Which of the following is False about the central hidden layer $($i$.$e$.$ the coding layer$)$ in autoencoders?

Group of answer choices

the fewer neurons the more data compression

the more neurons the more data compression

the fewer neurons the more likely only the most important patterns will pass through.

the number of neurons in the coding layer is a hyperparameter.