Weights & Biases

Weights & Biases is a tool to track and visualize your machine learning pipeline pieces, from datasets to production models.

Use it when

• •You want a lightweight Python library specialized in experiment tracking, artifact tracking, and visualization.
• •You want to get started quickly with a free (for personal use) hosted platform.
• •You want built-in integrations with popular ML Frameworks (Keras, Fastai, etc.), repositories (Hugging Face, XGBoost, etc.), and tools (Kubeflow Pipelines, OpenAI Gym, etc.)
• •You want project management and collaboration tools for machine learning projects.

Watch out

• ⚠Only the client is open-source and requires signing up.
• ⚠The client covers data logging to Weights & Biases, data queries, and downloads of your logged data.
• ⚠The free plan is only for personal projects.
• ⚠Self-hosted deployment requires an Enterprise plan.

Available in stages

Installation

Example stacks