Education
Stanford University
Management Science & Engineering
NUS Overseas Entrepreneurship Program
National University of Singapore
BSc (Hons) Data Science and Analytics
Special Program in Science (SPS) multidisciplinary research program
Experience
Product Manager Intern - AI Applications
Workato Inc · Palo Alto
- Directed the product roadmap for Workato GO, a one-stop AI-powered enterprise productivity platform, defining architecture standards for secure integration of internal systems and external AI agents at scale.
- Defined and owned the search relevance evaluation strategy, operationalizing NDCG as the primary decision metric and improving search quality by 23% through the implementation of graph database-backed retrieval systems.
- Architected and deployed automated daily evaluation pipelines on EC2, transforming search quality into a regression-aware, metric-driven shipping gate that directly informed feature rollout decisions.
ML Researcher
Satellite Technology and Research (STAR) Centre
- Redesigned physics-informed neural networks for large-scale satellite trajectory propagation across 8000+ Starlink satellites using a 90GB orbital dataset, reducing orbital deviation error by up to 81% across regimes.
- Refactored and parallelized a monolithic propagator pipeline originally trained on A100 cluster infrastructure, reducing end-to-end training time from 71 days to 13 minutes on a personal GPU via satellite-specific lightweight models.
- Led architecture design, ablation studies, and error-envelope validation; awarded Best Research Project at NUS SPS Showcase; manuscript currently in preparation for publication.
ML Engineer
OnSchool EdTech Group
- Built XGBoost and Prophet ensemble forecasting models and designed a constrained budget allocation optimizer.
- Increased L1 customer acquisition by 73% within one month by optimizing multi-channel marketing spend.
Projects
Skills
ML & Modeling
PyTorchYOLOv8XGBoostOptuna
GPU & Distributed
TritonSlurmProxmoxDockerKubernetes
Cloud & Infra
AWS EC2/S3Linux
Programming
PythonSQLJavaTypeScript
Scientific Computing
NumPySciPypandasscikit-learn
Contact
Let's work together
If you'd like to discuss a project, research collaboration, or just say hi — I'm always open to connecting.