In a world where technological advancement is rapidly escalating, the race to understand the complexities of the human brain takes center stage. "Neuro-Symbolism: Mathematical Formulas for Decoding Brain Functions and Advancing AI" is a crucial cornerstone for scholars and practitioners at the intersection of neuroscience, cognitive psychology, and artificial intelligence. This book delves into a comprehensive framework that symbolically represents complex neurobiological processes and cognitive functions, providing a structured approach to understanding the brain's architecture. By equipping scholars with these mathematical tools, the book helps decode the underlying processes of cognitive phenomena and contributes significantly to the development of emergent AI technologies.