Introduction to the Basics of Neural Networks

In recent years, neural networks have shown great potential across a wide range of industries. In this series, we look at how neural networks work from a theoretical point of view.

How to intuitively understand neural networks

A framework for thinking about neural networks, and supervised machine learning.

What Is A Neural Network?

Overview and introduction to feed forward neural networks. Forward propagation is discussed in detail, and we see how we might train a network.

Gradient Descent: How Machines Learn

How Does Backpropagation Work?

Deriving the mathematics behind backpropagation.

Computational Complexity Of Neural Networks

Why are neural networks so slow?