Netflix recommendations engine
I got fed up with the Netflix recommendation engine suggesting movies based on our sons viewing - he's got very different taste and watches a lot more. So, I started marking everything he watched as "I hate it".
The recommendations were still based on his viewing but every one had the predicted star rating at one star - meaning it was recommending movies it knew I wouldn't like.