 2026 · guildai.org
Remote systems
Supported remote types include SSH, EC2, S3, Azure VM, Azure Blob Storage, and GitHub Gists, with different capabilities by type.Read 3 Oct 2026 · guildai.org
Result viewing
Guild View is a browser-based application for browsing runs, viewing metadata and files, and comparing results.Read 3 Oct 2026 · guildai.org
Run comparison
Guild Compare lets users review run results and compare experiment metrics.Read 4 Oct 2026 · guildai.org
Run comparisons
Guild Compare displays runs in a spreadsheet format and can export run data as CSV.Read 3 Oct 2026 · guildai.org
Run data
Guild stores run scalars in TensorBoard summary file format and does not show summary files written outside the run directory.Read 4 Oct 2026 · guildai.org
Security limit
Runs published to GitHub Gists are public by default, and users must change the gist visibility themselves to secure them.Read 3 Oct 2026 · guildai.org
Supported systems
The system requirements page lists Linux, macOS 10.14 and 10.15, and Windows 10 for precompiled packages.Read 4 Oct 2026 · guildai.org
TensorBoard
Guild integrates with TensorBoard and automatically generates HParam summaries from Guild runs.Read 4 Oct 2026 · guildai.org
Web interface
Guild View is a web application for viewing runs, comparing results, and viewing run files and output.Read 4 Oct 2026 · guildai.org

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