- School of Computer Science and Engineering, Seoul National University
- Instructor: Prof. Byoung-Tak Zhang
- TA: Byoung-Hee Kim (Office : 301-419, Tel : 02-880-1847)
- New!Office hour: Mon 16:00~18:00, Wed 16:00~18:00
- Classroom: 301-101
- Time: Mon 14:30-16:00 and Wed 14:30-16:00
- Objectives
- To understand the principles of cognitive information processing in the human brain
- To get ideas on developing computational methods to imitate the human cognition, learning, and memory
- To acquire the theoretical and technical tools for application of artificial intelligence
- To understand the history and future prospects of bio-inspired artificial intelligence
- Textbook
- Artificial Intelligence: A New Synthesis, Nils J. Nilsson, Morgan Kaufmann, 1998. [AI]
- Cognitive Neuroscience: The Biology of the Mind, Second Edition, M.S. Gazzaniga, R.B. Ivry, and G.R. Mangun, Norton & Company, 2002. [CNS]
- [NoticeNew!] The third edition has been published in August, 2008.
- [NoticeNew!] Schedule on the CNS part has been changed according to the 3rd ed.
- References
- Hypernetworks: A molecular evolutionary architecture for cognitive learning
and memory, IEEE Computational Intelligence Magazine,
3(3):49-63, 2008. [IEEE-CIM, 2008]
- Molecular Nanobiointelligence Computers: Computer Science Meets Biotechnology, Nonotechnology, and Cognitive Science (in Korean), Communications of the Korea Information Science Society, 23(5):41-56, 2005. [NBIC, 2005]
- Hyperinteractionism: Investigations into Artificial Minds Beyond Symbolism, Connectionism, and Dynamicism (in Korean), Natural Science, 144-165, Summer 2005. [HI, 2005]
- Artificial Intelligence: Past, Present and Future (in Korean), In Computers in the 21st Century, Chap. 11, Kyohaksa, pp.176-200, 1998. [AI-PPF, 1998]
- Evaluation:
- three exams (60%)
- two small-scale projects (30%)
- presence and participation in discussion (10%)
- Projects:
- Schedule
Topic |
References
|
Introduction to AI (Computers, Intelligence, Mind, and Brain) |
AI_Intro (bw), AI Ch.1, CNS Ch. 1 (bw), [IEEE-CIM, 2008] [NBIC, 2005]
|
Neural Networks |
AI Ch.3,
NN suppl
|
Genetic Programming |
AI Ch.4, GP suppl
|
DNA Hypernetworks |
AI_DNA_Hypernetworks |
1st Exam (April 6: NN & GP => April 8) (previous exams)
|
Heuristic Search |
AI Chs. 8 & 9 |
Logical Reasoning |
AI Chs. 13 & 14 |
The Predicate Calculus |
AI Chs. 15 & 16 |
Knowledge-Based Systems |
AI Ch. 17-1, 17-2 |
Bayesian Networks |
AI Ch. 19, BN suppl |
Intelligent Agents |
AI Ch. 25, Intelligent Agents suppl |
2nd Exam (May 6 => May 20: Search, Logic-propositional & predicate, KBS) (previous exams)
|
Cellular Mechanisms and Cognition |
CNS Ch. 2 (bw) |
Object Recognition |
CNS Ch. 6 (bw) |
Learning and Memory |
CNS Ch. 8 (bw) |
Language |
CNS Ch. 10 (bw) |
Future of AI |
[WCCI 2008, Talk] [JSCI 2006, Talk] [IEEE-CIM, 2008]
|
Final Exam (June 10: CNS Ch. 6 & CNS Ch. 8)
(previous exams.Note: the scope of previous exams covers 'Memory' and 'Language', not 'Object Recognition')
|
Lecture Board
Previous AI Courses
|