Between the egghead videos, the docs on the redux site itself, and looking at a couple boilerplate projects, it really didn't take long to grasp it. It will take you even shorter if you are aware of functional programming concepts such as reducers, pure functions, etc.

The hard parts always figuring out what goes in the store and what you should just handle in your presentational components