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|Email=Nikolai.Polley@kit.edu
 
|Email=Nikolai.Polley@kit.edu
 
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|Info=<br><br>
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Hello, I am a research assosciate at ATKS and supervisor of the lectures "Machine Learning 1 - Fundamentals" and "Machine Learning 2 - Advanced Methods". Until 2021, I studied Computer Science at KIT with a focus in machine learning. <br>
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My research focuses on the use of Deep Learning to predict the behavior of traffic participants. I use Transformer- and graph neural networks to predict trajectories and then research possible Interactions and cooperative behavior. The goal is to predict the reaction of human traffic participants towards a planned trajectory of an autonomous vehicle.
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=== Open Bachelor/Master Theses and Hiwi Positions===
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Are you interested in finding a HIWI-Job and/or a BA-/MA-Thesis? Just send me an Email and we can discuss further details. The following list is not necessarily complete. If you are interested in the topic of trajectory prediction but no open topic is of interest to you, contact me and we can find a suitable topic together.
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<li>[https://aifb.kit.edu/web/Thema4959 &#091;Bachelor/Master&#093; &#124; Detecting Cooperative Driving in Deep Neural Network Architectures] </li>
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<li>&#091;HiWi&#093; &#124; Supporting the lectures "Machine Learning 1 + 2". Also working on detecting cooperative driving with deep neural networks</li>
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|Publikationen anzeigen=Nein
 
|Publikationen anzeigen=Nein
 
|Vorträge anzeigen=Nein
 
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|Organisation=AIFB, KIT
 
|Organisation=AIFB, KIT
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|Abschlussarbeiten anzeigen=Ja
 
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{{Forschungsgebiet Auswahl
 
{{Forschungsgebiet Auswahl
 
|Forschungsgebiet=Maschinelles Lernen
 
|Forschungsgebiet=Maschinelles Lernen
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{{Forschungsgebiet Auswahl
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|Forschungsgebiet=Deep Learning
 
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Version vom 21. Oktober 2022, 13:09 Uhr

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Hello, I am a research assosciate at ATKS and supervisor of the lectures "Machine Learning 1 - Fundamentals" and "Machine Learning 2 - Advanced Methods". Until 2021, I studied Computer Science at KIT with a focus in machine learning.
My research focuses on the use of Deep Learning to predict the behavior of traffic participants. I use Transformer- and graph neural networks to predict trajectories and then research possible Interactions and cooperative behavior. The goal is to predict the reaction of human traffic participants towards a planned trajectory of an autonomous vehicle.

Open Bachelor/Master Theses and Hiwi Positions

Are you interested in finding a HIWI-Job and/or a BA-/MA-Thesis? Just send me an Email and we can discuss further details. The following list is not necessarily complete. If you are interested in the topic of trajectory prediction but no open topic is of interest to you, contact me and we can find a suitable topic together.




Abschlussarbeiten
Abschlussarbeiten







Forschungsgebiete
Maschinelles Lernen, Deep Learning