[FEA] Add Normalize function

[tylera-nvidia]

Is your feature request related to a problem? Please describe. add the ability to normalize all values in a tensor to some range, equivalent to MATLAB's implementation

Describe the solution you'd like

auto A = [0, 1 , 2, 3, 4 , 5 ]

auto normA = matx::normalize(A, matx::NORMALIZE_RANGE);

normA = [0, 0.2, 0.4, 0.6, 0.8, 1]

matlab equivalent:

>> A = [0, 1, 2, 3, 4, 5]

A =

     0     1     2     3     4     5

>> aNorm = normalize(A, "range")

aNorm =

         0    0.2000    0.4000    0.6000    0.8000    1.0000

Describe alternatives you've considered This is trivial to implement by-hand today, but is a common-enough process that we should have an API for it. we could also better optimize for the various normalize methods described by the matlab implementations.