This talk will draw a few perspectives on the broad topic of Machine Learning, with non-specialists in mind. We will go through major subfields like supervised, unsupervised, or active learning, never forgetting the emergent reinforcement learning. We will cover a few different trends over recent years, like the mathematically inclined Support Vector Machine, or the empirical Deep Learning.