This is a 30 page book chapter comprising of the theory fundamentals of deep learning. It has content related to fundamentals of artificial neuron, activation functions, pipeline to develop a deep learning algorithm, backpropagation and Convolutional Neural Networks (CNN). This book comprises of lot of hand crafted illustrations that will make you understand the concepts and understanding of the algorithms.