Master Thesis Researcher

hace 4 semanas


Madrid, Madrid, España Kollmorgen Automation AB A tiempo completo
Research Opportunity

We are seeking a highly motivated and skilled researcher to join our team at Kollmorgen Automation AB. As a Master Thesis Researcher, you will have the opportunity to apply Deep Learning to a real-world problem while researching novel representation of graph data.

About the Project

Our project focuses on the application of Graph Neural Networks for predictive traffic modeling in Automated Guided Vehicles. This is a cutting-edge research area that has the potential to accelerate the deployment of automation in intralogistics and contribute to ground-breaking improvements in user experience.

Responsibilities
  • Continue the work of previous master thesis projects, carried out in 2023 and 2024, on Graph Neural Networks for traffic modeling.
  • Develop novel mechanisms to embed traffic rules into the input data structure, i.e. the graph, processed by the Graph Neural Network.
  • Collaborate with domain experts to represent traffic rules in a graph-like data structure.
  • Experiment with deep learning architectures, focusing on Graph Neural Networks.
  • Evaluate model robustness and reliability using techniques like K-fold cross-validation.
Requirements
  • Bachelor Degree in Computer Science, Applied Mathematics or similar.
  • Enrolled in relevant master program such as Algorithms, Engineering Mathematics, Complex Adaptive System or Data Science/AI.
  • Completed courses in Machine Learning and statistics.
  • Previous work experience as programmer.
  • Experience of Python, including libraries such as numpy, pandas, sklearn and pytorch/tensorflow.
  • Experience of research is meritorious.
What We Offer
  • Innovation Days every twelve weeks - a 24-hour event for the whole company to dig deeper, explore new areas and solve problems.
  • Gym at the office filled with machines for strength and fitness that is always open and free to use when you need a break in your thesis work.
  • A bicycle storage and free car parking outside our office.
  • Participate in our events such as monthly breakfast meetings, Day of Caring (every year we take one day to clean the west coast beaches together) etc.
  • Good fair trade coffee (or tea) with fresh milk.
  • Fresh fruit if you get hungry.
Contact Information

If you have any questions about the thesis, you are welcome to contact us.


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