PhD in Machine Learning for MedicalWearable Data
vor 3 Wochen
Research Group for Data Science in Diabetes Care
Start of employment: as soon as possible
Duration: 3 years with the possibility to extend by 1 year
The research group for Data Science in Diabetes Care (led by Prof. Dr. Lisa Koch) is offering a PhD position in machine learning for medical wearable data analysis.
Keywords: medical AI, wearable data, deep learning, foundation models, self-supervised learning, cardiovascular risk
The goal of this project is to develop deep learning methods to analyse wearable signals. The project will focus on both method development and clinical application. In the methodological part, the candidate will develop ML techniques to learn from large-scale wearable datasets (continuous glucose monitoring devices and smartwatches), with a specific focus on the development of foundation models and self-supervised pre-training. In the application part, the candidate will use the developed techniques to train specialised models for wearable-based cardiovascular risk factor prediction. In this task, the candidate will benefit from regular interaction with clinical experts from the Insel University Hospital Bern involved in the project. Requirements We are looking for an ambitious and highly motivated PhD candidate with a keen interest in doing machine learning research in the healthcare space. You should hold a Masters degree in a quantitative discipline such as computer science, machine learning, statistics, biomedical or electrical engineering, or similar. You have solid knowledge of machine learning and strong programming skills in Python. Ideally, you already have some experience with deep learning. Experience processing time-series or wearable data is a plus.
Beyond technical skills, you communicate clearly in both verbal and written settings. You work well independently but act as a team player. You are self-driven, curious and excited to do good science. About us We are a recently established research lab with a strong focus on AI for medicine. We are uniquely positioned at the intersection of the machine learning/engineering and medical research communities in Bern.
The candidate will be supervised by Prof. Lisa Koch and embedded in the research group for data science in diabetes care. The group is affiliated with the Medical Faculty of the University of Bern, in particular the University Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism (UDEM), and has close links to the Center for Artificial Intelligence in Medicine (CAIM). Application and contact Prof. Dr. Lisa Koch, lisa.koch@unibe.ch Applications should include a CV, your transcripts, and a motivation letter – let us know why you are excited about this opportunity. Members of underrepresented groups are particularly encouraged to apply – we value diversity and are excited to receive your application Please send your application as a single pdf to lisa.koch@unibe.ch. The application deadline is 30 June 2024, but applications will be continuously evaluated.
-
PhD in Machine Learning for MedicalWearable Data
Vor 3 Tagen
Bern, Schweiz Universität Bern VollzeitResearch Group for Data Science in Diabetes Care Start of employment: as soon as possible Duration: 3 years with the possibility to extend by 1 year The research group for Data Science in Diabetes Care (led by Prof. Dr. Lisa Koch) is offering a PhD position in machine learning for medical wearable data analysis. Keywords: medical AI, wearable data, deep...
-
Bern, Bern, Schweiz Universität Bern VollzeitPhD in Machine Learning for MedicalWearable Data100 %Research Group for Data Science in Diabetes CareStart of employment: as soon as possibleDuration: 3 years with the possibility to extend by 1 yearThe research group for Data Science in Diabetes Care (led by Prof. Dr. Lisa Koch) is offering a PhD position in machine learning for medical wearable data...
-
Bern, Schweiz Universität Bern VollzeitPhD in Machine Learning for MedicalWearable Data100 % Research Group for Data Science in Diabetes CareStart of employment: as soon as possibleDuration: 3 years with the possibility to extend by 1 year The research group for Data Science in Diabetes Care (led by Prof. Dr. Lisa Koch) is offering a PhD position in machine learning for medical wearable data...
-
Data Scientist
vor 1 Monat
Bern, Schweiz Data Science Jobs VollzeitSie möchten Ihre Expertise im Bereich Machine Learning bzw. Data Science gezielt in einer neuen beruflichen Herausforderung unter Beweis stellen? Sie suchen einen Partner für Ihren nächsten Karriereschritt, der nebst den nötigen Fachkenntnissen auch Zeit für Ihre Jobsuche mitbringt? Dann gehen Sie mit uns den nächsten Schritt! Unsere Business Unit...
-
Phd Student
vor 1 Monat
Bern, Schweiz Universität Bern Universität Bern Vollzeit**PhD student** **to work on** **machine learning and solar/stellar data analysis**: Tasks The PhD student will learn about flares, spectroscopy and spectropolarimetry, data analysis, machine learning, and programming. The length of a PhD is typically 3-4 years. Support for conferences and collaborations, as well as potential telescope observing is...
-
Bern, Schweiz Universität Bern VollzeitInstitution: NCCR PlanetS and Center for Space and Habitability (CSH), Bern Start: Summer / Autumn 2024, negotiable, 4 years We seek qualified candidates for two 4-year PhD positions in exoplanet science in the research group of Prof. Yann Alibert (University of Bern), focusing on the formation, composition and architecture of planetary systems, in...
-
Phd Student
vor 1 Monat
Bern, Schweiz Universität Bern Vollzeitmachine learning and solar/stellar data analysis Tasks The PhD student will learn about flares, spectroscopy and spectropolarimetry, data analysis, machine learning, and programming. The length of a PhD is typically 3-4 years. Support for conferences and collaborations, as well as potential telescope observing is available. **Requirements**: - Knowledge...
