[elizabethhu]

to add on-- if you're more interested in real-time optimization (where the best configs are automatically set and iterated on in your system), Nomadic can integrate directly at the application level within your production code. You can then make queries like nomadic.get_optimal_value(experiment_id="...", default=...) to fetch the most recent and optimal hyperparameters for your system. This approach lets you continuously refine and set the best versions of your production system using both your CI/CD pipeline and historical production data