| Tool | Self-Hosted | Free Cloud | Pricing | UI | Best for |
|---|---|---|---|---|---|
| MLflow | ✅ | ✅ | Free | Simple | Teams, Open-Source |
| W&B | ⚠️ | ✅ | Pay-as-you-go | ⭐⭐⭐ | ML Teams |
| Neptune | ⚠️ | ✅ | Flexible | ⭐⭐⭐ | Enterprises |
| ClearML | ✅ | ✅ | Free | ⭐⭐ | Automation |
MLflow
Pros: Open-Source, kostenlos, einfach Cons: UI weniger polished
mlflow.log_param("model", "gpt-4")
mlflow.log_metric("accuracy", 0.95)
Weights & Biases
Pros: Beste UI, Team-Features Cons: Cloud-only (teuer)
Neptune
Pros: Enterprise-ready, flexible Cons: Komplexer Setup
ClearML
Pros: Kostenlos mit Automation Cons: Weniger Community
Empfehlung
- Open-Source Teams: MLflow
- ML-Focused Teams: Weights & Biases
- Enterprise: Neptune
- CI/CD Automation: ClearML