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6 Case Studies on The Benefits of Business Intelligence And Analytics

datapine

They used the data collected to build a logistic-regression and unsupervised learning models, so as to determine the potential relationship between drivers and outcomes. Overall, the use of data analysis in this use case showed a significant increase in employee collaboration and increased operational efficiency for the company.

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

Domino Data Lab

Model distillation – this approach builds a separate explainable model that mimics the input-output behaviour of the deep network. Because this separate model is essentially a white-box, it can be used for extraction of rules that explain the decisions behind the ANN. Creating a PDP for our model is fairly straightforward.

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