Machine Learning Algorithm Cheat Sheet provided by Matlab

I don't know, I feel like as long as your data is not structured (i.e. tables) you should be using Neural Nets nowadays. Of course the way you use them will depend on dataset size, available pre-trained models, etc, but I don't think one should only use them for large datasets