Postdoc in Privacy and Robustness of Machine Learning Algorithms
1 month ago
Department of Computer Science
Faculty of Science
University of Copenhagen
Machine learning algorithms are increasingly being deployed in real-world systems that utilize user data for training or interact directly with individuals—often making decisions that have significant impacts on people's lives. In this context, ensuring the trustworthiness of these systems, particularly concerning privacy, unlearning, and/or robustness, is important. We are seeking a highly motivated postdoctoral researcher to conduct theoretical and/or empirical research on privacy and/or robustness in machine learning.
Potential research topics include:
- Learning-theoretic implications of differential privacy, machine unlearning, or robustness and the relationship between these notions
- Developing statistically and computationally efficient algorithms that incorporate these properties
- Exploring privacy, unlearning, and/or robustness in alternative learning settings such as online, active, semi-supervised, or noisy environments
We highly encourage applicants with fresh ideas and interests beyond these specific topics, but related to the broader description of privacy and robustness, to apply.
The successful candidate will be based at the Department of Computer Science at the University of Copenhagen and will work primarily with Amartya Sanyal. Their main duty will be to conduct novel research in the aforementioned areas, collaborate with other members in the research group, and publish findings in leading venues such as NeurIPS, COLT, ALT, ICML, SODA, FOCS, AISTATS, UAI, SaTML, and ICLR. Additional responsibilities may include collaborating with other research groups internationally and domestically as well as participating in other related duties as needed. Inquiries about the position can be made to Amartya Sanyal ( ).
The position is open from June 2025 or as soon as possible thereafter. An earlier start date can be discussed. The length of the employment is 2 years.
The University wishes our staff to reflect the diversity of society and thus welcomes applications from all qualified candidates regardless of personal background.
Position requirements:
- (Required) PhD degree in computer science, statistics, mathematics, or similar
- (Required) Experience with some aspects of learning theory, differential privacy, or robustness.
- (Required) Basic programming skills in Python.
- (Required) High level of motivation with the ability to conduct independent research by identifying key problems and driving projects to completion.
- (Required) Proven skills in writing high-quality research papers and delivering effective presentations.
- (Optional) Experience in empirical privacy and robustness, training of machine learning models, or the desire to get involved in it.
- (Optional) Familiarity with some aspects of machine unlearning.
Terms of employment:
The position is covered by the Memorandum on Job Structure for Academic Staff. Terms of appointment and payment accord to the agreement between the Ministry of Finance and The Danish Confederation of Professional Associations on Academics in the State. Negotiation for salary supplement is possible.
The application, in English, must be submitted electronically by clicking APPLY NOW below.
Please include:
- Diplomas (Master and PhD degree or equivalent)
- Research plan – description of current and future research plans.
- Separate reprints of 3 particularly relevant papers
The deadline for applications is 15 December 2024 , 23:59 GMT +1.
After the expiry of the deadline for applications, the authorized recruitment manager selects applicants for assessment on the advice of the Interview Committee. Interviews will be held in January 2025.
Part of the International Alliance of Research Universities (IARU), and among Europe’s top-ranking universities, the University of Copenhagen promotes research and teaching of the highest international standard. Rich in tradition and modern in outlook, the University gives students and staff the opportunity to cultivate their talent in an ambitious and informal environment. An effective organisation – with good working conditions and a collaborative work culture – creates the ideal framework for a successful academic career.
InfoEmployment start: 01-06-2025
Working hours: Full time
Contact: University of Copenhagen
-
Three PhD fellowships in Machine Learning
2 months ago
København, Denmark Københavns Universitet Full timeThree PhD fellowships in Machine Learning Department of Computer ScienceFaculty of SCIENCEUniversity of Copenhagen The Department of Computer Science, Machine Learning Section invites applicants for the PhD fellowships in the following projects. The project At least three open positions are being advertised in this call. Each position is detailed below:...
-
København, Denmark Københavns Universitet Full timePostdoc in Machine Learning and Quantum Computing for Health Data Science Department of Computer Science Faculty of Science University of Copenhagen A senior postdoc position (2 years) is available in the group of Professor Anders Krogh. The group focuses on the development of deep generative models, quantum computing, and applications to medical data. We...
-
København, Denmark Københavns Universitet (KU) Full timeDepartment of Computer Science Faculty of Science University of Copenhagen A senior postdoc position (2 years) is available in the group of Professor Anders Krogh. The group focuses on the development of deep generative models, quantum computing, and applications to medical data. We are seeking a postdoc to do research on: Machine learning and quantum...
-
Machine Learning
4 months ago
København, Denmark GlobeSearch Management AS Full timeCompany: Grazper Job location: København K Language: English Application deadline: As soon as possible Reporting to: CTO Compensation Package: Attractive compensation package according to qualifications Position: Machine Learning / AI Scientist JOB DESCRIPTION Grazper is seeking a Machine Learning / AI Scientist to join their team of highly talented...
-
Postdoctoral Researcher in Machine Learning
4 months ago
København, Denmark Københavns Universitet Full timeThe University uses third-party technologies to register user behaviour on the website (statistics) to keep improving our service. The University also uses third-party technologies to promote degree programmes, courses, conferences and exhibitions on websites and social media to show you the most relevant offers. Postdoctoral Researcher in Machine Learning &...
