PyCon & pyData Berlin

Python Software Verband e.V.

In Berlin

Bei der PyCon & pyData Berlin warten mehr als 100 Talks und Hands-on-Sessions rund um PyData (Künstliche Intelligenz, Machine Learning ...) und Python (Programmierung, DevOps, Web, Django ...).

inovexler Florian ist ebenfalls mit einem Talk dabei:

„Are you sure about that?! Uncertainty Quantification in AI“

Dr. Florian Wilhelm | 10.10.2019 | 10:00 Uhr | Saal 6

With the advent of Deep Learning (DL), the field of AI made a giant leap forward and it is nowadays applied in many industrial use-cases. Especially critical systems like autonomous driving, require that DL methods not only produce a prediction but also state the certainty about the prediction in order to assess risks and failure.

In my talk, I will give an introduction to different kinds of uncertainty, i.e. epistemic and aleatoric. To have a baseline for comparison, the classical method of Gaussian Processes for regression problems is presented. I then elaborate on different DL methods for uncertainty quantification like Quantile Regression, Monte-Carlo Dropout, and Deep Ensembles. The talk is concluded with a comparison of these techniques to Gaussian Processes and the current state of the art.

Infos und Anmeldung:

Veranstaltungsort: KOSMOS Berlin, Karl-Marx-Allee 131a, 10243 Berlin

Hier geht's zur Website der PyCon & pyData Berlin.

Hier geht's direkt zu den Tickets.



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Jörg Ruckelshauß


Jörg Ruckelshauß

Head of Marketing & Communications

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