Sadly, the main point this post reinforces is the emptiness of modern credentialing. A full degree in "cognitive AI" equipped the author to make exactly none of the correct choices in the network architecture and training. A valiant attempt, but five weeks with Pytorch and Github would have beaten the entire university education process :/