-
Data & Algorithm Developer
1 month ago
København, Denmark The HubDanske Bank Full timeAt Monthio, a growing tech company in the financial industry, we are committed to building innovative solutions that help our clients make confident, data-driven decisions. To do this, we need a talented new colleague who is passionate about data and algorithms to join our team. Role Overview As a Data & Algorithm Developer at Monthio, you’ll play a key...
-
Machine Learning Engineer
1 month ago
København, Denmark Veo group Full timeVeo is a global leader in AI-based sports camera technology. Our innovative, fully automatic camera solution enables sports teams to record matches and training sessions without a camera operator. We’re democratizing the world of sports by granting video analysis for teams on all levels—a privilege that used to be only for the few. More than 40,000 clubs...
-
København, Denmark Københavns Universitet Full timeThe University uses third-party technologies to register user behaviour on the website (statistics) to keep improving our service. The University also uses third-party technologies to promote degree programmes, courses, conferences and exhibitions on websites and social media to show you the most relevant offers. Postdoctoral Fellowship in Bioinformatics,...
-
Machine Learning Student Worker
2 months ago
København, Denmark The HubDanske Bank Full timeVeo is a global leader in AI-based sports camera technology. Our innovative, fully automatic camera solution enables sports teams to record matches and training sessions without a camera operator. We’re democratizing the world of sports by granting video analysis for teams on all levels—a privilege that used to be only for the few. More than 40,000 clubs...
-
Machine Learning Student Worker
2 months ago
København, Denmark Veo Technologies Full timeCopenhagen Builders – AI / Hourly / On-site Veo is a global leader in AI-based sports camera technology. Our innovative, fully automatic camera solution enables sports teams to record matches and training sessions without a camera operator. We’re democratizing the world of sports by granting video analysis for teams on all levels—a privilege that used...
-
København, Denmark Københavns Universitet (KU) Full timeNovo Nordisk Foundation Center for Basic Metabolic Research ,University of Copenhagen We are looking to hire a highly motivated and dynamic Postdoc with a Ph.D. to join the Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Denmark. Candidates should have a strong background in bioinformatics, genomics, multi-omics...
-
København, Denmark Workday Peakon Full timeYour work days are brighter here. At Workday, it all began with a conversation over breakfast. When our founders met at a sunny California diner, they came up with an idea to revolutionize the enterprise software market. And when we began to rise, one thing that really set us apart was our culture. A culture which was driven by our value of putting our...
-
Machine Learning Researcher Quant · Copenhagen
4 months ago
København, Denmark Alipes ApS Full timeImagine working with cutting-edge machine learning models, crunching high frequency data sets and sparring with exceptional and fun colleagues, all while taking part in scaling our business even further. Does this sound highly appealing to you? Then you might be our new Machine Learning Researcher at Alipes Capital. At Alipes Capital, we have been the market...
-
København, Denmark Alipes ApS Full timeImagine working with cutting-edge machine learning models, crunching high frequency data sets and sparring with exceptional and fun colleagues, all while taking part in scaling our business even further. Does this sound highly appealing to you? Then you might be our new Machine Learning (ML) Weather Researcher at Alipes Capital. About the Role Alipes...
-
København, Denmark Københavns Universitet Full timeThe University uses third-party technologies to register user behaviour on the website (statistics) to keep improving our service. The University also uses third-party technologies to promote degree programmes, courses, conferences and exhibitions on websites and social media to show you the most relevant offers. Postdoc in Foundation models for...
-
København, Denmark Københavns Universitet Full timeThe University uses third-party technologies to register user behaviour on the website (statistics) to keep improving our service. The University also uses third-party technologies to promote degree programmes, courses, conferences and exhibitions on websites and social media to show you the most relevant offers. Postdoc in Foundation models for...
-
Postdoc of Data Science
7 months ago
København, Denmark Københavns Universitet Full timeBackground At present, field phenotyping of complex traits associated with biomass development is a labor-intensive process, which often involves destructive measurements. Researchers and breeders are therefore interested in incorporating the use of automated, non-destructive, high-through-put field phenotyping methods into pre-breeding and breeding...
-
Postdoc in Molecular Pharmacology at
4 months ago
København, Denmark Københavns Universitet (KU) Full timeDepartment of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen We are looking for a highly motivated and dynamic postdoc who has a strong profile within molecular pharmacology of G protein-coupled receptors (GPCRs) for a 3-year position commencing December 1st, 2024, or as soon as possible thereafter. The...
-
København, Denmark Fiskeritidende Full timeAre you interested in the computational dimensions of AI and can you help build the next generations of AI systems?DTU Compute’s Section for Cognitive Systems has an opening for an Associate Professor in Machine Learning Operations (MLOps).Excellent candidates with experience in MLOps are encouraged to apply. Being affiliated with DTU Compute you will be...
-
København, Denmark Københavns Universitet Full timePostdoc of High resolution biomass mapping using PlanetScope Recent advances in satellite sensors enable the mapping of vegetation properties at both high spatial and temporal resolution. In particular, the PlanetScope constellation can be utilized to map tree canopy cover, tree height, and tree biomass at large scale. The postdoc’s duties will be to...
