MongoDB vs MySQL

I used to build Ruby on Rails apps with MySQL.

MongoDB currently become more and more famous and I am now starting to give it a try.

The problem is, I don't know the underlying theory of how MongoDB is working (am using mongoid gem if it matter)

So I would like to have a comparison on the performance between using MySQL+ActiveRecord and model generated by mongoid gem, could anyone help me to figure it out?