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FENS Summer School 2021 - Artificial and natural computations for sensory perception: what is the link?

June 6-12, 2021 in Bertinoro, Italy

Termindetails

Wann

06.06.2021 um 09:00 bis
12.06.2021 um 18:00

Wo

Bertinoro, Italy

Termin übernehmen

Recent advances in machine learning have yielded deep neural network models with impressive performance in artificial perception, based in part on principles established by experimental studies of sensory neuroscience. This is an exciting time for research in this field, as such models provide quantitative theories for the key computations that give rise to perception in biological sensory systems. However, unlike brains, current deep neural network models are often brittle and do not generalize well to new situations. At the same time, many structural and functional aspects of real sensory systems appear to be incompatible with the very simple design of neural networks used in artificial intelligence (AI).

In this school, we will discuss analogies and discrepancies between sensory system computations and artificial intelligence models and how the two fields can interact more to advance each other. A set of international lectures will provide an overview of modern algorithms in artificial intelligence and recent breakthroughs in the neural mechanisms of sensory perception. The students will also learn how to practically implement AI tools, such as deep neural networks, and we will also discuss the ethical context of neuro-inspired computational technologies.

Scientific Chairs
Brice Bathellier
Andrew King
Andreas Tolias

Faculty Members
Matthias Bethge
Michael Brecht
Na Ji
Jennifer Linden
McKenzie Mathis
Alexander Mathis
Josh McDermott
Maneesh Sahani
Edgar Y. Walker
Dan Yamins

Application
Applications closed on 3rd February 2020.
The school was originally schedulded on 7-13 June 2020.

 

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