Scripts
Bundled resources for feature-engineering-toolkit skill
- feature_engineering_pipeline.py: Automates the entire feature engineering process, including data loading, cleaning, transformation, selection, and model training.
- feature_importance_analyzer.py: Analyzes feature importance using various techniques (e.g., permutation importance, SHAP values) and provides insights into which features are most influential.
- data_visualizer.py: Generates visualizations of features and their relationships to the target variable, aiding in understanding data patterns.
- feature_store_integration.py: Integrates with feature stores (e.g., Feast, Tecton) to manage and serve features for online and offline model deployment.