I'm a data scientist with a keen interest in leveraging data science to make better sense of the world around me and to improve human well-being. I enjoy working on projects utilizing natural language processing and machine learning to answer important questions about human behavior and health.
Projects
Work in progress!
Projects | Description | Tags |
---|---|---|
Reddit Suicide Detector | Text-based deep-learning modeling architecture that uses user activity patterns to predict if a user suffering from mental illnesses will develop suicidal ideation. | |
MoodZen | Mood-aware music recommendation system that uses Spotify API and utilizes SVR to predict four emotional categories based on musical features and cosine similarity for finding emotionally similar music. | |
Narrative Similarity | Tool to extract sentiment trajectory from stories using LSTM or RoBERTa-based sentiment classifier and used Fr├ęchet distance to find stories with most similar sentiment arcs. |