I'll speak from my experience: CouchDB comes with a definite learning curve, whereas MongoDB I found to be very easy to learn and set up. I have never used redis. I suggest MongoDB - but that maybe shameless fanboyism - I have no numbers, heh, only claims of ease of use.
