Postdoctoral Fellow: Machine Learning in Digital Pathology

Johns Hopkins University

Baltimore (MD)

On-site

USD 63,000 - 77,000

Full time

4 days ago
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Job summary

The Johns Hopkins University School of Medicine invites a postdoctoral fellow with expertise in machine learning, computer vision, and image analysis to join a multidisciplinary research program focused on digital pathology and cancer research.

The fellow will develop novel algorithms for whole-slide image analysis, collaborate with pathologists and clinical investigators, and contribute to translational projects that may yield quantitative biomarkers and clinically meaningful AI approaches for

Qualifications

  • PhD in ML/CS/Computational Biology or related field.
  • Strong ML/deep learning background with hands-on model training.
  • Experience with image classification/segmentation in pathology.
  • Proficient in Python.
  • Experience with WSI handling and gigapixel images.

Responsibilities

  • Develop, implement, and validate machine learning models for image analysis.
  • Design computational pipelines for processing and analyzing digital pathology datasets.
  • Perform image segmentation, feature extraction, classification, and spatial analysis.
  • Develop reproducible computational workflows for large-scale image analysis.
  • Collaborate closely with pathologists to translate questions into computational approaches.
  • Analyze and interpret complex imaging and clinical datasets.
  • Contribute to manuscript preparation, grant applications, and presentations.
  • Mentor graduate students and research staff as appropriate.

Skills

Python
Deep learning
Image analysis
Research collaboration

Education

PhD in Machine Learning, Computer Science, Computational Biology, or a closely related field

Tools

OpenSlide
QuPath
ASAP
PyTorch
TensorFlow

Job description

The Johns Hopkins University School of Medicine invites a postdoctoral fellow with expertise in machine learning, computer vision, and image analysis to join a multidisciplinary research program focused on digital pathology and cancer research.

The fellow will develop novel algorithms for whole-slide image analysis, collaborate with pathologists and clinical investigators, and contribute to translational projects that may yield quantitative biomarkers and clinically meaningful AI approaches for

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