DirectRS: extract geometry from decision trees
Project description
directrs
DirectRS — extract geometry from decision trees to build piecewise-linear models.
Based on Agus Sudjianto's paper "Linear Models Hiding Inside Your Decision Tree".
Installation
pixi install
Usage
# Classification
pixi run cli train --task classification --input data.csv --target target --output-dir output/
# Regression
pixi run cli train --task regression --input data.csv --target target --output-dir output/
# Predict
pixi run cli predict --model model.pkl --input new_data.csv --output predictions.csv
Run tests
pixi run test
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