How should you adjust your model to ensure that it converges?

During batch training of a neural network, you notice that there is an oscillation in the loss .

How should you adjust your model to ensure that it converges?
A . Increase the size of the training batch
B . Decrease the size of the training batch
C . Increase the learning rate hyperparameter
D . Decrease the learning rate hyperparameter

Answer: C