4190.408 Artificial Intelligence: Cognitive Agents (Spring 2015)
- Instructor: Prof. Byoung-Tak Zhang
- TA: Hyo-Sun Chun (hschun@bi.snu.ac.kr)
- Classroom: 302-107
- Time: Tue & Thu 11:00–12:15
Course Objectives
- To understand the theory and applications of artificial intelligence and cognitive science
- To acquire the technical tools for building intelligent agents, such as Bayesian networks, deep neural networks, and reinforcement learning
- To understand the history and future prospects of artificial intelligence
Textbooks
- Artificial Intelligence: A Modern Approach — Stuart Russell & Peter Norvig — 2010
References
- A Tutorial on Learning with Bayesian Networks — David Heckerman
- Cognitive Neuroscience: The Biology of the Mind (3rd ed.) — Gazzaniga, Ivry & Mangun — Norton — 2008
- Hypernetworks: A molecular evolutionary architecture for cognitive learning and memory — IEEE Computational Intelligence Magazine, 3(3):49–63, 2008
Grading Policy
| 구분 | 비율 |
|---|---|
| Two Exams | 50% |
| Two Miniprojects | 30% |
| Project Presentation | 10% |
| Participation | 10% |
Projects
- Project 1: Bayesian Networks (due ~5/15)
- Project 2: Deep Neural Networks
Course Schedule
Week 1 (3/3, 3/5)
- AI History and Highlights
- Brain, Mind, and AI
Week 2 (3/10, 3/12)
- Bayesian Networks 1
- Bayesian Networks 2
Week 3 (3/17, 3/19)
- Bayesian Networks — Practice
- Bayesian Networks — Practice
Week 4 (3/24, 3/26)
- Bayesian Networks 3
- Markov Random Fields
Week 5 (3/31, 4/2)
- Natural Language Processing 1
- NLP 2: Deep Learning
Week 6 (4/7, 4/9)
- Knowledge Representation and Reasoning 1
- Knowledge Representation and Reasoning 2
Week 7 (4/14, 4/16)
- Logic, Symbolic AI, and Cognitive Science
- 중간 정리 (4주)
Week 8 (4/21, 4/23)
- Exam 1
- Deep Neural Networks 1
Week 9 (4/28, 4/30)
- Deep Neural Networks 2
- Deep Neural Networks 3
Week 10 (5/5, 5/7)
- Children’s Day (holiday)
- Deep Neural Networks — Practice
Week 11 (5/12, 5/14)
- Intelligent Agents 1
- Cognitive Robots
Week 12 (5/19, 5/21)
- Deep Learning Practice
- Deep Learning Practice
Week 13 (5/26, 5/28)
- Expert Systems
- Wearable AI
Week 14 (6/2, 6/4)
- Human Level AI & Brain, Mind, and AI Revisited
- Wrap-Up
Week 15 (6/9, 6/11)
- Project Presentation
- Exam 2