This technical work addresses the optimal design of straight and helical cylindrical gears through an optimization framework. The author presents original research-based optimization programs that employ genetic algorithms to solve gear design problems. The book includes numerous examples and solved problems to illustrate the methodology and practical applications. Designed for both mechanical engineering students and practicing professionals, it serves as a comprehensive resource for understanding advanced gear design techniques and computational optimization methods in mechanical engineering.