Umang Gupta

Data Scientist (AI / GenAI) at Singapore Airlines

πŸ“ Singapore

Summary

AI and systems engineer specialising in designing, building and deploying scalable, production-grade AI systems β€” with a particular focus on Generative AI, agentic architectures, retrieval-augmented generation (RAG) and high-performance computing. Strong computer-science foundation from SUTD, Stanford and the University of Waterloo, and a track record of taking projects from concept to deployment with measurable business impact at companies like Singapore Airlines and Grab.

Experience

Data Scientist (AI Engineering focus) Β· Singapore Airlines

Jul 2024 – Present
  • Architected a Pilot Training GenAI tutor LLMs driving a 40% increase in pilot proficiency and earning the SVP/CTO Staff Award.
  • Built AgentSL, a scalable platform that lets technical and non-technical teams autonomously deploy production-grade AI agents β€” democratising AI adoption across the enterprise and earning the CEO Innovation Award.
  • Created a smart MCP (Model Context Protocol) server and client that automatically adapts to frequently changing booking-system APIs for travel agents, reducing debugging tickets by 40%.
  • Developed an internal tool that automatically extracts critical information and generates insights from Finance Board Papers, saving roughly 240 hours of manual work per quarter.
PythonGenerative AIAI AgentsRAGQdrantAWSMCP

Software Engineer Intern Β· Grab

Jan 2023 – May 2023
  • Resolved a critical bug in a high-stakes, real-time driver job-allocation system through deep systems data analysis, custom event trackers and debugging of state transitions at scale.
  • Led end-to-end development of a core driver-facing Android feature (MVVM, Dagger) and deployed it across all of Grab’s operating countries, boosting driver activity.
  • Contributed creative adjustments to the driver-job matching algorithm during Grab-a-thon to increase available jobs.
KotlinAndroidJavaMVVMDaggerSQL

Undergraduate Teaching Assistant & Researcher Β· SUTD

Nov 2021 – Apr 2022
  • Taught Calculus II to a cohort of 50 students and ran office hours; the cohort achieved the highest average score.
  • Researched network design and performance in blockchain networks and their impact on user and developer trust for decentralised applications; recognised as the best research team of five, working with SUTD professors and an MIT mentor.
CalculusBlockchainSolidityResearch

Education

Bachelor of Engineering in Computer Science, Minor in Artificial Intelligence

  • Graduated with First Class Honours.
  • Core modules: Calculus I & II, Digital Systems, Operating Systems, Software Development & Testing, Databases, Game Development, Blockchain, System Security.

International Honors Program

  • Subjects: High-Performance Computing, Minds and Machines, Data Science for Climate Change.
  • Selected as the only international student from SUTD among 5,000 candidates on a fully sponsored program; worked under the Director of High-Performance Computing, Steve Jones, in his cluster facility.

University of Waterloo

Sep 2022 – Dec 2022

Exchange Student

  • Subjects: Machine Learning, Artificial Intelligence, Networks, Introduction to Society, Technology and Values.

Skills

Generative AI & Machine Learning

RAG & Graph-RAGAI Agents & Multi-Agent SystemsLLM fine-tuningLLM-as-a-judgeDeep Learning (CNNs, GANs)Reinforcement LearningPyTorchTensorFlowLangChainLangGraphGoogle ADKCUDA

Systems, Performance & Cloud

High-Performance Computing (HPC)SlurmApptainerLinux (RedHat, Rocky)C / C++AssemblyTCP/UDP networkingAWSGoogle Cloud PlatformDockerCI/CDFastAPIMicroservices

Full-Stack & Mobile

Next.jsReactNode.jsRuby on RailsAndroid (Kotlin)Swift / iOS

Languages & Databases

PythonJavaKotlinC++C#SQLSwiftRSolidityJavaScriptPostgreSQLBigQueryQdrantMongoDBFirebase

Awards & Recognition

  • CEO Innovation Award β€” AgentSL, Singapore Airlines
  • SVP/CTO Staff Award β€” Singapore Airlines
  • First Class Honours β€” SUTD Computer Science
  • Only international student selected from SUTD (of 5,000) for the Stanford International Honors Program
  • 2nd place β€” DBS Γ— SUTD AI Challenge
  • Top 10 β€” AI Singapore Penta Hackathon (LectureGenie)
  • Winner β€” Swift Inclusive App Development Hackathon 2022 (VoiceBus)

Links

View all projects Β· Resume Β· LinkedIn Β· GitHub