NOTE: We strongly recommend visiting https://music-classification.github.io/tutorial/ and use a web version of the book. This is a book written for a tutorial session of the 22nd International Society for Music Information Retrieval Conference, Nov 8-12, 2021 in an online format. In this book, we focus on the more modern history of music classification since the popularization of deep learning in mid 2010s.