Backpropagation for noobs
How about this video, which explains backpropagation intuitively?

https://www.youtube.com/watch?v=Ilg3gGewQ5U

Title: "What is backpropagation really doing? | Deep learning, chapter 3"

Author: "3Blue1Brown"