Allison George has created Neural Networks from Scratch, which is an interactive guide to neural networks for beginners.
Build a neural network step-by-step, or just play with one, no prior knowledge needed.
It’s covered under a Creative Commons Zero license, so feel free to share or use wherever! (if this made its way into a classroom, I’d be so thrilled).
An interesting link found among my daily reading