CV

Senior Applied Scientist

Machine Learning Scientist

PhD

• Supervised by Prof. Saman Halgamuge, Prof. Sherene Loi, Dr. Peter Savas, and Dr. Jason Li.
• Deep Neural Networks for Limited Data Scenarios
  • Enhanced foundational research in few-shot learning by developing parameter-efficient fine-tuning approaches, achieving an average accuracy improvement up to 7.7% over the state-of-the-art methods across 13 datasets.
  • Pioneered novel weakly-supervised training models for giga-pixel images, achieving upto 8% classification improvement on held-out test data.
  • Developed a transformer based model for analysing kinematic time-series data, achieving up to 3% improvement over the state-of-the-art methods.

B.SC. (Hons) in Computer Science & Engineering

• GPA of 4.02/4.2 (ranked in the top 3% of the batch).