Depends
I've got one of those mini-PC's from Shuttle. No problems at all. I just stick it in my carry-on. The security folks at JFK always scratch their heads and send it through the scanner, no problems then either with the carrying on or the harddisk.
Now if you have a full tower case that might raise a full eye brow's.....