I build software
that ships.
I ship ML to production
PropIntel MY: price prediction with SHAP, served via FastAPI and Docker.
Certified, still building
IBM ML Professional Certificate done. AWS ML Engineer Associate in progress.
I own products end to end
Technical Lead for SportSphere's CV pipeline. 13+ products shipped since 2022.
I build in public
Project walkthroughs on YouTube and a 4,000+ follower TikTok community.
The work that
matters most.
UAV Digital Forensic
FeaturedPhD Research — Drone Forensics
High-accuracy tamper detection via multi-modal fusion
Forensic pipeline for detecting tampered drone flight telemetry, fusing an LSTM telemetry-tamper classifier with a CNN visual-evidence model, explained via SHAP/LIME.
PropIntel MY
FeaturedPersonal Project
Explainable KL property price predictions
Deployed property price predictor for Kuala Lumpur with SHAP explanations in Ringgit. Cleaned 53k iProperty listings, compared models with MLflow, and served the LightGBM winner via FastAPI and Streamlit, containerised with Docker with CI on GitHub Actions.
Demand Forecasting
AWS ML Pipeline
Feature engineering in the ETL layer, validated in time order
End-to-end sales forecasting on AWS: PySpark feature engineering in Glue (lag, rolling average, and calendar features), Parquet on S3, and a gradient boosting model in SageMaker Studio evaluated with a time-based split and permutation importance.
SportSphere
FeaturedFormer Technical Lead @ Horizon Integrated
Computer vision pipeline for sports video analysis
AI-powered operating system for sports clubs. Led the computer vision work: homography-based court and pitch mapping, and trained detection models for automated player and ball tracking from camera footage.
AI Agents System
Multi-Framework AI
Autonomous agents across multiple frameworks
Autonomous agents for deep research, stock trading, multi-agent debates, and workflow orchestration.
Programming
Python, TypeScript, Next.js, Flutter, Laravel, Swift/CarPlay
AI/ML
PyTorch, TensorFlow, scikit-learn, LightGBM, SHAP, YOLO v11, BERT, OpenCV, MediaPipe
Data & MLOps
AWS (S3, Glue, SageMaker), PySpark, MLflow, Docker, FastAPI, Streamlit, GitHub Actions
Agents & Backend
CrewAI, LangGraph, AutoGen, n8n, MCP, Firebase, Supabase, MySQL, GCP
Languages: Bahasa Melayu (native), English (fluent)
Where I've been
and what I built there.
Work
- 01
Technical Lead
Horizon Integrated (early-stage startup)
Feb 2026 — Jul 2026Malaysia- —Built a computer vision pipeline for sports video analysis, with homography-based court and pitch mapping and trained detection models for player and ball tracking
- —Developed Compliance Shield module for PDPA waivers and coach certification tracking
- —Created Open Performance API for hardware-agnostic wearable data ingestion
- —Led cloud-native build on Google Cloud stack (Next.js, Firebase, Firestore, Cloud Functions)
- 02
Intern
Prosignal Consortium Sdn. Bhd.
2026 — Jul 2026Malaysia- —Engineering scalable software solutions across web and mobile platforms
- —Collaborating with cross-functional teams to deliver production-grade systems
- —Implementing modern stack with Next.js, TypeScript, and cloud infrastructure
- 03
Freelance Full-Stack Developer
CurrentOwn Business (Remote)
May 2021 — PresentRemote- —Engineered AR Fitting Room platform — 3rd place FYP competition
- —Created ML projects: Facial Expression Detection & PCB Defect Detection
- —Developed 4+ mobile and IoT solutions including NFC patient registration and nadiAir
- 04
Web Developer
Ratawanz Resources
Mar 2023 — Dec 2023Terengganu, Malaysia- —Designed comprehensive e-commerce website using Shopify
- —Implemented user-friendly interface enhancing customer experience
- —Optimized mobile responsiveness to maximise conversion rates
- 05
Web Developer
Partnership Business
Sep 2023 — Oct 2023Kuala Terengganu- —Collaborated to design e-commerce website using Shopify
- —Built functional store with seamless payment integration
- —Delivered project within tight timeline with high-quality standards
- 06
Intern Full Stack Developer
APMLMS Sdn Bhd
Sep 2022 — Feb 2023Dungun, Malaysia- —Implemented location-based functionalities with Google Maps integration
- —Developed secure OTP verification system for authentication
- —Integrated analytics and payment gateway providers
Education
BSc Computer Science (Hons.)
Universiti Teknologi MARA
Mar 2023 — Jul 2026Kuala TerengganuDiploma in Computer Science
Universiti Teknologi MARA
Oct 2020 — Feb 2023Kuala Terengganu
Certification
IBM Machine Learning Professional Certificate
Coursera, 6-course program
Verify credentialAWS Certified Machine Learning Engineer - Associate
Amazon Web Services, in progress
Got a project
in mind?
Mobile apps, AI systems, and high-performance websites. Tell me a little about it and I'll reply on WhatsApp.