Discussion
What is the role of the problem generator in a learning agent?
Answer: C
Left to itself the performance element would always take the action it currently believes best, and would never discover anything better, so the problem generator deliberately proposes suboptimal but informative actions. It is the architectural expression of the exploration and exploitation trade. Evaluation, goal setting and data collection are separate functions. Building exploration into the design, rather than hoping it happens, is what allows a learning system to improve beyond its starting point.
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