Deep Dive into Deep Learning
Here you will learn perceptrons, multi-layer perceptrons, and the building blocks behind Neural Networks (vectors, matrices, weights), Stochastic Gradient Descent, Back propagation and Neural architectures builds. This will equip you with the knowledge required to build deep learning algorithms from scratch without bogging you down with redundant math.