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The Relationship Between Optimization and Active Learning
In both cases, you're doing sequential optimization. In the active learning case, your goal is to create a model that you can then take and apply. I think they're very closely related communities. There's a minor offshoot of active learning, this active search topic that roman garnet has been working on for a little bit. All yu're trying to find is the highest number of successes sible.