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Course Outline

History of Artificial Intelligence

  • Intelligent Agents

Problem Solving

  • Search-Based Problem Solving
  • Advances Beyond Classical Search
  • Adversarial Search
  • Constraint Satisfaction Problems

Knowledge and Reasoning

  • Logical Agents
  • First-Order Logic
  • Inference in First-Order Logic
  • Classical Planning
  • Planning and Acting in the Real World
  • Knowledge Representation

Uncertain Knowledge and Reasoning

  • Quantifying Uncertainty
  • Probabilistic Reasoning
  • Probabilistic Reasoning Over Time
  • Simple Decision Making
  • Complex Decision Making

Learning

  • Learning from Examples
  • Knowledge in Learning
  • Learning Probabilistic Models
  • Reinforcement Learning

Communication, Perception, and Action

  • Natural Language Processing
  • Natural Language for Communication
  • Perception
  • Robotics

Conclusions

  • Philosophical Foundations
  • AI: Present and Future

Requirements

Foundational knowledge in computing, biology, mathematics, and physics

 7 Hours

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