After using my new security bits I was able to crack open the machine. I noticed an interesting pattern on the bottom of the machine from Black and Decker milling their molds. (The base of my bits are in the background.)
Use a long (read over 1 inch/25.4 mm) two prong security bit and a Philips screwdriver to remove the screws from the bottom of the machine. Then press in the grey rear tabs. Finally then use a flat head screw driver help pry open the grey bottom from the black machine.