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 12.04.2016.
Tutorial (4 SWS, 4 credit points): Tuesdays 09:00-12:00 o'clock
in the large INI seminar room NB 3/57. First time 19.04.2016.
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, which is the reason why it takes 3 hours rather than the usual 1.5 hours.
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, ...).
Exam: This course will be concluded with an oral exam.
# | date | Topic |
1 | 2016-04-12 | Introduction |
2 | 2016-04-19 | Hebbian Learning |
3 | 2016-04-26 | Optimization - Analytical Methods |
4 | 2016-05-03 | From Neural Dynamics to Constrained Optimization 1 |
5 | 2016-05-10 | From Neural Dynamics to Constrained Optimization 2 |
6 | 2016-05-24 | Visual Receptive Fields 1 (physiology, simple cell models) |
7 | 2016-05-31 | Visual Receptive Fields 2 (SFA) |
8 | 2016-06-07 | Neural Fields |
9 | 2016-06-14 | Neural Map Formation (physiology, models) |
10 | 2016-06-21 | Hippocampus 1 |
11 | 2016-06-28 | Hippocampus 2 |
12 | 2016-07-05 | Hippocampus 3 |
13 | 2016-07-12 | Hopfield Networks 1 |
14 | 2016-07-19 | Summary and Review of the Course |