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Exam Outline

AI Capabilities and Limitations

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  • AI Capabilities and Limitations 11 topics
    • Large language model foundations 2 subtopics
      • How language models learn patterns
      • Pretraining and fine-tuning
    • Four-property capability framework 1 subtopics
      • Use the course framework to reason about likely model behavior
    • Model capabilities 1 subtopics
      • Recognize tasks language models often perform well
    • Model limitations 1 subtopics
      • Recognize uncertainty, hallucination, inconsistency, and context limits
    • Practical trust and use decisions 1 subtopics
      • Match oversight and verification to the task and stakes
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