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SS 2011 (310504/310514)

Computational Neuroscience: Vision and Memory

Lecture and Tutorial
Prof. Dr. Laurenz Wiskott
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Lecture (2 SWS, 2 credit points): Tuesdays 14:30-16:00 o'clock in the INI seminar room NB 3/57. First time 05.04.2011.
Tutorial (2 SWS, 4 credit points): Tuesdays 12:15-13:45 o'clock in the INI seminar room NB 3/57. First time 12.04.2011.


This lecture covers models of selforganization in neural systems, in particular addressing vision (receptive fields, neural maps, invariances, attention) and associative memory (Hopfield network).

The mathematical level of the course is mixed. There are some lectures that require almost no math and others that require a lot. 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, ...).

Criteria for a certificate for the tutorial are an active participation, in particular presentation of selected exercises, and at least 50% in the final exam.

This course can be given in English upon request. Course material (lecture notes and exercise sheets) will be in English in any case.


Lecture and Tutorial

# date Topic (course material)
1 2011-04-05 Introduction
2 2011-04-12 Hebbian Learning
3 2011-04-19 Visual Receptive Fields 1 (physiology, simple cell models)
4 2011-04-26 Visual Receptive Fields 2 (complex cell models, SFA)
5 2011-05-10 Neural Fields
6 2011-05-17 Neural Map Formation (physiology, models)
7 2011-05-24 From Neural Dynamics to Constrained Optimization 1
8 2011-05-31 From Neural Dynamics to Constrained Optimization 2
9 2011-06-07 Visual Invariances
10 2011-06-21 Hippocampus
Optimization - Analytical Methods 1
11 2011-06-28 Optimization - Analytical Methods 2
12 2011-07-05 SFA Theory of Grid Cell Formation 1
13 2011-07-12 SFA Theory of Grid Cell Formation 2

Laurenz Wiskott, http://www.ini.rub.de/PEOPLE/wiskott/