3Blue1Brown is a YouTube channel that covers mathematics. They made a 4 part video series on neural networks and how they work, and specifically what it means to train a neural network to accomplish a task.

Link to the series here

There is a lot of info that is well explained, but would be too much to write down in a post, so hope this helps. It helped me understand neural networks much better.