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Post Doctoral Associate

UMass Med School • Worcester, MA, United States • $200k - $250k / year • 2w ago

Minimum Salary

US-MA-Worcester

Job Location

1 year ago(10/27/2023 11:30 AM)

Requisition Number

2023-42997

# of Openings

1

Posted Date

Day

Shift

Exempt

Exempt/Non-Exempt Status

Non Union Position-W63-Residents/Post Docs

Overview

We are recruiting a postdoctoral researcher with a focus on artificial intelligence (AI) for health informatics. The successful applicant will have a Ph.D. in biomedical informatics, computer science or a related field. Working experience with electronic health records (EHRs) data, machine learning (deep learning), and natural language processing (NLP) are preferred. This position will work under the guidance of and in collaboration with Dr. Feifan Liu in data mining using EHRs, machine (deep) learning modeling, software package development, scientific paper writing and presenting at national/international conferences. In addition, the incumbent will participate in analysis and reporting projects through data summarization and visualization, and contributions to analysis, modeling and interpretation of results. Research topics include but not limited to:

Data transformation and management

Multi-modal learning and fusion of EHR data for classificationDeep representation learning of tabular data and textual dataLongitudinal modeling for clinical risk predictionTime series analysis and representationPrototype development and data visualization

Qualifications

Ph.D. in computer science, data science or a related field
Working knowledge and experience in popular deep learning models (e.g., LSTM, CNN, Resnet, Transformer)
Solid programming skills in Python, Java or C++, familiar with one deep learning platform (e.g., pytorch, tensorflow)
Experience in Unix/Linux environment and SQL queries
Self-motivated, results oriented, and able to meet deadlines
Excellent formal and interpersonal communication skills

Application Instructions

Applicants should send an application package including three names of reference, a letter of interest and an updated CV to Feifan Liu PhD Assistant Professor at Feifan.Liu@umassmed.edu

Responsibilities

See Additional Information

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