In cs231n course , it is mentioned that
If the initial weights are too large then most neurons would become saturated and the network will barely learn.
How do the neurons get saturated? Large weights may lead to a z (output of saturation) which is not cery close 0 or 1 and so doesn't let
z*(1-z) to saturate