Reason for Training and test loss sudden increment after some epochs keras
This might be happening because of high learning rate.

The loss function is convex and the model needs to reach the minima. Learning rate defines the magnitude of step you take towards minima. If you take high learning rate, you might overshoot the minima, hence sudden increase in loss value.