Foundations of Artificial Intelligence - Lectures
| Nr. | Date | Topic | Slides | Recordings | Remarks |
|---|---|---|---|---|---|
| 1. | 30.04.2014 | Introduction to AI |
ai01.pdf |
airec01.mp4 |
|
| 2. | 02.05.2014 |
Agents: Classes of agents, Types of environments
Search: Formulating Problems, Examples |
ai02.pdf ai03.pdf |
airec02.mp4 airec03.mp4 |
|
| 3. | 07.05.2014 | Search: General Search, Tree- and Graph-Search, Breadth-First-Search, Uniform-Cost Search, Depth-First-Search, Iterative Deepening Search |
ai03.pdf |
airec04.mp4 |
|
| 4. | 14.05.2014 | Informed Search: A* and IDA* |
ai04.pdf |
airec05.mp4 |
|
| 5. | 16.05.2014 |
Informed Search: A* and IDA*, Local Search, Genetic Algorithms
CSPs: Backtracking Search, Heuristics, Constraint Propagation, Problem Structure |
ai04.pdf ai05.pdf |
airec06.mp4 airec07.mp4 |
|
| 6. | 21.05.2014 | CSPs: Backtracking Search, Heuristics, Constraint Propagation, Problem Structure |
ai05.pdf |
airec08.mp4 airec09.mp4 |
|
| 7. | 28.05.2014 | Board Games: Minimax, Alpha-Beta Search, Games with Chance |
ai06.pdf |
airec10.mp4 airec11.mp4 |
|
| 8. | 30.05.2014 | Propositional Logic: Syntax and Semantics, Logical Entailment, Logical Derivation (Resolution) |
ai07.pdf |
airec12.mp4 |
Loss of sound at minute 30 (approx. 20 minutes were cut from the recordings) See Main page for links to old recordings. |
| 9. | 04.06.2014 | Propositional Logic: Syntax and Semantics, Logical Entailment, Logical Derivation (Resolution) |
ai07.pdf |
airec13.mp4 |
|
| 10. | 06.06.2014 |
Propositional Logic: Logical Derivation
Satisfiability and Model Construction: DPLL |
ai07.pdf ai08.pdf |
airec14.mp4 |
Picture of the Blackboard |
| 11. | 20.06.2014 25.06.2014 |
Predicate Logic: Resolution & Unification |
ai09.pdf |
airec15.mp4 |
Recordings on Jun 25 were broken. See Main page for links to old recordings. |
| 12. | 27.06.2014 | Knowledge Representation |
ai10.pdf |
airec16.mp4 |
|
| 13. | 02.07.2014 09.07.2014 |
AI Planning: Formalisms, Basic Planning Algorithms, Computational Complexity |
ai11.pdf |
airec17.mp4 airec18.mp4 |
|
| 14. | 11.07.2014 16.07.2014 23.07.2014 |
Making Simple Decisions Under Uncertainty: Foundations of Probability Theory, Probabilistic Inference |
ai12.pdf |
airec19.mp4 airec20.mp4 |
Recordings on Jul 17 were broken. See Main page for links to old recordings. |
| 15. | 23.07.2014 25.07.2014 |
Acting under Uncertainty: Choosing Individual Actions, Markov Decision Processes (MDPs), Value Iteration |
ai13.pdf |
airec21.mp4 airec22.mp4 |
Loss of sound on 25.07. from minute 55. |
| 16. | 30.07.2013 | Machine Learning: Types of learning, Decision Trees |
ai14.pdf |
airec23.mp4 |
