Solved by KFrank in post #2 
              
              
                Hello Ryan! 

You’re basically on the right track.  Let me make some suggestions 
(but, note, you can usually do more-or-less the same thing in a 
couple of different ways). 
You are working on a binary segmentation problem.  (This is a 
binary classifier, where you classify individual pixels.)  You…