Click on the text to see it full size (I had to copy and paste screenshots to keep the formulas). Here's parts 1, 2, and 3 in pdf format, which may be easier to read.

Be sure to read Part 1: Simplex and Part 2: Dirichlet Distribution first. Even if you are familiar with those topics, it sets up the example.