Thanks a lot for the quick reply and concise solution 
I have a naive confusion. I think this approach doesn’t guarantee that the data will be in [-1,+1] range. We should have to set the mean and std manually. am I right?
Is there any quick and concise approach(like this one) to normalize the multidimensional tensor to the normal distribution?