Oct 2026 – PresentCurrent
Solutions Architect
Freelance · Singapore · Remote
AI / ML & INFRASTRUCTURETHE PERSONAL PORTFOLIO — VOL. 05
Hey, I’m
KAH SHIN.
Curious about intelligence.
Serious about building things.
I explore computer vision, explainable AI, and the infrastructure that brings ideas to life.
- AI Agents
- Computer Vision
- Explainable AI
- Infrastructure Engineering
- Design Thinking
- Human-AI Collaboration
Introduction
A LITTLE
CONTEXT.
Part AI enthusiast.
Part infrastructure nerd.
Always asking why.
My background in AI has led me deep into computer vision and explainable AI. I’m interested in what a model sees, how it arrives at a prediction, and how we can make that behaviour easier to understand.
Alongside that is a longstanding passion for infrastructure engineering: the systems, services, and thoughtful details that help an idea work in the real world.
THE FULL STORY / RESUMEA few chapters.
Building systems. Working with people.
GroundCrew.ioSolutions architecture2026 — now — view roles and dates
AppleHelping people do more with technology2025 — now — view roles and dates
Aug 2026 – PresentCurrent
Seasonal Specialist
Part-time · Helping more dreamers become doers.
Aug 2025 – Mar 2026
Seasonal Specialist
Part-time · Helping dreamers become doers.
Singapore ArmyFrom cloud development to technical leadership2023 — 2025 — view roles and dates
Aug 2024 – Jul 2025
Technical Lead
Led a supply-unit technology team building cloud solutions and digitising administrative workflows. Oversaw product delivery and migration to AWS serverless infrastructure.
Dec 2023 – Aug 2024
Full-stack Developer
Cloud development, with AWS CloudFormation and AWS Identity and Access Management listed among the role’s skills.
Sep 2023 – Dec 2023
Enlistee
Full-time · Singapore
FWD InsuranceAI research & full-stack engineering2022 — 2023 — view roles and dates
Jul 2023 – Sep 2023
Full Stack Engineer
Full-time · Singapore · Remote
Jan 2023 – Feb 2023
AI Research and Development
Internship researching e-KYC using computer vision and natural language processing, and developing an internal test and validation environment for a voice-call agent pipeline.
Mar 2022 – Feb 2023
Software Engineer Intern
Supported Southeast Asian markets with AI/ML adoption and commerce-platform development.
My Projects.
Experiments that became projects.
Questions that became code.
Explore my projects on GitHub.
013 stars
MLDA Hackathon 2022
Anonymous Chat platform that infers your emotions using Sentiment Analysis
022 stars
PolyHack2023 DevBeans
Mindful Beans : Serenity in every Click!
032 stars
BED Workshop
Workshop notes and source codes for Back-End Web Development Workshop.
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Publications
THINKING
OUT LOUD!
A NEW CHAPTER IS BREWING
A place for the questions,
the experiments, and the
“oh, that’s interesting”s.
My writing corner is coming soon. Good things take a little tinkering.
LET’S MAKE
SOMETHING CLICK.
Have an interesting problem?
An idea? A really good question?
My inbox is open.
engine room
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