Kou Kinoshita
|
14f3fbadbe
|
SIENTIAPDE-1579: Switched from replace logic to validation + mapping
|
2026-02-18 18:57:41 -03:00 |
|
Kou Kinoshita
|
665870320f
|
SIENTIAPDE-1579: Updated tests and refactored apply filters method
|
2026-02-18 17:44:46 -03:00 |
|
|
|
38fb9a9c53
|
SIENTIAPDE-1430: Remove verbose options and direct print statements from model, preprocessor, and report utilities.
|
2025-12-18 21:09:12 -03:00 |
|
|
|
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 |
|
|
|
0d50a76f4c
|
SIENTIAPDE-1430: Add unit tests for Silverman radius and RCE drift metrics.
|
2025-12-18 18:19:35 -03:00 |
|
|
|
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 |
|
|
|
5789a13023
|
SIENTIAPDE-1241: refactor train_model workflow due to I/O errors.
|
2025-10-22 15:37:56 -03:00 |
|
|
|
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 |
|
|
|
614eb0cb7f
|
SIENTIAPDE-1255: Add unit tests for utils.split_train_test function
|
2025-10-20 22:22:38 -03:00 |
|
|
|
089f312575
|
SIENTIAPDE-1255: Add unit tests for the reports module
|
2025-10-20 22:20:26 -03:00 |
|
|
|
0de2ece063
|
SIENTIAPDE-1255: Add unit tests for sientia models (DataPreprocessor and LinearRegressionModel)
|
2025-10-20 20:59:55 -03:00 |
|
|
|
3c09e59f6a
|
SIENTIAPDE-1255: Add unit tests for the ModelServing class.
|
2025-10-20 20:24:50 -03:00 |
|
|
|
b1fe62f68b
|
SIENTIAPDE-1255: Add unit tests for sientia metrics module (MAE, MSE, R2)
|
2025-10-20 20:13:08 -03:00 |
|
