Keras LSTM Sequence Classification - Loss and validation loss decreases by trival amount and accuracy and validation accuracy remains static

Question

Hoping for a quick second pair of eyes before I officially give up hope on applying deep learning to stock prediction.

The goal is to use an LSTM to predict one of two cl