Why is Facebook getting into reinforcement learning? Are there applications of RL to improving social connections or extracting more data to sell to advertisers?
I'd imagine that a company which exists entirely to collect huge amounts of data might have some interest in useful ways to automatically process that data.
One application that they mention related (at least loosely) to social connections is deciding whether or not to deliver a notification to a user.