7 Commits

Author	SHA1	Message	Date
Kou Kinoshita	c6d6f94e05	SIENTIAPDE-1579: Updated tests	2026-02-18 15:05:37 -03:00
Bruno Domingues	06571011f2	SIENTIAPDE-1430: Introduce static_threshold parameter for static window removal. ... This parameter allows customizing the threshold (1-1000) used when rem_static_win is enabled, defaulting to 1 if null. Updates include parameter definition, business rule validation, repository logic for passing the threshold, documentation in README.md and PIPELINE_PARAMS_CHANGELOG.md, and new unit and integration tests.	2025-12-19 15:44:18 -03:00
Bruno Domingues	06fd08dc70	SIENTIAPDE-1430: Introduce comprehensive integration testing with JSON-based scenarios and detailed README documentation. Enhance training workflow to support advanced model configurations, including polynomial regression with mandatory scaler validation. Ensure robust prediction handling by calculating training predictions (y_train_pred) before denormalization and automatically configuring datetime indices for time-series operations.	2025-12-18 17:05:10 -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
Kou-Kinoshita	734221e32d	SIENTIAPDE-1321: Updated tests	2025-10-27 19:45:47 -03:00
Bruno Domingues	94e11df803	SIENTIAPDE-1252: Remove experiment_description from TrainModelParams and related tests.	2025-10-09 17:48:43 -03:00
Bruno Domingues	2628dc92d2	SIENTIAPDE-1250: Refactor: Remove 'laborious' directory from test structure and update README.md accordingly.	2025-10-07 10:02:38 -03:00