Moritz Knolle

I’m a PhD Candidate at the Chair for Artificial Intelligence in Medicine (TUM) and member of the Konrad Zuse School for Excellence in Reliable AI. Before starting my PhD, I graduated from Imperial College London with an MSc. in Advanced Computing and a BSc. from the University of Sussex.

My research is broadly focused around theoretical and practical aspects of trust and reliability in machine learning (ML) for medicine. I’m particularily interested in:

• understanding why and how neural networks memorise their training data
• improving utility & reliability of differentially private ML
• bias and fairness issues related to the deployment of ML models
• ML for scientific discovery and precision medicine

Interests:

• Differential Privacy
• Fair & Trustworthy ML
• Memorisation in Neural Networks

Education:

• MSc. Advanced Computing, 2022
  Imperial College London
• BSc. Computer Science & AI, 2020
  University of Sussex