- School of Computer Science and Engineering, Seoul National University
- Instructor: Prof. Byoung-Tak Zhang
- TA: Chan-Hoon Park (Room : 301-417, Tel : 880-1835)
- Classroom: 302-106
- Time: Tue 13:00-14:15 and Thu 13:00-14:15
- 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
- Cognitive Neuroscience: The Biology of the Mind, M.S. Gazzaniga, R.B. Ivry, and G.R. Mangun, Norton & Company, 2002. [CNS]
- Artificial Intelligence: A New Synthesis, Nils J. Nilsson, Morgan Kaufmann, 1998. [AI]
- References
- Molecular Nanobiointelligence Computers: Computer Science Meets Biotechnology, Nonotechnology, and Cognitive Science, Communications of the Korea Information Science Society, 23(5):41-56, 2005. [NBIC, 2005]
- Hyperinteractionism: Investigations into Artificial Minds Beyond Symbolism, Connectionism, and Dynamicism 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:
Two exams (50%)
Midterm: 5.3(Thur) 13:00~14:30, To Chpater 10
Finalterm: 6.14(Thur) 13:00~14:30, Chapter 13, 14, 17, CNS (Learning and Memory, Language and Brain)
two small-scale projects (30%) one essay (10%) presence and participation in discussion (10%)
two small-scale projects (30%) one essay (10%) presence and participation in discussion (10%)
Samples: last-year exams (the coverage is not same with this course - confirm both samples)
Midterm /
Finalterm
- Projects:
- Essay:
- Principles of Learning and Memory - Check the board!!!
Due: June 8, 2007. Plz submit hard copy to 301-417 until 6pm.
- Presentation: 6. 5(Tues), Chap. 1~8 / 6. 7(Thur), Chap. 9 ~15
- Schedule
Topic |
Reference |
Computers, Intelligence, Mind, and Brain |
AI_Intro (bw), AI Ch. 1, CNS Ch. 1 (bw), [NBIC, 2005] |
Neural Networks |
AI Ch.3 color, AI Ch.3 gray,
Ch3Org, NNº¸ÃæÀÚ·á (bw),
Neural Networks (in Korean) |
Genetic Programming |
Chapter 4, º¸ÃæÀÚ·á, Learning and Optimization by Artificial Evolution (in Korean) |
Heuristic Search |
AI Chs. 8 & 9 |
Planing Acting And Learning |
AI Chs. 10 |
Logical Reasoning |
AI Chs. 13 & 14 |
Graphical Model |
Lecture slide |
The Predicate Calculus |
AI Chs. 15 & 16 |
Knowledge-Based Systems |
AI Ch. 17-1, 17-2 |
Bayesian Networks |
AI Ch. 19, Ref |
Intelligent Agents |
AI Ch. 25, Intelligent Agents |
Discussion and Midterm Exam (05/03) |
- |
Assignment: Essay on Human Mind, Brain, and AI |
Cellular and Molecular Basis of Cognition |
CNS Ch.2 (bw) |
Perception and Vision |
CNS Chs. 5 (bw) & 6 (bw) |
Learning and Memory |
CNS Ch. 8 (bw) |
Language and the Brain |
CNS Ch. 9 (bw) |
Action and Decision Making |
CNS Ch. 11 (bw), Ch. 12 (bw)
|
Future of AI |
[NBIC, 2005][HI, 2005][NCC, 2005] |
Final Exam (06/14) |
- |
Board
Related Links
|