Below are a couple videos that provide great overviews of neural networks and gradient descent. Even for those familiar with both topics, these videos are well put together and worth the view.
Videos by 3Blue1Brown
But what *is* a Neural Network? | Deep learning, Part 1
Gradient descent, how neural networks learn | Deep learning, part 2