Neural networks power many of the intelligent systems we use every day, but what happens inside these models can feel abstract and hard to visualize. A neural network diagram brings clarity by turning complex learning processes into a simple, visual structure you can actually understand. In this guide, you’ll explore what neural networking diagrams are, how neural networks are used, their key components, common examples, and how to create one yourself.