CNNs: The Full Picture - Convolution (Part 1)

So anyone who has done a bit of image processing or machine learning, or both would have heard the term "CNNs". Well, what are they? They are Convolutional Neural Networks. What do they do? They can roughly be described as Neural Networks for images....