This book places more emphasis on understanding concepts and recognizing how many mathematical fields interact to encourage innovation than on formulae alone. It inspires readers to gain confidence in deciphering algorithms, evaluating AI models, and adapting to new technological developments. This book is a useful resource for developing a solid mathematical foundation that facilitates ongoing research, lifelong learning, and significant contributions to the evolving field of artificial intelligence, whether used for academic study, professional development, or independent learning.