Bruno Domingues
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41c4490cad
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SIENTIAPDE-1579: Fix SientiaMlException propagation in ModelServing.search_runs_by_name to correctly raise the exception with its message, resolving a TypeError. Enhance training test script to support scenario-specific CSV files for different test cases. Update search_runs_by_name return type hint and apply minor code formatting.
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2026-02-19 21:13:41 -03:00 |
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Kou Kinoshita
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14f3fbadbe
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SIENTIAPDE-1579: Switched from replace logic to validation + mapping
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2026-02-18 18:57:41 -03:00 |
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Kou Kinoshita
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43cbc31e10
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SIENTIAPDE-1579: Lint fixes and formatting
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2026-02-18 17:31:58 -03:00 |
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Kou Kinoshita
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8b7bd81328
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SIENTIAPDE-1579: Fixed data preprocessor
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2026-02-18 11:14:27 -03:00 |
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Bruno Domingues
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7cbb7022e5
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SIENTIAPDE-1430: Refactor DataPreprocessor date filtering, make rce_train radius optional, and introduce constants for model names.
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2025-12-19 12:28:07 -03:00 |
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Bruno Domingues
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38fb9a9c53
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SIENTIAPDE-1430: Remove verbose options and direct print statements from model, preprocessor, and report utilities.
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2025-12-18 21:09:12 -03:00 |
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Bruno Domingues
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70067fd992
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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.
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2025-12-18 18:41:03 -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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758ffb10b6
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SIENTIAPDE-1241: Fix: Correctly handle feature normalization and denormalization, and add scaler parameters to metadata
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2025-10-22 21:26:11 -03:00 |
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Bruno Domingues
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ab7c93480b
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SIENTIAPDE-1255: Refactor: Move extra pip requirements to environment variable and use constants for preprocessor steps.
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2025-10-21 09:20:23 -03:00 |
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Bruno Domingues
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2292ae57cc
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SIENTIAPDE-1255: Add thread-safety documentation and in-place modification warnings to LinearRegressionModel and DataPreprocessor classes.
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2025-10-20 17:27:58 -03:00 |
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Bruno Domingues
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56a21a16da
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SIENTIAPDE-1255: Integrate sientia-mlops-library into model-manager, adding model serving, reporting, and updated model definitions.
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2025-10-20 16:55:52 -03:00 |
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