Hello @vvanirudh,
no (unless you are doing reinforce & co). That is why the standard thing is to sample standard normal (torch.randn), multiply with the standard deviation and add the mean.
This is sometimes labeled the reparametrisation trick, see Kingma & Welling, Section 2.4 198.
Best regards
Thomas