A$.$ Explain the effect with the reason for following operation on bias and variance of your model with $$Increase$,$Decrease$,$ or $$no change$.$

Operation Bias Variance Reason

Increasing the size of the hidden layer Decrease Increase

Using dropouts to train deep neural network Increase Decrease

Getting more training data from same distribution No change Decrease

Regularizing the weights Increase Decrease