A VISUAL INTRODUCTION Neural networks have revolutionized the field of artificial intelligence and are the backbone of popular algorithms today, such as ChatGPT, Stable-Diffusion, and many others. In this visual introduction, we’ll journey through the fundamentals of feed-forward neural networks, starting from their essential components, understanding their learning mechanisms, and even getting hands-on experience by interacting with one ourselves.