The book "Teach Yourself Java in 21 Days" is a popular tutorial that helps people learn Java programming. The book is praised for its clear writing, use of examples, and organized structure. The latest edition covers new Java language developments like Java Foundation Classes, Java 2D Classes, and JavaBeans. It offers step-by-step lessons for network-oriented programming and is considered the leading Java tutorial on the market.