MODELS

Model registry and lifecycle management

OpenAI uses W&B Models to track all their model versions across 2000+ projects, millions of experiments, and hundreds of team members.

Zoox needs end-to-end model management, and they use W&B to track lineage and exact details of what dataset a model was trained on.

RBC needs governance to manage handoffs between research and compliance teams. W&B Models makes each stage transparent.

Collaborate Centrally

With the whole team on the same page, you can iterate on models faster. The model registry gives you a central source of truth: it's clear what model is in production and how new candidate models compare.

Governance at Scale

Gain visibility into the model development process with just a few lines of code. Easily view model lineage and answer questions like "What was the exact version of the dataset this model trained on?"

Model CI/CD

Automatically retrain and re-evaluate models to keep your team's production models fresh. Easily audit the history of updates, and avoid repeated manual steps for updating models.

Model Lifecycle

Centrally manage all model versions through every lifecycle stage, from development to staging to production.

Model Cards & QA

Visualize comparisons between model versions to evaluate performance. Identify regressions before deploying models to production.