Deep Learning from Scratch : Building with Python from First Principles

Abstract

Extremely clear and thorough mental modelsâ??accompanied by working code examples and mathematical explanationsâ??for understanding neural networks Methods for implementing multilayer neural networks from scratch, using an easy-to-understand object-oriented framework Working implementations and clear-cut explanations of convolutional and recurrent neural networks Implementation of these neural network concepts using the popular PyTorch framework