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Autogluon palf#40

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Ludecan wants to merge 29 commits intoautogluontryolabs/ml-garden:autogluonfrom autogluon_palftryolabs/ml-garden:autogluon_palfCopy head branch name to clipboard

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Commits on Jan 24, 2025

• Update python version, xgboost, autogluon, explainerdashboard, mlflow, matplotlib and category-encoders

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• Check the fit step for being a child class of ModelStep instead of checking by name

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• Implement AutoGluonModelStep and AutoGluonModel classes

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• Add quantile regression as a possible task

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• Register the AutoGluonModel model class

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• Add autogluon example config for the ames problem

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• Add ames housing example data

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• add ruff

  

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• fixing ruff issues

  

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• add dependencies for doc coverage

  

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• fix tests

  

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• update gh action

  

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• remove doc coverage

  

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• add sebita's skip level docstrings

  

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Commits on Jan 26, 2025

• Update pandas, scikit-learn and optuna-dashboard. Add ipywidgets for development

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• Add feature on readme

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• Remove manual AutoGluonModel class, Marvel had already implemented it

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• Fix a bug in the encoder where integer columns could incorrectly result in float64 dtypes because of a confusing pandas behavior

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• Update AutoGluon model class to support create and fit parameters

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• Set test set size to 20%. The 10% size we had was causing instability in the data and validation errors very far from test ones.

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• Update AutoGluon params

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• Update libs because of dependabot detected vulnerabilities

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• Merge remote-tracking branch 'origin/main' into autogluon_palf

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• Update ruff

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• Simplify cells of the run_interactive script

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• Update github actions. Specify python version

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• Fix ruff errors

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• Fix ruff format

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• Fix several pytests

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