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

Domino Data Lab

This is because in this post we are not after a state-of-the-art classifier, but want to rather focus on the interpretation of the black-box model fitted against the sample dataset. After forming the X and y variables, we split the data into training and test sets. PDPs for the bicycle count prediction model (Molnar, 2009).

Modeling 139
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Top 10 Analytics And Business Intelligence Trends For 2020

datapine

However, businesses today want to go further and predictive analytics is another trend to be closely monitored. Another increasing factor in the future of business intelligence is testing AI in a duel. Predictive analytics is the practice of extracting information from existing data sets in order to forecast future probabilities.