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Guild AI vs Metaflow

Guild AI

5.9#22 in ml experiment tracking software
WebLinuxmacOSWindows
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Metaflow

7.5#4 in ml experiment tracking softwareFree plan
Free planWebAPILinuxmacOS
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What both publish

FactGuild AIMetaflow
InstallationThe getting-started guide says to install Guild AI with pip install guildai.The package is installed with pip, and conda-forge installation is also documented.
IntegrationsThe documentation describes TensorBoard support and integrations involving TensorFlow and Keras.Documented integrations include AWS Batch, AWS Step Functions, Kubernetes, Argo Workflows, and Apache Airflow.

Guild AI plans

No prices published.

Metaflow plans

  • Open-source MetaflowFree

Pick Guild AI if…

Guild AI suits machine-learning practitioners who want to track experiment runs, compare results, or search hyperparameters. It may also fit users who need TensorBoard integration or remote run workflows.

Pick Metaflow if…

Metaflow is suited to data scientists and ML or AI engineers building workflows that may need scaling. It is less useful for simple notebook experiments without scaling or operational complexity needs.

Charts they share