About
I work on applied research and prototyping across computer vision, synthetic data generation, and immersive technologies. My focus includes end-to-end AI and simulation workflows, data pipelines, model integration, and 3D/immersive visualization.
Current role
Solutions Architect, NVIDIA
Core areas
SDG · CV · Omniverse · Digital Twins
Primary use cases
Activity recognition · Simulation workflows
Experience
Solutions Architect, NVAITC, NVIDIA (Singapore)
2022 – Present
- Design and prototype end-to-end AI and simulation workflows, including data pipelines, model integration, and 3D/immersive visualization.
- Work on solutions involving computer vision, synthetic data generation, NVIDIA Omniverse, and immersive technologies.
- Collaborate with partners and teams to scope and deliver digital twin and activity recognition use cases.
- Deliver technical workshops, demos, and enablement sessions on NVIDIA platforms and best practices.
Research Engineer, Centre for Immersification, Singapore Institute of Technology (Singapore)
Dec 2021 – Jan 2022
- Worked on R&D projects across immersive technologies, synthetic data, and computer vision.
- Implemented and evaluated ML/CV components for immersive or activity recognition applications.
Software/ML Research Engineer Intern, Centre for Immersification, Singapore Institute of Technology (Singapore)
Mar 2020 – Nov 2021
- Developed ML-powered software prototypes for real-time interactive and immersive applications.
- Supported data processing and model training pipelines for activity recognition and related CV tasks.
- Experimented with synthetic and real-world datasets to understand model robustness and performance.
Projects (Selected)
- SynthDa / SynDa: Synthetic human action data generation pipelines for activity recognition and immersive environments.
- AutoPose / AutoSynthDa: Pose-level augmentation and pose mixing for rare-action recognition and class imbalance.
- Omniverse workflows: USD-centric content pipelines and simulation-ready assets for applied use cases.
to be added in future