This book offers a comprehensive exploration of the transformative role that edge devices play in advancing Internet of Things (IoT) applications. Delving into the intricacies of traditional deep neural network (deepNet) approaches, the book addresses concerns about their energy efficiency during inference, particularly for edge devices.