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For example, asking someone “Have you stopped cheating on tests?”, unless it has previously been established that the person is indeed cheating on tests, is a fallacy. A complex question fallacy occurs when someone asks a question that presupposes the answer to another question that has not been established or accepted by the other person.However, there is a difference between them: The complex question fallacy and begging the question fallacy are similar in that they are both based on assumptions.

This can, for example, be used in the context of an assembly line. Deep learning and reinforcement learning can be used to train robots that have the ability to grasp various objects , even objects they have never encountered before. Text summarization, question answering, machine translation, and predictive text are all NLP applications using reinforcement learning. This includes tutoring systems that adapt to student needs, identify knowledge gaps, and suggest customized learning trajectories to enhance educational outcomes. Reinforcement learning can be used to create personalized learning experiences for students.

The outputs are the treatment options or drug dosages for every stage of the patient’s journey. The input is a set of clinical observations and assessments of a patient. Reinforcement learning can be used to create personalized treatment strategies, known as dynamic treatment regimes (DTRs), for patients with long-term illnesses.

Some real-life applications of reinforcement learning include:

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