CS PhD Applicant | Machine Learning Researcher
M.S. Student in Computer Science at Monmouth University, specializing in machine learning, transformer-based models, and quantum machine learning. Focused on applying AI to healthcare and finance.
I am a research assistant and M.S. student in Computer Science at Monmouth University, with a strong foundation in both computer science and finance. I hold an M.S. in Financial Engineering from Rensselaer Polytechnic Institute (RPI) and dual B.S. degrees in Finance and Law from East China University of Science and Technology.
My research emphasizes empirical applications of machine learning to solve real-world problems. I focus on developing novel architectures, particularly Time-Aware Transformers for medical time-series prediction, and exploring the intersection of quantum computing and machine learning. I'm passionate about creating interpretable, efficient AI systems with practical impact in healthcare and financial domains.
Beyond research, I enjoy playing pickleball and painting landscapes, which help me maintain creativity and balance in my academic journey.
Developed a novel Time-Aware Transformer that uses temporal embeddings to model long-range dependencies in ventilator data for predicting respiratory deterioration in COPD patients. Achieved R² of 0.78 on a 2-billion-row dataset.
Created a weighted ensemble learning framework integrating wearable sensors, wellness scores, and video analysis to predict athlete injury risk and performance. Novel approach to handling multimodal sports data.
Investigating Quantum Transformers and QNN architectures, comparing their performance against GPU-based systems across speed, accuracy, and power consumption. Exploring applications in financial time-series prediction.
Studies in Health Technology and Informatics, 329, 1089-1093
View Publication →Revise and Resubmit at Communications of the ACM
In Preparation
West Long Branch, NJ
M.S. in Computer Science, GPA: 3.94
Troy, NY
M.S. in Financial Engineering and Risk Analytics, Quantitative Finance Track, GPA: 3.75
Shanghai, China
B.S. in Finance
B.S. in Law
Monmouth University, West Long Branch