MatchA Social Media Website
Full-stack, Facebook-inspired social media site focused on real-time chatrooms and "matcha chats" between users.
Features:
- Accessibility-friendly frontend design
- SHA-encrypted user account system
- User connection visualizer
- Personal walls for users
- Friend request functionality and notifications
- MapReduce-style adsorption-based news article recommender
- Socket-based, forum-style multi-user chatrooms
Technologies Used
JavaScript, Java, HTML, DynamoDB, Bootstrap, CSS, PUG, Apache Spark, AJAX, JQuery
Regional Restaurant Hunter
Location-based restaurant outing planner and cuisine-based restaurant recommender.
Features:
- Google Maps API recommended restaurants visualization
- SQL database-based preference filtering
- Cookie-based "cart" of users' favorite restaurants
- Graph-based comparator between user-selected restaurants
- Overview of individual reviewers and their reviews
- Random specification-limited restaurant recommender
Technologies Used
SQL, JavaScript, React, HTML, CSS
Multilingual COVID-19 Twitter Sentiment Predictor Using Zero-Shot Modeling
Zero-shot modeling of a large Kaggle dataset of multilingual COVID-19-related tweets to predict user sentiment in service of future mental health detection.
Used a Recurrent Neural Network to predict sentiments like "sadness" and "anxiety" multilingually with around 70% accuracy.
Technologies Used
Python, Pandas, Matplotlib, SKLearn, Pytorch, Recurrent Neural Networks, Keras Long Short-Term Memory Architecture.
