Post-Doctoral Associate - Computational Health Sciences Division
About the Job
Overview
Department of Surgery (DOS, https://med.umn.edu/surgery) at the University of Minnesota is seeking two postdoctoral research associates to join a team working on multiple research projects in the field of health data science, artificial intelligence and natural language process, computer vision in the Division of Health Data Science (HDS) at the DOS. The position is an annually renewable professional academic appointment.
Duties/Responsibilities:
- Risk predictive model for clinical outcomes
- casual representation learning for real-world data
- deep learning interpretation, fairness and robustness
- Regularly conduct computational experiments to execute algorithms on various health and biomedical informatics projects
- Assist with new project development including literature review, study design.
- Work under general supervision but usually is given the latitude to make decision on projects that s/he is accountable for delivering on; decisions may involve an approach from among alternatives, determining how to best use available resources
- Design and/or implement AI methods, summarize findings, and generate study results for research topics
- Write, edit or critique technical reports and/or publications describing research results to sponsors or funders of the research,
- Communicate and present analytical results to researchers, faculty, and other academic professionals in associated fields of expertise (spoken presentations, poster or written work summaries for display, panels, and other formats).
Qualifications
Required Qualifications:
- A Ph.D. degree in Biomedical/Health Informatics, Computer Science, Information Science, Computational Linguistics, Data Science, Artificial Intelligence, or a related technical field.
- Strong programming skills in Python, Java, etc.
- Expertise in machine learning, neural networks, and deep learning
- Excellent writing and communication skills
- Highly motivated, ability to identify potential problems and develop solutions.
- Ability to function well in a fast-paced research environment, set priorities to accomplish multiple tasks within deadlines, and adapt to ever changing needs
Preferred Qualifications:
- Research experience in natural language processing on biomedical and/or clinical texts, computer vision on medical images, causal inference, predictive modeling on longitudinal data.
- Expertise in transformers, reinforcement learning, transfer learning
- Experience with leading projects within a research team
- Working knowledge of modern web service and/or software implementation
- Ability to work collaboratively with a diverse group of research scientists with
About the Department
About the Program
Division of Health Data Science in DOS is a newly created division which focuses on development of novel data science methods to analyze biomedical big data for advancing health care. The Natural Language Processing / Information Extraction (NLP/IE) Program (https://healthinformatics.umn.edu/natural-language-processing) at the Institute for Health informatics is a team of investigators, postdoctoral researchers, programmers, and students who work together on NLP for a variety of clinical and biomedical tasks.
About the Department
Committed to innovation and diversity, the Medical School educates physicians, scientists, and health professionals; generates knowledge and treatments; and cares for patients and communities with compassion and respect. We value excellence, inclusiveness, collaboration, and discovery.
To learn more about the Department of Surgery, please visit: https://med.umn.edu/surgery
Pay and Benefits
Pay Range: Minimum $61,008; depending on education/qualifications/experience
Please visit the Benefits for Postdoctoral Candidates website for more information regarding benefit eligibility.
- Competitive wages, paid holidays, and generous time off
- Continuous learning opportunities through professional training
- Medical, dental, and pharmacy plans
- Healthcare and dependent care flexible spending accounts
- University HSA contributions
- Disability and life insurance
- Employee wellbeing program
- Financial counseling services
- Employee Assistance Program with eight sessions of counseling at no cost
How To Apply
Applications must be submitted online. To be considered for this position, please click the Apply button and follow the instructions. You will be given the opportunity to complete an online application for the position and attach a cover letter and resume.
Additional documents may be attached after application by accessing your "My Job Applications" page and uploading documents in the "My Cover Letters and Attachments" section.
To request an accommodation during the application process, please e-mail employ@umn.edu or call (612) 624-8647.
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