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Add NDIterator<T> overload with support for specific axis. #363

@Nucs

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@Nucs

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);

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coreInternal engine: Shape, Storage, TensorEngine, iteratorsmissing feature/sNumPy function not yet implemented in NumSharp

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