Convolutional Networks — Intuitively and Exhaustively Explained

Unpacking a cornerstone modeling strategy

“Convolved” by the author using MidJourney. All images by the author unless otherwise specified.

Convolutional neural networks are a mainstay in computer vision, signal processing, and a massive number of other machine learning tasks. They’re fairly straightforward and, as a result, many people take them for granted without really understanding them. In this article we’ll go over the…