Getting to Unsupervised Learning?

I’m going through course #1 and really enjoying it, but what got me into AI is seeing the different videos where the computer teaches itself to play a certain game (such as this DeepMind video:

How would one go from learning Supervised Learning in this course to Unsupervised Learning? Are these topics similar?

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Siraj Raval has just started a series on AI for games. It talks about a type of machine learning called reinforcement learning. Check it out: