Projects
Q&A Chatbot via Retrieval Augmented Generation
RAG pipeline that vectorizes PDFs and performs semantic search before generating grounded LLM responses.
Pilot Workload Estimation via Multimodal ML
Multimodal ML model estimating eVTOL pilot stress levels from 7 biometric modalities. Ground truth via NASA TLX.
On-Device ML Deployment & Optimization
Compressed a 72M-parameter garment try-on model onto Jetson Nano 4GB via quantization, pruning, and distillation.
Aircraft Motion Forecasting
Transformer-based joint prediction model trained on 200 days of FAA SWIM trajectory data from KSEA and KEWR.
Human Facial Emotion Recognition & Classification
CNN classifier on AffectNet (291K images, 8 labels) achieving ~70% validation accuracy with full error analysis.