Machine Learning
This book is a wonderful introduction to machine learning. It was my textbook for my undergrad course in machine learning at my school, and probably many others. It is a great standard introduction, laying down the fundamentals and then covering a wide array of topics in machine learning. After advances in this field over the past years, I hope to see a new edition of this book.