projects Multimodal Gen Rec Collaborative Learning with Action-aware Image-text Representation Optimization (CLAIRO) LLM-based Chemical Retrosynthesis Fine-tuning pretrained language models for predicting chemical reaction pathways Music Snippet Classification Ensemble of ResNet34 models for classifying music audio snippets by singer gender Traffic-Aware Route Optimization Optimizing driving routes considering real-time traffic light timings Collaborative Piano A networked real-time piano application with recording, playback, and chat features Fantasy Sports League A comprehensive database system for managing fantasy sports leagues with real-time tracking