Brain, Computation, and Neural Learning
(4190.408 Artificial Intelligence, 2071.402 Brain and Computation, 2011)
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- 2011 Fall Semester Undergraduate Course for
Computer Science and Engineering (CSE) and Brain-Cognition-Behavior (BCB)
- Instructor:
Prof. Byoung-Tak Zhang
- TAs:
Eun-Sol Kim ( eskim@bi dot snu dot ac dot kr ) , Chung-Yeon Lee
- Classroom: 302-209
- Time: Tue & Thu, 09:30-11:00
- Text:
- References:
- [2] Cognitive Neuroscience: The Biology of the Mind, M.S. Gazzaniga, R.B. Ivry, and G.R.Mangun, Norton & Company, 3rd Ed., 2008. [CNS]
- [3] Artificial Intelligence: A New Synthesis, Nilsson, N.J., Morgan Kaufmann, 1998. [AI]
- Evaluation:
- Two exams (50%)
- Five practice homeworks (25%)
- Two miniproject reports (20%)
- Presence and participation (5%)
- Announcement
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| Week |
Topics |
Slides |
Week 1
(9/1) |
- Brain Science and Artificial Intelligence
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Lecture 1 |
Week 2
(9/6, 9/8) |
- Neurons and Conductance-Based Models
- Simplified Neuron and Population Models
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Lecture 2_1
Lecture 2_2
Lecture 3 |
Week 3
(9/15) |
- Associators and Synaptic Plasticity
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Lecture 4 |
Week 4
(9/20, 9/22) |
- Practice 1: Perceptrons and Associators
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Perceptron
Hopfield_1 |
Week 5
(9/27, 9/29) |
- Announcement of Miniproject 1
- Cortical Feature Maps and Competitive Population Coding
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Hopfield_2 & Project_1
Lecture 5 |
Week 6
(10/4, 10/6) |
- Practice 2: Self-Organizing Maps
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SOM_1
SOM_2 |
Week 7
(10/11, 10/13) |
- No class (10/11)
- Exam 1 (10/13)
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Week 8
(10/18, 10/20) |
- Feed-Forward Mapping Networks
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Lecture 6
Reference_1 |
Week 9
(10/25, 10/27) |
- Practice 3: Multilayer Perceptrons
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MLP (Project2)
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Week 10
(11/1, 11/3) |
- Support Vector Machines
- Announcement Miniproject 2
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Lecture7 : SVM |
Week 11
(11/8, 11/10) |
- Practice 4: Support Vector Machines
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SVM Practice
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Week 12
(11/15, 11/17) |
- Recurrent Associative Networks and Episodic Memory
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Lecture 8
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Week 13
(11/22, 11/24) |
- Practice 5: Deep Networks
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Deep Networks |
Week 14
(11/29. 12/1) |
- Modular Networks, Motor Control, and Reinforcement Learning
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Lecture 9 |
Week 15
(12/6, 12/8) |
- Review (12/6)
- Exam 2 (12/8)
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Week 16
(12/13, 12/15) |
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This page is maintained by Eun-Sol Kim
Last update: 2011.10.20.
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