Data Collection, Document, Knowledge Discovery and Predictive Modeling

Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

AUGUST 1, 2021

A comprehensive list of all attributes and symbol codes is given in the document that accompanies the original dataset. We start by loading the data, setting meaningful names for all attributes, and displaying the first 5 entries. PDPs for the bicycle count prediction model (Molnar, 2009). A14 : no checking account.

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Modeling Deep Learning Machine Learning Knowledge Discovery

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Explaining black-box models using attribute importance, PDPs, and LIME

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