Machine Learning, Overfitting, Regularization, Artificial Intelligence, Data Science.
Remove layers / number of units per layer (model) As mentioned in L1 or L2 regularization, an over-complex model may more likely overfit. Therefore, we can directly reduce the model’s complexity by removing layers and reduce the size of our model. We may further reduce complexity by decreasing the