Dataset shifts for prediction performance degradation in machine learning

This nugget will guide the learner through the concept of dataset shifts and how they are related to the prediction performance degradation of machine learning models. We will provide the explanation of each concept with simple examples and we will showcase them in two real case studies with linear and non-linear models.