8 Commits

Author	SHA1	Message	Date
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	573834fb99	SIENTIAPDE-1430: Add comprehensive tests for TrainModelParams.validate_business_rules to improve coverage.	2025-12-18 18:46:01 -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	0a33bb86ed	SIENTIAPDE-1241: Add unit tests for TrainModelParams model with 100% coverage.	2025-10-23 11:18:19 -03:00
Bruno Domingues	5789a13023	SIENTIAPDE-1241: refactor train_model workflow due to I/O errors.	2025-10-22 15:37:56 -03:00
Bruno Domingues	305a39b44c	SIENTIAPDE-1253: Implement business rule validation for training parameters. Adds a validate_business_rules method to the TrainModelParams class to enforce constraints on training parameters, improving data integrity and preventing errors. Also updates tests to include target variable in variable columns and adds tests for business rule validations.	2025-10-15 16:16:09 -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