Why does a Keras neural net get vastly different results from other implementation (when using the exact same hyperparameters, architecture, etc.)?

Question

I am attempting to implement a very simple neural network architecture using Keras/TensorFlow. In particular, I am trying to exactly copy the network architecture used in Ch