PDPbox

PDPbox - python partial dependence plot toolbox

PDPbox lets you visualize the impact of certain feature towards model prediction using partial dependence plots and information plots.

The partial dependence plot (short PDP or PD plot) shows the marginal effect one or two features have on the predicted outcome of a machine learning model — J. H. Friedman

Installation

through pip:

pip install pdpbox

through git:

git clone https://github.com/SauceCat/PDPbox.git
cd PDPbox
python setup.py install

Examples

• PDPbox_Boston_Dataset_Example