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Course Outline
Artificial Intelligence History
- Intelligent Agents
Problem Solving
- Solving Problems by Searching
- 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
- Making Simple Decisions
- Making Complex Decisions
Learning
- Learning from Examples
- Knowledge in Learning
- Learning Probabilistic Models
- Reinforcement Learning
Communicating, Perceiving, and Acting;
- Natural Language Processing
- Natural Language for Communication
- Perception
- Robotics
Conclusions
- Philosophical Foundations
- AI: The Present and Future
Requirements
General knowledge of computing, biology, mathematics and physics
7 Hours