DNN multiclass Classifier for physics analysis using tensorflow keras with highly unbalanced data classifies has constant low learning rate

Question

I am currently working on my bachelors thesis in physics and need to create a Deep Neural Network as a classifier. My dataset consists of 1.5mio events, each containig 18 va