Computational Neuroscience: Vision and MemoryLecture and TutorialProf. Dr. Laurenz Wiskott |
Lecture (2 SWS, 2 credit points): Tuesdays 12:15-13:45 o'clock
in the large INI seminar room NB 3/57. First time 18.04.2017.
Tutorial (2 SWS, 4 credit points): Tuesdays 10:30-12:00 o'clock
in the large INI seminar room NB 3/57. First time 15.04.2017.
Language: This course is given in English.
Goal: (i) The students should get to know a number of models and methods in computational neuroscience. (ii) They should understand the mathematics of these methods.
Content: This lecture covers models of selforganization in neural systems, in particular addressing vision (receptive fields, neural maps, invariances) and associative memory (Hopfield network).
Format: There is a lecture, which provides the content, and a tutorial, where you solve exercises and can deepen your understanding of the content. The exercises are solved in the tutorial in a group effort, not at home. The students therefore have the opportunity to meet already at 9:00 to work on the exercises on their own.
Requirements: The mathematical level of the course is mixed but generally high. The tutorial is almost entirely mathematical. Mathematics required include calculus (functions, derivatives, integrals, differential equations, ...), linear algebra (vectors, matrices, inner product, orthogonal vectors, basis systems, ...), and a bit of probability theory (probabilities, probability densities, Bayes' theorem, ...).
# | date | topic |
1 | 2017-04-18 | Neural Networks - Introduction |
2 | 2017-04-25 | Hebbian Learning |
3 | 2017-05-02 | Visual Receptive Fields 1 (physiology, simple cell models) |
4 | 2017-05-09 | Visual Receptive Fields 2 (SFA) |
5 | 2017-05-16 | Neural Fields |
6 | 2017-05-23 | Neural Map Formation (physiology, models) |
7 | 2017-05-30 | Optimization - Analytical Methods |
8 | 2017-06-13 | Neural Dynamics and Constrained Optimization 1 |
9 | 2017-06-20 | Neural Dynamics and Constrained Optimization 2 |
10 | 2017-06-27 | Hippocampus 1 (navigation) |
11 | 2017-07-04 | SFA Theory of Spatial Representations 1 |
12 | 2017-07-11 | SFA Theory of Spatial Representations 2 |
13 | 2017-07-18 | Hopfield Networks |
14 | 2017-07-25 | Oral Exam Practice |