Jobs · Analyst · Florida

Post Doctoral Associate Full Time (Ophthalmology Department) Bascom Palmer Eye InstituteMiami, FL

University of Miami · Miami, FL · 1 mo ago
AnalystFull-time

Core Job Functions

  • Conducts research on specific areas of study as assigned.
  • Publishes research reports and technical papers.
  • Investigates the feasibility of applying a wide variety of scientific principles and theories.
  • Maintains substantial knowledge of state-of-the-art principles and theories.
  • Develops advanced analytical models and systems and provides solutions and analyses to support strategic and tactical decisions.
  • Adheres to University and unit-level policies and procedures and safeguards University assets.

Core Qualifications

  • Education: Doctorate degree PhD required.
  • Certification and Licensing: Refer to department description for applicable certification requirements in the Department Addendum, Requirements/Specifics.
  • Knowledge, Skills and Abilities: Learning Agility: Ability to learn new procedures, technologies, and protocols, and adapt to changing priorities and work demands.
    Teamwork: Ability to work collaboratively with others and contribute to a team environment.
    Technical Proficiency: Skilled in using office software, technology, and relevant computer applications.
    Communication: Strong and clear written and verbal communication skills for interacting with colleagues and stakeholders.

Department Addendum

  • This is a research position in the Department of Ophthalmology under the supervision of Dr. Siamak Yousefi.
  • The Post-Doctoral Associate performs scientific research and studies, preferably in Computational Ophthalmology.
  • Conducts research on specific areas of study as assigned.
  • Publishes research reports and technical papers.
  • Investigates the feasibility of applying a wide variety of scientific principles and theories.
  • Maintains substantial knowledge of state-of-the-art principles and theories.
  • Develops advanced analytical models and systems and provides solutions and analyses to support strategic and tactical decisions.
  • Adheres to University and unit-level policies and procedures and safeguards University assets.
  • Develop various machine learning and data mining models including deep convolutional neural networks (CNNs), Transformers, large language models (LLMs), and Vision Language Models (VLMs)
  • Develop Retrieval Augmented Generation (RAG) models and agentic AI
  • Develop manifold learning (e.g., tSNE and UMAP) and unsupervised clustering to identify disease phenotypes
  • Analyze electronics health record (EHR) data and retinal imaging including fundus photographs, fundus autofluorescence, optical coherence tomography (OCT), visual field, full-field electroretinograms (ffERG), and genetic data for automated screening, diagnosis, prognosis, and monitoring of major eye diseases such as glaucoma and other optic neuropathies, age-related macular degeneration, diabetic retinopathy, inherited retinal diseases, and uveitis.
  • Programming in Python and R languages with knowledge of Google Tensorflow, PyTorch, scikit-learn, and Keras or other related deep learning libraries.
  • Genetic and genomic data analysis

Qualifications

  • CORE QUALIFICATIONS:
  • Education: Ph.D. in computer science, computer engineering, data science, or related areas.
  • Certification and Licensing: Not Applicable.
  • Experience: At least two years of experience in AI (could be during PhD studies) At least two years of experience in biomedical data analysis preferably in vision and ophthalmology (could be during PhD studies).
  • Knowledge, Skills and Attitudes: Skills in collecting, organizing, and analyzing EHR and imaging data.Ability to recognize, analyze, and solve a variety of problems.Ability to exercise sound judgment in making critical decisions.Skills and knowledge of working with big datasetsSkills and knowledge of developing emerging AI models including deep CNNs, Transformers, LLMs, VLMs, and Foundation Models.

Benefits

  • The University of Miami offers competitive salaries and a comprehensive benefits package including medical, dental, tuition remission and more.

Schedule

  • Employee Type: Staff.

Pay

  • The University of Miami offers competitive salaries and a comprehensive benefits package including medical, dental, tuition remission and more.

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