your question contains its answer:

to build a computer Go AI, you need to learn
1. computer
2. Go
3.  AI

you have made good progress on 2; now you need to learn 1 and 3.

one way to do this is to take a college course, as you propose to do.
it is unlikely you can put 1, 2 and 3 together before you enrol,
unless you are like Mozart.

i would recommend reading the links in this to get a taste of what the
mountain you want to climb looks like:
http://www.citeulike.org/group/5884/library/order/year,desc,

-- 
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