Master Thesis Researcher
hace 1 mes
Contribute to Ground-Breaking Improvements in User Experience
Kollmorgen Automation AB is seeking a highly skilled researcher to join our team and work on a master thesis project focused on predictive traffic modeling in Automated Guided Vehicles (AGVs).
About the Project
The goal of this project is to develop novel mechanisms to embed traffic rules into the input data structure, processed by Graph Neural Networks. This will enable the model to handle more complex scenarios and improve the design process for AGV systems.
Responsibilities
- Construct training datasets by modifying real AGV system layouts and augmenting with synthetic data
- Collaborate with domain experts to represent traffic rules in a graph-like data structure
- Experiment with deep learning architectures, focusing on Graph Neural Networks
- Perform model selection and hyperparameter tuning
- Evaluate model robustness and reliability using techniques like K-fold cross-validation
Requirements
- Hold a 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
- Had previous work experience as programmer
- Had experience of Python, including libraries such as numpy, pandas, sklearn and pytorch/tensorflow
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
- 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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