Artificial Intelligence
An undergraduate and graduate-level course for credit offered through University of Oklahoma – Norman
Details
An OU-Online Computer Science course (CS 4013/5013) offered by University of Oklahoma – Norman
3 credits
Fall semester 2021
Instructor: Dr. Amy McGovern
Course Content
Module 1:
Logistics and introduction
TOPICS: Course logistics, introductions to each other, project introduction, intelligent agents
LENGTH: 1 Week
DATES: Aug 23-29
Module 2:
Intelligent search
TOPICS: Uninformed and informed search techniques
LENGTH: 2 weeks
DATES: Aug 29 – Sep 12
Module 3:
search in the real world
TOPICS: Local search, evolutionary computation/search, adapting search to handle real-world complexities
LENGTH: 1 week
DATES: Sep 12-19
Module 4:
Adversarial Search
TOPICS: Search with adversaries (e.g. games)
LENGTH: 2 weeks
DATES: Sep 19 – Oct 3
Module 5:
Planning & Multi-Agent Systems
TOPICS: Knowledge representation, Planning methods to achieve goals, multiple agents
LENGTH: 2 weeks
DATES: Oct 3 – 17
Module 6:
Introduction to Machine learning
TOPICS: Machine learning overview, simple unsupervised and supervised methods include clustering, local learning, and regression
LENGTH: 1 week
DATES: Oct 17-24
Module 7:
Decision Trees and ensemble methods
TOPICS: Decision Trees and Ensemble methods
LENGTH: 1 week
DATES: Oct 24-31
Module 8:
Neural Networks and Deep Learning
TOPICS: Overview of neural networks and deep learning methods (note, there is a separate entire class on this topic at OU called Advanced Machine Learning so this is a brief overview)
LENGTH: 1 week
DATES: Oct 31 – Nov 7
Module 9:
Reinforcement Learning
TOPICS: Foundational RL methods including TD learning, Q-learning, and learning in the real-world
LENGTH: 1 week
DATES: Nov 7 – Nov 14
Module 10:
Ethical & responsible AL/ML
TOPICS: What can we do to ensure AI is ethical and responsibly developed and used in all applications?
LENGTH: 3 weeks
DATES: Nov 14 – Dec 10 (overlaps Thanksgiving break week so it is 4 weeks long)
Cross-cutting content
Project Module
Project information
In The News
AI in the news
Important Links
Syllabus, Class code of Conduct, Book information