[ML] Hyperparameter optimization logging
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Description
We have a hypothesis that line search for hyperparameter (`coarse_parameter_tuning`) phase is already doing such a good job, that the identified feasibility interval does not contain a solution that could improve the performance further (module random variation).
To investigate this hypothesis, we need to look at the logs of hyperparameter optimization path for some real-world scenarios.
- [ ] Is additional logging required?
- [ ] Can I run the jobs in the cloud myself and look at the logs?
- [ ] Summarize results in a google sheet.
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