Weights & Biases tracks ML experiments comprehensively. Automatic metric logging and visualization. Model artifacts and versioning. Team collaboration features built-in.
Experiment Tracking
Log metrics, hyperparameters, and artifacts automatically. Compare runs with interactive dashboards. Reproduce experiments from logged configurations. Track data and code versions.
- Initialize W&B in training scripts
- Log metrics with wandb.log
- Save model artifacts to cloud storage
- Compare experiments in interactive UI
- Share reports with team members
Team Features
Model registry manages production models. Reports document and share findings. Sweeps automate hyperparameter search. Artifacts track datasets and models.