While we're at this, I found the explainations by 3Brown1Blue to be very intuitive when it comes to neural networks, especially for folks who're new and don't necessarily grasp concepts when explained primarily through math.

What is backpropagation really doing? https://youtu.be/Ilg3gGewQ5U

His other videos on this topic are just as good.