Center for Analysis and Design of Intelligent Agents

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T-720-ATAI-2020 Main

T-720-ATAI-2020 Links to Kris' Lecture Notes

INTRODUCTION (W1)
- Intelligence: The Phenomenon
WORLDS (W2+W3)
- Key concepts: Environment, Tasks, Entities, Variables, Tests, Goals, Behaviors
- Tasks & Environments
- Emergence & Self-Organization (not mandatory)
LEARNING (W4+W5)
- Key concepts: Reinforcement Learning, Cumulative Learning, Learning by Observation
- Learning
- Evaluation
- Teaching
W6+W7: CONTROL
- Key concepts: Control systems, levels of control, generality, autonomy
- Agents & Control
- Intelligence & Generality
- Self-X & Predictability, Reliability, Self-Explanation
W8+W9: SYMBOLS, MODELS, CAUSALITY
- Key concepts: Models, Relations, Causation, Symbols, Hierarchy, Compositionality, Grounding
- Knowledge Representation
- Causation, Probabilities & More
- AI Architectures
W10+11: CUMULATIVE UNDERSTANDING
W12: WRAP-UP