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[tune] Experiment analysis API should be improved #10488

@richardliaw

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@richardliaw

Describe your feature request

Users have often mentioned the request to get the last checkpoint/config.

there is a get_best function, but a get_last would be nice.

From user:

To be honest the ExperimentAnalysis response object while it has everything I need seems to have a bit of a clunky api.

Also, it's unintuitive to default to 'all': Users might often say

If you take the max of these scores, its different from analysis.get_best_config()

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P1Issue that should be fixed within a few weeksenhancementRequest for new feature and/or capabilitytuneTune-related issues

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