Because my goal is self–education, not performance, I buy quiet, small hardware, that doesn’t irritate and doesn’t get in the way. My current servers are Soekris boxes for BSD servers, & Mac Minis, with maxed out specs, with virtual Windows and Linux servers.
Postscript from 2015: my current employers are putting me on a number of courses. I thank them.