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Applying Deep Reinforcement Learning and Machine Teaching on the Plant Floor
Companies are increasingly using Deep Reinforcement Learning and machine teaching to solve problems on the plant floor. Deep reinforcement learning is essential, but not sufficient on its own. Machine teaching involves incorporating expertise from subject matter experts. Simply connecting deep reinforcement learning to a simulator without teaching strategies is ineffective, as it does not align with how human operators are trained. Capturing strategies used by experts not only enhances operational efficiency but also preserves critical knowledge before experts leave.
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