How to detect equipment failure in advance? In our presentation, we will talk about the approaches of predictive analytics and the principles of machine learning. We will also talk about the role of PI System and Microsoft Azure Machine Learning in such solutions, tell you how to develop a predictive analytics system and show an example of such a system.