Embeddings can be very powerful, but before diving too deep, it can really help to take a step back and get some intuition on how they are trained. It's not magic. But it's also not obvious what is happening at first glance either.
Note that this course assumes that you're familiar with neural networks. If you're unfamiliar, this course may not be for you.