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| """ | |
| DataVision ML Module | |
| ==================== | |
| Production-grade Machine Learning components: | |
| - AutoML Engine: Automated model training and selection | |
| - Clustering Engine: K-Means, DBSCAN, K-Prototypes, K-Modes | |
| - Model Persistence: Save/load trained models per user | |
| - Feature Engineering: Advanced data preprocessing | |
| - Explainability: SHAP-based model explanations | |
| """ | |
| # Lazy imports to avoid circular dependencies and reduce startup time | |
| __all__ = [ | |
| 'automl_engine', | |
| 'ProductionMLEngine', | |
| 'ProductionClusteringEngine', | |
| 'ModelPersistenceManager', | |
| ] | |