Optimizers and losses

Why Momentum Really Works
A Friendly Introduction to Cross-Entropy Loss
An overview of gradient descent optimization algorithms by S. Ruder
Why You Should Use Cross-Entropy Error Instead Of Mean Squared Error For Neural Network Classifier Training