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Random forests, ensemble methods and deep neural networks provide powerful prediction methods. However, they are less transparent as a simpler model, like logistic regression or decision trees. This is a challenge for data scientists, specially with regards to increasing regulation, like GDPR. In this course we cover some of the methods that shed light on the black boxes.