Delving into the lesser-known history of neural networks, this episode reveals how early AI researchers were inspired by biological brains to create artificial ones. We explore the AI winter of the 1970s and its impact on development, leading to the revolutionary breakthrough of deep learning in the 2010s. The episode highlights key figures like Geoffrey Hinton and examines how the availability of big data and improved computing power transformed theoretical concepts into practical applications.