Postdoc: ML for Biomedical EHR Analytics

University of Florida; Gainesville (FL); In loco; USD 61.000 - 64.000; Tempo pieno

Descrizione del lavoro

University of Florida in Gainesville is seeking a Postdoctoral Researcher to develop AI/ML methods for leveraging EHR data and applying them to biomedical problems. You will implement methods into research software and collaborate with informaticists, programmers, statisticians, and clinicians.

The candidate will lead study design and reporting, contribute to publications, and work on data processing and software development in a multidisciplinary team.

Competenze

• Ph.D. in biomedical informatics, computer science, information science, data science, (bio)-statistics, (applied) mathematics, physics, or related STEM fields.
• Strong programming and data analysis skills (e.g., Python, R).
• Solid understanding of machine learning, deep learning, and data modeling techniques.

Mansioni

• Develop methods and tools to effectively use electronic health record (EHR) data; apply AI/ML methods to solve critical clinical and biomedical problems.
• Implement methods into software that meets research needs, manage and update source codes as needed. Work in an interdisciplinary team of informaticists, programmers, information quality experts, statisticians, and researchers during software development.
• Lead and participate in the design, implementation, and reporting of research and evaluation studies. Contributions to scientific reports, conference papers, journal articles, and grant proposals are expected, including documentation of method, presentation of data, and participation in interpretation of results.
• Lead and participate in collaborative projects and contribute to data processing, software development, and other collaborative efforts.

Conoscenze

Python

R

Machine learning

Deep learning

Data modeling

EHR data

Formazione

Ph.D. in Biomedical Informatics/CS/IS/DS/Statistics/Applied Math/Physics

Strumenti

PyTorch

Scikit‑Learn

TensorFlow

Pandas

NumPy

SciPy

GNN

CNN

Descrizione del lavoro

University of Florida in Gainesville is seeking a Postdoctoral Researcher to develop AI/ML methods for leveraging EHR data and applying them to biomedical problems. You will implement methods into research software and collaborate with informaticists, programmers, statisticians, and clinicians.

The candidate will lead study design and reporting, contribute to publications, and work on data processing and software development in a multidisciplinary team.