He wound up using two common NPN transistors and 4 1K resistors. The circuit isn’t going to beat out a cheap linear regulator IC, but for the low component count, it is actually pretty good.
BJTs are a very common type of transistor. Their function is to amplify ... of power which is more than sufficient in this case. Most NPN-type BJTs will work fine though. Consider the following ...