Neural Networks — Intuitively and Exhaustively Defined | by Daniel Warfield | Feb, 2025

An in-depth exploration of essentially the most basic structure in trendy AI

“The Pondering Half” by Daniel Warfield utilizing MidJourney. All photographs by the creator except in any other case specified. Article initially made out there on Intuitively and Exhaustively Defined.

On this article we’ll type a radical understanding of the neural community, a cornerstone expertise underpinning just about all innovative AI techniques. We’ll first discover neurons within the human mind, after which discover how they fashioned the basic inspiration for neural networks in AI. We’ll then discover back-propagation, the algorithm used to coach neural networks to do cool stuff. Lastly, after forging a radical conceptual understanding, we’ll implement a Neural Community ourselves from scratch and prepare it to resolve a toy drawback.

Who’s this convenient for? Anybody who desires to type an entire understanding of the cutting-edge of AI.

How superior is that this put up? This text is designed to be accessible to newbies, and in addition accommodates thorough data which can function a helpful refresher for extra skilled readers.

Pre-requisites: None

Neural networks take direct inspiration from the human mind, which is made up of billions of extremely complicated cells known as neurons.