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16 Weeks ago

Staff Data Scientist - Medical Imaging

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Information Technology
ConcertAI

Overview

Work Experience

REQUIRED:

  • ability to learn
  • problem solving
  • Extensive experience with various medical imaging techniques such as MRI, CT, X-ray, ultrasound, PET/CT
  • Experience with medical imaging software and tools for image acquisition, processing, and analysis
  • Experience in applying machine learning techniques to medical image analysis tasks
  • Knowledge of deep learning architectures commonly used in medical imaging (e.g., CNNs for image classification, segmentation)
  • Ability to develop and implement algorithms for medical image analysis
  • Understanding of DICOM standards and medical imaging file formats
  • Experience in curating, managing, analyzing, and interpreting biomedical images
  • Proficiency in image segmentation, registration, and feature extraction techniques
  • Familiarity with image visualization tools and advanced visualization software
  • Knowledge of image enhancement and artifact compensation methods
  • Familiarity with medical terminology and clinical workflows
  • Experience in quantitative image analysis techniques, including feature extraction, segmentation, registration, and classification
  • Experience in researching and experimenting with new techniques for medical image analysis
  • Ability to prototype new algorithms and methods for visualization and management of medical imaging data

    SUGGESTED:

  • 6+ years of medical imaging data analysis experience
  • 6+ years of deep learning and machine learning application experience
    • Comprehensive knowledge of anatomy as visible in medical images
    • Advanced knowledge of 3D image reconstruction and multidimensional data integration
    • Mastery of programming languages used in medical imaging analysis and ability to optimize code for performance and scalability
    • Expertise in handling large-scale medical imaging datasets and developing data pipelines for efficient processing
    • Proficiency in image segmentation, registration, and feature extraction techniques
    • Experience with medical imaging software and tools for image acquisition, processing, and analysis
    • Extensive experience in developing and implementing cutting-edge deep learning algorithms for medical image analysis, including CNNs, RNNs, and hybrid methods
    • Proficiency in advanced machine learning techniques, including self-supervised and weakly-supervised learning approaches
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