In this video you learn about a few more optimization techniques including the frequently used "back propagation"
This is method allow us to trace the error the erro throughout the network, so we could correct the neurons that are over or underfitting the datapoints in some way. To understands this we need some algebra concepts first such as Chain Rule.
The chain rule tell us how to find the derivative of a composite function. You can read more in this article