Postdoctoral Fellow - Radiation Physics - Research

at  MD Anderson Cancer Center

Houston, TX 77030, USA -

Start DateExpiry DateSalaryPosted OnExperienceSkillsTelecommuteSponsor Visa
Immediate23 Oct, 2024USD 68604 Annual24 Jul, 2024N/ANatural Language Processing,Annotation,Machine Learning,Data Analysis,Computer Vision,Data Processing,Research,Opencv,Information Science,Communication Skills,Artificial Intelligence,Presentations,Scikit Learn,Data Cleaning,Computer ScienceNoNo
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Description:

The MD Anderson Proton Therapy Center seeks a highly motivated postdoctoral fellow to join our team and conduct cancer-related research at the University of Texas MD Anderson Cancer Center. This position will focus on NIH-funded basic research to enhance patient survival rates using advanced pathology and radiology imaging for various types of cancer.
The Postdoctoral Fellow will analyze and process radiation and pathology images; develop and translate state-of-the-art Deep Learning/Machine Learning methods into real clinical applications; improve and accelerate existing DL/ML methods on High-Performance Computer systems; and develop and enhance computational tools. The candidate is expected to work independently on advancing tumor registration, segmentation, dose distribution prediction, automated treatment planning, and other tasks.

ELIGIBILITY REQUIREMENTS

  1. Ph.D. Degree in Computer Science or related field focusing on data analysis, information science, high-performance computing, computer vision, machine learning, or artificial intelligence.
  2. Strong background in computer vision, machine learning, data cleaning, data analysis, data processing, or HPC systems.
  3. Demonstrated experience driving research in and applying Computer Vision techniques (e.g., Transformers, CNNs, RNNs, GANs) is required.
  4. Proven expertise in modern image analysis techniques (e.g., foundation models, transformers, self-supervised learning) is required.
  5. Hands-on experience in ML techniques, algorithms, off-the-shelf packages such as OpenCV, SciKit-Learn, and Pytorch, and development environments (Liunx).
  6. Experience with large-scale dataset collection, annotation, and curation.
  7. Experience with HPC systems.
  8. Background in natural language processing.
  9. Strong written and oral communication skills, including developing and delivering presentations, proposals, and technical documents.
  10. Strong ability to work both independently and in a team environment.

Responsibilities:

Please refer the Job description for details


REQUIREMENT SUMMARY

Min:N/AMax:5.0 year(s)

Hospital/Health Care

Pharma / Biotech / Healthcare / Medical / R&D

Health Care

Graduate

Computer Science

Proficient

1

Houston, TX 77030, USA