Date | Topics/Videos | Online Class | Assignment |
Aug 23 | Intro to AI | Class Intro | |
Aug 30 | Brute-Force Search, Heuristic Search, | OpenNERO, | Homework 1 (Search) assigned |
Search Complexity | Homework | ||
Sep 06 | Subgoaling, Constraint Satisfaction, | Game AI | |
Game Search | |||
Sep 13 | Neural Networks, | NPI domain, | Homework 1 (Search) due, |
Deep Learning | Homework | Homework 2 (Neural networks) assigned | |
Sep 20 | Reinforcement Learning, | Creative design | |
Evolutionary Computation | |||
Sep 27 | Neuroevolution, | Review | Homework 2 (Neural Networks) due, |
Decision Making | Review questions due | ||
Oct 04 | Midterm exam | Practice questions | |
Oct 11 | Representation and Reasoning in Logic, | NN Design, | Homework 3 (RL/Neuroevolution) assigned |
Resolution Theorem Proving | Homework | ||
Oct 18 | Knowledge Representation, | Midterm feedback | |
Rule-based Reasoning | |||
Oct 25 | Reasoning with Uncertainty, | NERO, | Homework 3 (RL/Neuroevolution) due, |
AI in Video Games | Homework | Homework 4 (Game AI) assigned | |
Nov 01 | Vision, Robotics, | The Dark Side of AI | Dark AI questions due |
Natural Language Processing | |||
Nov 08 | Planning, Symbolic Machine Learning | Tournament | Homework 4 (Game AI) due, |
NERO Tournament assigned (optional) | |||
Nov 15 | Subsymbolic AI, Cognitive Science | AI Opportunities | Tournament opening round due, |
Opportunity ideas due | |||
Nov 29 | Tournament finals, | ||
Class survey | |||
Dec 12 | Final Exam | Practice questions | |
3:30-5:30 |