Commit Graph

6 Commits

Author SHA1 Message Date
Kou Kinoshita
665870320f SIENTIAPDE-1579: Updated tests and refactored apply filters method 2026-02-18 17:44:46 -03:00
Bruno Domingues
38fb9a9c53 SIENTIAPDE-1430: Remove verbose options and direct print statements from model, preprocessor, and report utilities. 2025-12-18 21:09:12 -03:00
Bruno Domingues
70067fd992 SIENTIAPDE-1430: Improve test coverage for LinearRegressionModel and DataPreprocessor. Added extensive new tests covering various methods, edge cases, and scenarios to enhance overall code coverage. 2025-12-18 18:41:03 -03:00
Bruno Domingues
6e8f87b2a3 SIENTIAPDE-1430: Implement advanced model training capabilities and enhanced data preprocessing. This includes support for Polynomial Regression with configurable degree and interaction terms, flexible per-variable lag configurations, and new data filtering options by date range and removed intervals. Comprehensive business validations are now enforced for all parameters, and MLflow logging has been extended to capture these detailed configurations. Additionally, Reduced Coulomb Energy (RCE) metrics are added for drift detection, with a new changelog documenting all pipeline parameter updates. 2025-12-17 21:39:43 -03:00
Bruno Domingues
3e52253a98 SIENTIAPDE-1255: Add tests to ensure get_required_columns removes columns from self_operations and cross_operations. 2025-10-20 22:27:58 -03:00
Bruno Domingues
0de2ece063 SIENTIAPDE-1255: Add unit tests for sientia models (DataPreprocessor and LinearRegressionModel) 2025-10-20 20:59:55 -03:00