This book will provide a solid foundation in how Deep Learning works so that no concept you learn or project you do in the field will seem daunting after this. We will walk the reader through how to implement multi-layer neural networks, implementing convolutional neural networks and recurrent neural networks from scratch. Using these as building blocks, readers will learn to to implement advanced architectures such as image captioning and Neural Turing Machines