Zeinab Sam Daliri is a research scholar in computer science. The book is an outcome of meticulous research notes. Her ambitious book covers an impressive subset of the theoretical basis of machine learning. It includes excellent treatment of fundamentals as well as some interesting topics related to the subject. Additionally, the book contains information about the theoretical underpinnings. This book will be an essential reference for practitioners of modern machine learning. The book covers the basic concepts needed to understand the field as whole and the powerful modern methods that build on those concepts. Thus its readers will become articulate in a holistic view of the state-of-the-art and poised to build the next generation of machine learning.