Add support for low level Python objects #31
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This PR adds support for adding Python object to the e-graph. It also starts trying to implement the ndarray protocol to use with a sklearn method, as an end to end example.
I am opting to merge this as-is, before finishing that example, due to all the changes in this PR. It is already too large!
See the changelog for more details.