ModelDB vs Weights & Biases
ModelDB
github.com
Weights & Biases
wandb.aiSide by side
| Figure | ModelDB | Weights & Biases |
|---|---|---|
| Price from | Free | $60/mo |
| Free plan | Yes | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| iOS | — | Yes |
| Android | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 1 | 5 |
| Spec score · Experiment Tracking | 7.5 (#8) | 8.6 (#4) |
| Spec score · ML Experiment Tracking Software | 7.4 (#19) | 8.6 (#5) |
| Deployment | The project says it works on Docker and Kubernetes and documents Docker Compose and Helm deployment options. | W&B offers multi-tenant SaaS, isolated dedicated cloud and customer-managed cloud or on-premises deployments. |
| Reproducibility | It records model ingredients including code, data, configuration, and environment to support reproducibility. | W&B records experiment histories, code, hyperparameters and datasets so teams can reproduce models and track their evolution. |
| Support | The project directs users to GitHub issues for bug reports and feature requests and to Slack for questions and help. | Support tiers are Standard, Standard Plus and Premium; Premium adds 24/7 coverage, faster response targets, roadmap sessions and engineering access. |
Plans
Weights & Biases
- FreeFree
- PersonalFree
- Pro$60 a month
- Advanced EnterprisePriced on request
- EnterprisePriced on request
In their own words
Weights & Biases
Weights & Biases has no write-up on Specifiction yet; its figures are above.