Privacy-Preservation in Machine Learning: Threats and Solutions
Guest Lecture at Course *Human-Centered Data Science*, Freie University Berlin, Berlin, Germany
CV
Professional Affiliations
- 09/2019 - current: Researcher
- Department of Secure Systems Engineering, Fraunhofer AISEC, Germany
- Duties included: Working in industrial and academic research projects concerning private machine learning and data protection
- Supervisor: Prof. Dr. Marian Margraf
- 09/2017 - 01/2019: Research Assistant
- Dahlem Center for Machine Learning and Robotics, Freie University Berlin, Germany
- Duties included: Programming tasks in MATLAB and Python, literature research for projects, support writing of scientific papers and funding applications
- Supervisor: Prof. Dr. Tim Landgraf
- 08/2016 - 10/2016: Visiting Undergraduate with DAAD RISE scholarship
- National Chung Cheng University, Chiayi, Taiwan
- Duties included: Implementing neural networks for food image classification
- Supervisor: Prof. Ph.D. Wei-Ta Chu
- 01/2016 - 07/2016: Working Student
- Fraunhofer Institute FOKUS, Berlin, Germany
- Duties included: Implementing scientific demonstrators for predictive maintenance with Apache Spark and Flink
- Supervisor: Prof. Dr. Adrian Paschke
Education
- M.S. in Computer Science, Freie University Berlin (Germany), 2019
- Exchange semester, Eindhoven University of Technology (Netherlands), 2019
- B.S. in Computer Science, Freie University (Germany), 2017
- Research stay, National Chung Cheng University (Taiwan), 2016
Prizes and Honors
- 2020, Forum Junge Spitzenforscher, 3rd prize in the competition for applied science in AI
- 2019-2021, Fraunhofer-Gesellschaft, Talenta Start Scholarship
- 2018, Hasso Plattner Institute, Grace Hopper Travel Scholarship
- 2016, DAAD, RISE Worlwide Research Scholarship
- 2015-2019, Studienstiftung des Deutschen Volkes, Scholarships for Outstanding Students
Talks
Bringing Privacy-Preserving Machine Learning Methods into Real-World Use
Guest Lecture at Course *Usable Privacy and Security*, Freie University Berlin, Berlin, Germany
Privacy-preserving Machine Learning with Differential Privacy
Meetup Invited Talk at ML * Privacy * 2 meetup of the Berlin Machine Learning Meetup Group, Berlin, Germany
The Long and Winding Road of Secure and Private Machine Learning
Meetup Invited Talk at 16th Machine Learning in Healthcare Berlin, Berlin, Germany
50 Shades of Privacy
Science Slam at TWIN UNI Slam Tomsk , Tomsk, Russia