Py's pdpbox: a detailed introduction to pdpbox, installation, and case application

Py's pdpbox: Introduction to pdpbox, detailed guide on installation and case application

Table of Contents

Introduction to pdpbox

Installation of pdpbox

Case application of pdpbox

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Introduction to pdpbox

PDP (Partial Dependence Plot) is a graph showing the marginal effect of features on the prediction results of a machine learning model.It is used to evaluate whether the correlation between features and targets is linear, monotonic, or more complex.

pdpbox installation

pip install pdpbox -i https://pypi.tuna.tsinghua.edu.cn/simple

Case application of pdpbox

Related articles: ML PDP: based on FIFA2018 Statistics (2018 Russia World Cup) team match star classification prediction data set using DT decision tree & RF random forest + PDP partial dependency graph visualization to achieve a detailed strategy for model interpretability