Germany Job Openings

Fraunhofer-Institut für Integrierte Schaltungen IIS

Master's/Bachelor's Thesis– Predictive Process Monitoring (PPM) with Graph Neural Networks (GNNs)

Nuremberg

PART TIME

October 15, 2024

The Fraunhofer-Gesellschaft (www.fraunhofer.com) currently operates 76 institutes and research institutions throughout Germany and is the world’s leading applied research organization. Around 32 000 employees work with an annual research budget of 3.4 billion euros.

The »Process Intelligence« group of the Fraunhofer IIS analyzes, designs, and optimizes data-driven processes and supports companies with process-related key figures and recommendations for action in decisions related to transport, production, logistics, and health. For this purpose, we use qualitative and quantitative analysis and forecasting methods
from the field of Machine Learning. Our group is part of the Analytics department, which researches in the areas of Analytics, Artificial Intelligence, and mathematical optimization in the context of digitalizing supply and value chains.

You are interested in combining research and practices and would like to develop further in the field of Machine Learning and Process Mining?
Then have a look at our offer!
What you will do
  • You research the latest methods in the areas of Process Mining, Predictive Process Monitoring, and Graph
    Learning
  • You investigate and implement various Graph Neural Networks for Predictive Process Monitoring use cases
  • You compare, interpret, and evaluate the achieved results with each other and with traditional approaches
  • You prepare your findings in engaging presentations for the team
  • You expand our existing software inventory with selected approaches
What you bring to the table
  • You are currently studying Computer Science, Mathematics, Data Science or a related field
  • You have experience in Python (especially ML frameworks like Py Torch, sklearn, etc.)
  • You are interested in Machine Learning (especially Graph Learning) and want to apply this interest to challenging tasks
  • You show initiative and an independent way of working
  • You have excellent English skills (German skills are a bonus)
  • Advantageous: You have worked with Py Torch Geometric before and have a basic understanding of Process Mining
What you can expect
  • Flexible working hours
  • Open and friendly team work
  • Varied tasks with room for creativity
  • Exciting seminars and events
  • Networking with scientists
  • Active contribution in applied research
  • Interesting an innovative projects
We are pleased to offer you the opportunity to write a Bachelor's or Master's thesis in collaboration with us on the abovementioned topic. The awarding and execution of the thesis will follow the rules of the university where you are enrolled. Please consult with a professor of your choice for the supervision of your thesis. If you are studying at the Nuremberg University of Applied Sciences, the Friedrich-Alexander University Erlangen-Nuremberg, or the Ludwig Maximilian University of Munich, we can gladly arrange suitable supervision together. After your studies, you have the option of working with us full or part-time.

We value and promote the diversity of our employees' skills and therefore welcome all applications - regardless of age, gender, nationality, ethnic and social origin, religion, ideology, disability, sexual orientation and identity.
Interested? Apply online now (PDF: cover letter, CV, transcripts).We look forward to getting to know you!
Contact person: Attila Lischka
attila.lischka@iis.fraunhofer.de
Fraunhofer-Institute for Integrated Circuits IIS
www.iis.fraunhofer.de/en
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