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We are seeking a highly motivated candidate to work on cutting-edge research in the field of security and privacy of edge AI. The successful candidate will work in the Complex Cyber Infrastructure group (Research groups - Informatics Institute - University of Amsterdam (uva.nl), under supervision of Dr. Zoltan Mann.
Edge AI refers to the deployment of artificial intelligence (AI), and especially machine learning (ML) applications to a large number of geographically distributed devices with limited computational capabilities (edge devices). This way, large amounts of data produced at the network edge can be processed locally, without the need to send the data to distant data centers. Edge AI has many important applications in various domains, including manufacturing, healthcare, and smart cities.
Existing ML approaches are associated with considerable security and privacy challenges. In recent years, several successful attacks on ML systems have been demonstrated, in which attackers were able to mislead ML systems or to gain access to confidential training data. Given the potentially devastating consequences of such attacks, this has led to great interest in secure and privacy-preserving ML approaches.
Ensuring security and privacy of ML is especially challenging in the edge AI setting, because edge devices are usually resource-constrained, highly distributed, heterogeneous, and prone to attacks. Applying recently proposed solutions for secure and privacy-preserving ML (for example, based on homomorphic encryption or differential privacy) in the context of edge AI is difficult, for example because of limitations of computing power and energy consumption.
Thus, there is a need for research on secure and privacy-preserving ML that takes into account the specific properties and limitations inherent in edge AI.
What are you going to do
You are expected to:
What do we require
Our offer
A temporary contract for 38 hours per week for the duration of four years (the initial contract will be for a period of 18 months and after satisfactory evaluation it will be extended to a total duration of four years). This should lead to a dissertation (PhD thesis). We will draft an educational plan that includes attendance of courses and (international) meetings. We also expect you to assist in teaching undergraduates and master students.
Based on a full-time appointment (38 hours per week) the gross monthly salary will range from €2.434 in the first year to €3.111 in the last year exclusive 8 % holiday allowance and 8.3 % end-of-year bonus. A favourable tax agreement, the ‘30% ruling’, may apply to non-Dutch applicants. The Collective Labour Agreement of Dutch Universities is applicable.
Are you curious about our extensive package of secondary employment benefits like our excellent opportunities for study and development? Take a look here.
With over 6,000 employees, 30,000 students and a budget of more than 600 million euros, the University of Amsterdam (UvA) is an intellectual hub within the Netherlands. Teaching and research at the UvA are conducted within seven faculties: Humanities, Social and Behavioural Sciences, Economics and Business, Law, Science, Medicine and Dentistry. Housed on four city campuses in or near the heart of Amsterdam, where disciplines come together and interact, the faculties have close links with thousands of researchers and hundreds of institutions at home and abroad.
The UvA’s students and employees are independent thinkers, competent rebels who dare to question dogmas and aren’t satisfied with easy answers and standard solutions. To work at the UvA is to work in an independent, creative, innovative and international climate characterised by an open atmosphere and a genuine engagement with the city of Amsterdam and society.
The Faculty of Science has a student body of around 7,000, as well as 1,600 members of staff working in education, research or support services. Researchers and students at the Faculty of Science are fascinated by every aspect of how the world works, be it elementary particles, the birth of the universe or the functioning of the brain.
The mission of the Informatics Institute is to perform curiosity-driven and use-inspired fundamental research in Computer Science. The main research themes are Artificial Intelligence, Computational Science and Systems and Network Engineering. Our research involves complex information systems at large, with a focus on collaborative, data driven, computational and intelligent systems, all with a strong interactive component.
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