Natural Language Processing in Neuro-Ophthalmology
Creator
Areeba Abid, BS; Sachin Kedar, MD
Affiliation
(AA) Medical Student, Emory University School of Medicine; (SK) Professor of Ophthalmology and Neurology, Department of Ophthalmology, Emory University School of Medicine
Subject
Artificial Intelligence; Machine Learning; Natural Language Processing; Word Prediction; Word Embeddings; Sentiment Analysis
Description
This video provides an overview of natural language processing (NLP) techniques, applications, and limitations in neuro-ophthalmology. NLP, a branch of artificial intelligence, enables computers to understand and analyze human language. This video discusses three types of NLP techniques: sentiment analysis, next word prediction, and word embeddings. We explore the impact of data on the resulting models. We also discuss limitations of NLP, including bias in word embeddings, hallucinations, and factual inaccuracies.