Effector: A Python-based Machine Learning Library Dedicated to Regional Feature Effects

Global feature effects methods, such as Partial Dependence Plots (PDP) and SHAP Dependence Plots, have been commonly used to explain black-box models by showing the average effect of each feature on the model output. However, these methods fell short when the model exhibits interactions between features or when local effects are heterogeneous, leading to aggregation […]

The post Effector: A Python-based Machine Learning Library Dedicated to Regional Feature Effects appeared first on MarkTechPost.

ai paper summary ai shorts applications artificial intelligence box editors pick effects feature features global however interactions library machine machine learning plots python regional shap staff tech news technology