Select the correct true$/$false pair about the following two statements:

The more hidden$-$layer units a Neural Network has, the better it can predict desired outputs for new inputs that it was not trained with.

A $3-$layer Neural Network with $5$ neurons in the input, hidden representations and $1$ neuron in the output has a total of $55$ connections.

Both statements are true

Statement $1$ is false, Statement $2$ is true

Both statements are false

Statement $1$ is true, Statement $2$ is false