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Reasoning - Curriculum

For educators looking to put together a comprehensive Reasoning-centric curriculum, the PIC has put together some possible topics that can be covered. These suggestions are structured as introductory and advanced concepts, for varying levels of student background.

Introductory:

• Search & Heuristics
• Game Playing
• Constraint Satisfaction
• Satisfiability
• Scheduling
• Reasoning
• Planning
• Uncertainty & Probability
• Sequential Decision Making

Advanced:

• Common-sense Reasoning
• Case-based Reasoning
• Bayesian Inference
• Classical Planning
• MDPs & POMDPs
  • Value & Policy Iteration
• Dynamic Programming
  • Stochastic Dynamic Programming
• Linear Programming & Optimization

Optional Topics:

• Planning Representations
• Decision-Theoretic Models (MDPs/POMDPs, etc.)
• Reinforcement Learning
• Bayesian Models
• Bayesian Learning
• Statistical Models
• Statistical Relational Learning