Wichert Andreas, Sa-Couto Luis. Machine Learning - A Journey To Deep Learning: With Exercises And Answers

World Scientific Publishing, 2021. — 641 p. — ISBN: 9811234051.This unique compendium discusses some core ideas for the development and implementation of machine learning from three different perspectives — the statistical perspective, the artificial neural network perspective, and the deep learning methodology. The useful reference text represents a solid foundation in machine learning and should prepare readers to apply and understand machine learning algorithms as well as to invent new machine learning methods. It tells a story outgoing from a perceptron to deep learning highlighted with concrete examples, including exercises and answers for the students.