Data Science / Programming
- A visualization of the impact of stock market volatility on long-term returns using Monte Carlo simulation
- A web-based tool (and an unshared C command line tool) I built to help ophthalmologists calculate AGIS visual field defect score for glaucoma patients
- Simple web-based calculators for economic and clinical figures of merit to evaluate diagnostic tests
- Poster presentation and published journal articles on the use of different types of word embeddings and their performance on ophthalmology analogies and low vision prognosis prediction
- Poster presentation and published journal article on the use of deep learning / NLP methods applied to electronic medical record text to predict glaucoma progression
- A deep learning model that predicts if a journal article would be published in a top 15 ophthalmology journal using Tensorflow 2 and Keras
- Building an AI powered Metasearch concept that uses an LLM to interpret a user query and kick off searches on Reddit, Wikipedia, Unsplash, a podcast episode search engine, and a Pinecone vector database populated with images I crawled
- Building a personalized newsreader powered by AI that uses a deep learning model to rate articles and serves them in a webapp. I built the entire front-end, back-end, and AI training/inference code