David Clifton from the University of Oxford remarks, "I was impressed by how closely the material aligns with the needs of an introductory course on machine learning, which is its greatest strength… Overall, this is a pragmatic and helpful book, which is well-aligned to the needs of an introductory course and one that I will be looking at for my own students in coming months.".