Bruno Domingues
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573834fb99
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SIENTIAPDE-1430: Add comprehensive tests for TrainModelParams.validate_business_rules to improve coverage.
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2025-12-18 18:46:01 -03:00 |
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Bruno Domingues
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6e8f87b2a3
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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.
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2025-12-17 21:39:43 -03:00 |
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Bruno Domingues
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0a33bb86ed
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SIENTIAPDE-1241: Add unit tests for TrainModelParams model with 100% coverage.
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2025-10-23 11:18:19 -03:00 |
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Bruno Domingues
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5789a13023
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SIENTIAPDE-1241: refactor train_model workflow due to I/O errors.
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2025-10-22 15:37:56 -03:00 |
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Bruno Domingues
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305a39b44c
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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.
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2025-10-15 16:16:09 -03:00 |
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Bruno Domingues
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94e11df803
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SIENTIAPDE-1252: Remove experiment_description from TrainModelParams and related tests.
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2025-10-09 17:48:43 -03:00 |
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Bruno Domingues
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2628dc92d2
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SIENTIAPDE-1250: Refactor: Remove 'laborious' directory from test structure and update README.md accordingly.
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2025-10-07 10:02:38 -03:00 |
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