Neural Networks by 3Blue1Brown
A visual, intuitive video series by Grant Sanderson explaining how neural networks learn. Starting with “But what is a Neural Network?”, the series walks through gradient descent, backpropagation, and the mathematics behind deep learning. Widely regarded as one of the most accessible introductions to the subject for non-specialists.