K-Means UDTF & Intel oneDAL initial integration

[averbukh]

Contains:

• K-Means clustering algorithm UDTF
• Initial integration with Intel oneDAL (ML library)

There are some workaround to make it possible to use Intel oneDAL which requires modern TBB and OmniSciDB together. It makes sense to get rid of them after OmniSci will move to latest TBB.

Dependency script modification was made for Ubuntu only. Wider OS support to be added later. I would like to get comments from maintainers before that.

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