Game retention and correct ad placement

Does anyone have any feedback or study on the best way to implement ads in your game? Would a timer be best like play and ad at every natural break point every 2 minutes, 5 minutes, 10 minutes of gameplay? Maybe consistent predictable ads so a player knows when they are coming.

What frequency is best? Whats too many before a user gets annoyed?

Thoughts?
Thanks,