Thanks guys! I picked up my first round of supplies from dharmatrading (in person, but also available .com). We have two local art stores that I've used for the rest, but it's all readily available online.

Speedball is the main brand available, and they have their own much more comprehensive tutorial and directions.

Now go silk screen!