Hopsworks
Enterprise ML platform with a feature store at its core, providing end-to-end MLOps from feature engineering to model serving.
✨ Key Features
- ✓ Feature groups: Organized feature collections
- ✓ Time-travel: Point-in-time feature retrieval
- ✓ Versioning: Feature lineage and versions
- ✓ Online/offline: Batch and real-time serving
- ✓ Spark integration: Large-scale processing
- ✓ Python SDK: Familiar interface
- ✓ Transformations: Built-in feature transforms
- ✓ Validation: Data quality checks
- ✓ Point-in-time joins: Correct historical features
- ✓ Training datasets: Versioned, reproducible
- ✓ Data splits: Train/test/validation
- ✓ Labeling: Target variable management
- ✓ Model registry: Version and stage models
- ✓ Online inference: Real-time predictions
- ✓ Batch inference: Large-scale scoring
- ✓ Monitoring: Drift detection
📁 More Feature Stores Tools
Databricks Feature Store
Feast
Open-source feature store for machine learning
Tecton
Enterprise feature platform for machine learning
Vertex AI Feature Store