Resume
Research Interests
Quantum Computing and AI
Recommender Systems
Computer Vision
GPU Acceleration in AI
AI Model Protection
Large Language Models
Experience
September 2025 - April 2026
Research Intern - Deep Learning for Image Super-resolution and Denoising
A*STAR Research Internship Award (ARIA)
Agency for Science, Technology and Research (A*STAR), Institute for Infocomm Research (I2R)
Singapore
September 2024 - December 2024
Research Student on AI Model Protection
Singapore Institute of Technology
Singapore
- Researched on protecting deep neural networks against model extraction attacks, with a focus on improving security and robustness of AI models.
- Conducted comprehensive literature review analyzing current AI model protection techniques, focusing on model watermarking, adversarial robustness, and defense mechanisms against model extraction attacks. Primary areas included box-free model vulnerabilities and watermarking methodologies for neural networks.
- Implemented and evaluated a UNet model for brain MRI segmentation as a test case for model extraction vulnerability analysis.
October 2021 - August 2023
Admin Support Assistant
Ministry of Defence of Singapore
G1-Army, Requirement & Allocation branch
- Automated data processing & visualisation in PowerBI and Excel
- Maintained & updated VBA scripts for automated data cleaning
- Extraction and cleaning of data for analysis to draw insights
September 2020 - February 2021
Digital Learning Intern
Lee Kong Chian School of Medicine
Novena, Singapore
Enhancing Medical Education Through Art, Design and Media
- Boosted test scores 20% through custom e-learning solutions
- Digitized and optimized medical reference materials via Google Sites
- Developed medical content through stakeholder collaboration
- Created medical storyboards, 2D/3D illustrations, and animations
- Produced educational content using Adobe Captivate
- Designed and developed healthcare-focused educational games
Education
2023 - Present
Singapore Institute of Technology
Singapore
Undergraduate
Applied Artificial Intelligence
Global Experiences
Overseas Immersion Programme (OIP)
Tallinn University of Technology, Tallinn, Estonia (July 2025)- Cybersecurity Summer School
- Company Visits to: CCDCOE, CR14, Clarified Security, Maritime Cyber Security Centre
- Developed AI models for DeepGlobe Land Cover Classification, achieving high accuracy in segmentation tasks
- Won Best Accuracy of Model award in FER-2013 dataset hackathon, demonstrating proficiency in emotion recognition
Relevant Coursework
Foundations
- Programming Fundamentals
- Data Structures and Algorithms
- Introduction to Computer Systems
- Mathematics 1
- Mathematics 2
- Ethics and Professional Conducts
AI/ML Specialization
- Machine Learning
- Computer Vision and Deep Learning
- Large Language Model
- Data Engineering and Visualization
- Cloud Computing and Big Data
- Edge Computing and Analytics
July 2025
Tallinn University of Technology
Tallinn, Estonia
Summer School
Cybersecurity
Company Visits
- CCDCOE
- CR14
- Clarified Security
- Maritime Cyber Security Centre
Coursework
Foundations & Core Security
- Introduction to Cyber Security
- Estonian Cyber Security Since 2007
- Cyberphysical Systems
- International Relations and Cybersecurity
- Cybersecurity and International Law
- Introduction to Digital Forensics
- Hacker Mindset
Specialised Applications & Operations
- Open-source Monitoring Solutions for Building SOC
- Incident Handling
- Open Source Intelligence + Threat Intelligence
- Psychological Operations
- The Power of Social Media
- Hacking the Human
- Low Hanging Fruits in Malware Related Incident Handling
- Study Visit to Clarified Security
- Study Visit to Maritime Cyber Security Centre
- Study Visit to CCDCOE and CR14
August 2024
FPT University
Da Nang, Vietnam
Summer School
Computer Vision and Deep Learning
Company Visits
- Code Complete
- Rikkeisoft
Coursework
Foundations & Core Concepts
- Introduction to Deep Learning and Linear Regression
- Logistic Regression and Feedforward Neural Networks
- Convolutional Neural Networks (CNNs)
- Advanced Convolutional Neural Networks (VGGNet, GoogLeNet, ResNet, EfficientNet)
- Satellite Imagery Land Classification Fundamentals
- Dataset Exploration and Preprocessing
Advanced Applications & Deployment
- Generative Models (Autoencoders, GANs, Stable Diffusion)
- Data Augmentation Techniques
- Model Deployment and Containerization (Docker)
- Cloud-based Deployment Strategies
- Project Finalization and Presentation
- Competitive Hackathon Challenge
- Company Visits (CodeComplete & Rikkeisoft)
- Cultural Exchange and Community Service
2018 - 2021
Singapore Polytechnic
Singapore
Diploma
Information Technology
Activities and societies
- Vice President of Singapore Polytechnic Infocomm Club (2019 ~ 2020)
- Represented Singapore Polytechnic in the CDIO Academy 2019 [Aarhus, Denmark]
Relevant Coursework
- Artificial Intelligence & Machine Learning
Professional Skills
Machine Learning
Deep Learning
Computer Vision
Natural Language Processing (NLP)
Large Language Models (LLMs)
Artificial Intelligence
DevOps (Docker)
Software Engineering
Version Control (Git)
Languages
Python
C#
R
TensorFlow
PyTorch
LaTeX
Google Professional ML Engineer
Google Advanced Data Analytics
Google Business Intelligence
WQU Applied Data Science Lab
AI4I® – Proficiency in AI
AI4I® – Foundations in AI