docs(mlflow): write about MLflow

This commit is contained in:
Masaki Yatsu
2025-11-09 22:37:21 +09:00
parent 96e60124e2
commit 36e3ee685d
2 changed files with 77 additions and 22 deletions

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@@ -40,6 +40,7 @@ A remotely accessible Kubernetes home lab with OIDC authentication. Build a mode
### Data & Analytics (Optional)
- **[JupyterHub](https://jupyter.org/hub)**: Interactive computing with collaborative notebooks
- **[MLflow](https://mlflow.org/)**: Machine learning lifecycle management with experiment tracking and model registry
- **[Trino](https://trino.io/)**: Distributed SQL query engine for querying multiple data sources
- **[Querybook](https://www.querybook.org/)**: Big data querying UI with notebook interface
- **[ClickHouse](https://clickhouse.com/)**: High-performance columnar analytics database
@@ -170,6 +171,16 @@ Multi-user platform for interactive computing:
[📖 See JupyterHub Documentation](./jupyterhub/README.md)
### MLflow
Machine learning lifecycle management platform:
- **Experiment Tracking**: Log parameters, metrics, and artifacts for ML experiments
- **Model Registry**: Version and manage ML models with deployment lifecycle
- **Keycloak Authentication**: OAuth2 integration with group-based access control
[📖 See MLflow Documentation](./mlflow/README.md)
### Apache Superset
Modern business intelligence platform:
@@ -376,6 +387,7 @@ kubectl --context yourpc-oidc get nodes
# Metabase: https://metabase.yourdomain.com
# Airflow: https://airflow.yourdomain.com
# JupyterHub: https://jupyter.yourdomain.com
# MLflow: https://mlflow.yourdomain.com
```
## Customization