Postdoctoral Scholar in Deep Learning & Medical Imaging Position

Key Skills

Aartificial intelligence, C++, Caffe, Deep Learning, Keras software library, Machine learning techniques, MATLAB Programming, NumPy, OpenCV, Pandas, Post silicon validation, Python Programming, Scikit-learn, Statistics, TensorFlow, Theano

Job Description

The computational medicine lab led by Dr. Pratik Shah at UCI invites applications for a Postdoctoral Scholar position from outstanding Ph.D., MD or foreign equivalent applicants with strong academic computer science and informatics research backgrounds.

The lab is interested in developing novel AI-based medical imaging technology for digital biopsies. Recent research studies were published in Cell Reports Methods, Nature Digital Medicine, Cell press, IEEE machine learning conferences, Journal of American Medical Association, and Proceedings of National Academies of Science Engineering and Medicine workshops. Visit our websites for more information about the lab: https://faculty.sites.uci.edu/pratikshahlab/; https://www.pratiks.info/publications/all/

Applicants experienced in solving critical challenges in medical data validation methods, training AI models for enabling diagnostic tests, their replicability, and proof of their clinical utility will be given preference. The scholar will be trained to develop and interpret generative deep neural networks (DNNs) for automating tissue-based analyses, interrogating basic biological features and proximity relationships between tissue constituents for digital biopsies. Responsibilities include managing, processing and visualizing high-parameter medical images (e.g., pathology, MRI, CT, RGB etc.), associated clinical labels, and molecular profiles for training, validation, and interpretations of interpretable DNNs. Opportunities to publish in leading biomedical journals and machine learning conferences, networking with government funding agencies, industry partners, foundations, and academic experts. Training in fellowship writing, teaching/mentoring, oral presentations and review of manuscripts will be provided.

Substantive inquiries about the position should be directed to:

Pratik Shah PhD

Assistant Professor of Pathology and Laboratory Medicine

UC Irvine, School of Medicine

pratik.shah@uci.edu

Interested candidates should complete the application profile and provide a CV, cover letter including career motivation and why you are interested in joining the lab and an Inclusive Excellence Activities Statement. Guidance for Writing Inclusive Excellence Activities Statement – Academic Personnel (uci.edu)

Initial appointments are for two years & renewal is based on performance and available support.

Application Procedure - TO APPLY: Please log onto UC Irvine’s RECRUIT located at: https://recruit.ap.uci.edu/JPF08091

Department: https://www.pathology.uci.edu/

QUALIFICATIONS

Basic qualifications

• Appointment as a Postdoctoral Scholar requires a doctoral degree (e.g., Ph.D., MD) or the foreign equivalent in computer science, biomedical engineering or statistics

Preferred qualifications (at time of application)

• In-depth knowledge of theory and applications of computer vision, and statistical machine learning in image processing
• Previous experience in leveraging deep learning libraries (e.g., OpenCV, Theano, Caffe, Keras and TensorFlow) and machine learning datasets and model inference from AlexNet, ImageNet, MNIST, etc.
• Experience in writing software in a team-oriented environment with version control, issue tracking, and code review with Python (Scikit-Learn Numpy, and Pandas), MATLAB and C++
• Track record of writing and publishing research papers in peer-reviewed journals or top machine learning conferences
• Strong analytical and organizational skills; detail-oriented
• Committed to mentoring others

A reasonable estimate for this position is $60,000-$71,952. See Postdoctoral Scholar – Fiscal Year Rates “Off-scale salaries” and other components of pay, i.e., a salary that is higher than the published system-wide salary at the designated rank and step, are offered when necessary to meet competitive conditions.

Department: https://www.pathology.uci.edu//

QUALIFICATIONS

Basic qualifications (required at time of application)

Appointment as a Postdoctoral Scholar requires a doctoral degree (e.g., Ph.D., MD) or the foreign equivalent in computer science, biomedical engineering or statistics

APPLICATION REQUIREMENTS

Document requirements

• Curriculum Vitae - Your most recently updated C.V.
• Cover Letter
• Statement of Research (Optional)
• Inclusive Excellence Activities Statement - Statement addressing how past and/or potential contributions to inclusive excellence will advance UCI's Commitment to Inclusive Excellence. See our guidance for writing an inclusive excellence activities statement.
• Misc / Additional (Optional)

Apply link: https://recruit.ap.uci.edu/JPF08091