Imagine that you work with this guy. You're good friends, you like each other, it's all great. Then you realize that his birthday is coming up in two weeks ...

You've never really hung out with him outside of the office, so you don't really know what he would enjoy as a birthday gift. Now you can either rack your brains thinking about this, or you can do this the easy way: use a damn-smart-machine-learning-algorithms to figure this out.

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