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In this worksession, we’ll try to explore the possibilities of machine learning and artificial intelligence and try to find answers to unsolved questions. Which sensors and machine learning models can help us to increase safety and comfort for our future customers? How can we use machine learning and user data to reduce the setup time of a shared mobility car? How do the use cases change between private ownership of the car compared to shared mobility concepts and what requirements do come with fully self-driving cars with respect to in-cabin surveillance to ensure highest comfort and safety for all our passengers?