[tune] Simplify API

[richardliaw]

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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