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Richard Liaw ea5a6f8455 [tune] Simplify API (#4234)
Uses `tune.run` to execute experiments as preferred API.

@noahgolmant

This does not break backwards compat, but will slowly internalize `Experiment`. 

In a separate PR, Tune schedulers should only support 1 running experiment at a time.
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