-
Junior Machine Learning Expert
Vor 3 Tagen
Bern, Schweiz Universität Bern TeilzeitData Science Lab, University of Bern Start of Employment by arrangement for 18 months with possible extension The main objective of the Data Science Lab (DSL), , is the university-wide research support in Data Science and Research IT-related matters. Facing an increasing demand for Machine Learning support, we are looking for a Junior Machine Learning...
-
Bern, Schweiz Universität Bern VollzeitInstitution: NCCR PlanetS and Center for Space and Habitability (CSH), Bern Start: Summer / Autumn 2024, negotiable, 4 years We seek qualified candidates for two 4-year PhD positions in exoplanet science in the research group of Prof. Yann Alibert (University of Bern), focusing on the formation, composition and architecture of planetary systems, in...
-
Junior Machine Learning Expert
Vor 4 Tagen
Bern, Schweiz Universität Bern VollzeitData Science Lab, University of Bern Start of Employment by arrangement for 18 months with possible extension The main objective of the Data Science Lab (DSL),, is the university-wide research support in Data Science and Research IT-related matters. Facing an increasing demand for Machine Learning support, we are looking for a Junior Machine Learning...
-
Ph.d. Student Positions in Machine Learning for
vor 4 Wochen
Bern, Schweiz Universität Bern Universität Bern Vollzeit**Ph.D. Student Positions in Machine Learning for Next Generation Mobile Networks**: We are looking for several Ph.D. students in two upcoming research projects with international partners. Both projects offer opportunities for international collaboration and research visits. The positions are available from January 1, 2024. The second project is an EU...
-
Data Scientist for Medical Imaging
vor 1 Monat
Bern, Schweiz Universität Bern Universität Bern Vollzeit**Data Scientist for Medical Imaging**: - Experience in data science methods (i.e., machine learning, deep learning) and related python frameworks (torch, sklearn, pandas, numpy). - BS/MS in Computer Science or a related technical field. - Good English language skills. The appointee will pursue the design and development of disruptive delivery solutions...
-
Junior Machine Learning Expert
Vor 4 Tagen
Bern, Schweiz Universität Bern VollzeitData Science Lab, University of Bern Start of Employment by arrangement for 18 months with possible extension Tasks - Project work (60%) - Consulting (20%) - Service maintenance (10%) - Continuing education (10%) **Requirements**: - Professional experience with data analysis, machine learning, software development or signal processing - Experience in...
-
Phd Student
vor 4 Wochen
Bern, Schweiz Universität Bern VollzeitPhD Student (full position) At the Institute of Communication and Media Studies (ikmb) of the University of Bern, a position is available as a PhD Student (full position). The position will be available from July 1st, 2023 (or by appointment) for an initial period of three and half years. It is intended to serve the purpose of scientific...
-
Bern, Bern, Schweiz Kanton Bern VollzeitMedizinbereich Kinder und Jugendliche Abteilung Neuropädiatrie, Entwicklung & Rehabilitation Ihre Herausforderung Die sensorisch-afferente Elektrostimulation ist eine neuere Therapieform, die in der Rehabilitationsmedizin eingesetzt wird. Bei Erwachsenen mit einer Hemiparese ist die Therapiemethode vielversprechend. Bei Kindern mit einer Hemiparese gibt es...
-
Data Scientist for Medical Imaging
vor 1 Monat
Bern, Schweiz Universität Bern VollzeitExperience in data science methods (i.e., machine learning, deep learning) and related python frameworks (torch, sklearn, pandas, numpy). - BS/MS in Computer Science or a related technical field. - Good English language skills. The appointee will pursue the design and development of disruptive delivery solutions for machine learning methods in the medical...
-
Bern, Bern, Schweiz Kanton Bern VollzeitPhD Position in AI for Finance at BFH, Uni Twente, and ECB What you'll be doing hereThis PhD position is part of 19 openings within the MSCA Industrial Doctoral Network on Digital Finance, providing a European-wide doctorate in Digital Finance, with leading institutions such as the European Central Bank.You will work on exciting research and innovation...
-
Bern, Bern, Schweiz Kanton Bern VollzeitPhD Position in Digital Finance at BFH, Uni Twente, and BIS What you'll be doing hereThis PhD position is part of 19 openings within the MSCA Industrial Doctoral Network on Digital Finance, providing a European-wide doctorate in Digital Finance, with leading institutions such as the European Central Bank.You will work on exciting research and innovation...
-
Bern, Schweiz Universitat Bern VollzeitThe Department of Nuclear Medicine at the University of Bern, Switzerland, opens several PhD (including MD/PhD) positions. Candidates from Computer Science, Medicine, Biology, Radiopharmacy, Medical Physics, Biomedical Engineering or related fields who are interested in working in an interdisciplinary team of international scientists and are motivated to...
-
Bern, Bern, Schweiz Universitat Bern VollzeitThe Department of Nuclear Medicine at the University of Bern, Switzerland, opens several PhD (including MD/PhD) positions. Candidates from Computer Science, Medicine, Biology, Radiopharmarmacy, Medical Physics, Biomedical Engineering or related fields who are interested in working in an interdisciplinary team of international scientists and are motivated to...
