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About University of Miami
The University of Miami is a private research university in Coral Gables, Florida, known for programs in business, law, medicine, marine science, and the arts. Industry: Higher Education & Research
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Post Doctoral Associate Full Time (Ophthalmology Department) serves as a research role within the Ophthalmology Department, specifically focusing on Computational Ophthalmology. The individual will conduct scientific research, prepare technical papers for publication, and develop advanced analytical models to support strategic decisions. Day-to-day responsibilities include developing machine learning and data mining models such as deep convolutional neural networks, Transformers, large language models, Vision Language Models, and Retrieval Augmented Generation models. The role involves analyzing electronic health record data and retinal imaging—including fundus photographs, optical coherence tomography, and genetic data—to improve the screening and diagnosis of major eye diseases like glaucoma and macular degeneration. Required technical skills include programming in Python and R, utilizing frameworks like TensorFlow, PyTorch, scikit-learn, and Keras, alongside expertise in manifold learning, unsupervised clustering, and genomic data analysis to solve complex clinical problems.