When to use which mysql partitioning model

Ok guys, just starting out with partitioning some tables in mySQL. There's a couple of different ways describing this, but what I cant find is a more practical approach. - Which type of data does each way of partitioning have the best effect on?

Or doesn't it really matter?

Reference: http://dev.mysql.com/tech-resources/articles/performance-partitioning.html