NumSharp
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Add `NDIterator<T>` overload with support for specific axis.
NDIterator is useful, we should add an overload that handles specific axis iterator: usage:
new NDIterator<T>(ndarray, axis: 1);
Also add an overload to extension ndarray.AsIterator<T>(axis: 1);