Difference effect filter in before and after amplifier
When you amplify something, you are increasing the power.  If you look at the cost of components, it will cost you less to filter a "pre-amped" signal. 

Also, why would you want to amplify the "dirty" parts of a signal?

Clean it up, then amplify.