This book provides a comprehensive review of the latest developments in optimization based learning algorithms within the field of electrical engineering. It discusses several optimization algorithms such as random forest algorithm, metaheuristic algorithm, scaled conjugate gradient descent algorithm, artificial bee colony algorithm etc.