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Wrapper for SciKit-learn tree-based estimators providing linear regression fallback for inputs outside of training data range.

Project description

longer-limbs

Wrapper for SciKit-learn tree-based estimators providing linear regression fallback for inputs outside of training data range.

Instructions

Install longer-limbs with:

pip install longer-limbs

Longer-limbs wraps SciKit-learn's GradientBoostingRegressor(). It offers identical .fit() and .predict() methods. To adapt code which currently uses pure SciKit-learn, change the import of GradientBoostingRegressor() from:

from sklearn.ensemble import GradientBoostingRegressor

to:

from longer_limbs.regressors import GradientBoostingRegressor

Usage

See the example regression notebook for usage demonstration and comparison to SciKit-learn.

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