I strongly recommend this book for new students and starters because it has the most applied and least math. For those of you who are afraid or weak with the advanced mathematics, ML is not for you, but this book breaks that barrier and focuses on the applications and you can get up and running quickly. I strongly recommend it to be your first book on the subject.