Project Name: NLP - Cultural Evolution Through Lyrics
Using a combination of web scraping and the Genius.com API, acquired lyrics for 25k+ songs appearing on the Billboard Hot 100 from 1958-Present. Investigated patterns in lyrics across decades using techniques such as Topic Modeling, Sentiment Analysis, and Term Frequency. Compared these patterns with historical and cultural events. Created a classification model to predict the decade of a song given it’s lyrics, more than doubling the baseline accuracy.
My background in Emergency Medicine and Data Science gives me a unique advantage of subject matter expertise and technical know-how. I am highly adaptable with a broad career background and am able to communicate with diverse audiences.
machine learning and its application in healthcare.
Fast-learning, compassionate, and creative
Healthcare, analytics, machine learning