U

University of Southern California

Research university in Los Angeles, CA

Research Engineer

Full-Time
$89.3k - $99k/yr
Mid
Master's, PhD
Marina Del Rey, CA, USA
In Person
AI & Machine LearningAI Research

About the job

Requirements
  • A master's degree in Electrical Engineering, Biomedical Engineering, Computer Science, or Data Science, and at least 3 years of neuroimaging experience.
  • Strong understanding of machine learning, deep learning for biomedical imaging, computer vision, generative artificial intelligence, ensemble integration of artificial intelligence methods, statistics, and image processing.
  • Experience working with large-scale neuroimaging and genetics data.
  • Oral and written communication ability demonstrated through contributions to scientific conferences and related presentations.
  • Experience designing, developing, and maintaining pipelines and tools using machine learning and deep learning for neuroimaging applications.
  • Knowledge of data visualization and data analytics tools and libraries.
  • Experience in a laboratory setting conducting scientific research.
  • Ability to communicate technical information to non-technical audiences.
Responsibilities
  • Assist with projects on neurodegenerative disorders by processing and analyzing data and applying machine learning, generative artificial intelligence, and ensemble integration methods to datasets.
  • Create data visualizations to support interpretability of models.
  • Submit abstracts and papers to conferences and assist in preparing manuscripts.
  • Design, develop, and test materials and prototypes for research projects.
  • Investigate the feasibility of applying scientific principles and concepts to potential inventions and projects.
  • Analyze and present data as appropriate and make decisions to further experiment goals.
  • Work with large-scale databases to identify and provide trajectories of brain decline.
  • Thoroughly document methods publicly on GitHub.
  • Train coworkers in the methodologies.
  • Work within the scope of funded projects, including brain mapping in aging and Alzheimer's disease.
  • Supervise assigned student workers to complete a project.
Desired Qualifications
  • At least 5 years of experience applying artificial intelligence in neuroimaging.
  • Experience working on projects related to brain aging to predict brain structure as a function of sociodemographic and genetic factors.
  • Experience building raw or segmented magnetic resonance image quality assessment tools using machine learning and deep learning.
  • Experience generating synthetic data with generative models to harmonize imaging data from multiple sources or sites using deep generative networks.
  • Knowledge of machine-learning models for classification and regression; deep learning networks such as convolutional neural networks, recurrent neural networks, and autoencoders; and generative models such as generative adversarial networks, diffusion models, and vision transformers.
  • Experience writing and distributing code in Python, R, MATLAB, C, C++, or similar languages.
  • Experience with machine-learning frameworks such as PyTorch, TensorFlow, and Keras.
  • Contributions to ISBI, ISMRM, OHBM, MICCAI, SIPAIM, EMBC, or other artificial intelligence in medical imaging and related conferences.
  • A doctorate is preferred.
  • At least 5 years of experience is preferred.
  • Proven experience achieving results in a scientific research environment.
  • A deep knowledge base in a specific field.

About the company

U

University of Southern California

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The University of Southern California is a private research university with academic programs across the arts, sciences, business, engineering, law, health, and other professional fields.

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