- School of Computer Science and Engineering, Seoul National University
- Instructor: Prof. Byoung-Tak Zhang
- TA: Min-Oh Heo (Room : 301-417, Tel : 880-1835)
- Classroom: 302-106
- Time: Tue 09:00-10:15 and Thu 09:00-10:15
- 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%), two small-scale projects (30%), one essay (10%), presence and participation in discussion (10%)
- Projects:
- Schedule
| Topic |
Reference |
| Computers, Intelligence, Mind, and Brain |
AI_Intro (bw), AI Ch. 1, CNS Ch. 1 (bw), [NBIC, 2005] |
| Cellular and Molecular Basis of Cognition |
CNS Ch.2 (bw) |
| Perception and Vision |
CNS Chs. 5 (bw) & 6 (bw) |
| Neural Networks |
AI Ch.3 color, AI Ch.3 gray,
Ch3Org, NN보충자료 ,
Neural Networks (in Korean) |
| Term Project 1: Text Classification by Neural Networks (Due: 10/12) |
| 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)
|
| Emotion, Evolution, Development, and Consciousness |
CNS Ch. 13 (bw), Ch. 14 (bw), Ch. 15 (bw), Ch. 16 (bw) |
| Discussion and Midterm Exam (10/19) |
- |
| Assignment: Essay on Human Mind, Brain, and AI |
| Genetic Programming |
Chapter 4, 보충자료,
Learning and Optimization by Artificial Evolution (in Korean) |
| Term Project 2: Biological Data Mining by Genetic Programming |
| Heuristic Search |
AI Chs. 8 & 9 |
| Logical Reasoning |
AI Chs. 13 & 14 |
| The Predicate Calculus |
AI Chs. 15 & 16new |
| Knowledge-Based Systems |
AI Ch. 17-1, 17-2 |
| Bayesian Networks |
AI Ch. 19, Ref |
| Intelligent Agents |
AI Ch. 25, Intelligent Agents |
| Future of AI |
[NBIC, 2005][HI, 2005][NCC, 2005] |
| Final Exam (12/12) |
- |
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