Vince Aivan— researcher · engineer · artisan
"Engineering intelligence through mathematics, machines, and software."
AI/ML Engineer specializing in deep learning, simulation systems, and 3D computational environments — building intelligent systems grounded in mathematics and reality.
A researcher— engineer hybrid.
A computer science student composing intelligence at the seam of mathematics, systems, and the physical world.
My work lives at the intersection of AI/ML engineering — retrieval-augmented and agentic systems, computational predictive models — and scientific computing for simulation, imaging, and 3D environments.
I'm drawn to problems where math becomes structure, where structure becomes a system, and where the system becomes useful in the real world — healthcare, climate, agriculture, infrastructure.
The instruments— of the practice.
AI / Machine Learning
- RAG & Agentic AI · Neo4j AuraDB, Google GenAI
- Deep Learning · PyTorch
- Computer Vision · CNNs
- Model optimization & inference
- Human-in-the-loop systems
Data Science & Mathematics
- Multivariable Calculus
- Linear algebra · probability · statistics
- Numerical methods
- Optimization techniques
Full Stack Development
- Frontend · React.js
- Backend · NestJS
- API design & integration
Mobile + AI Integration
- React Native + ML deployment
- Edge AI concepts
Graphics & Simulation Systems
- C++ · OpenGL · WebGL · CUDA
- GPU acceleration
- FEA/FEM
Data & Infrastructure
- Postgres · Supabase
- Vector & graph stores · AuraDB · Neo4j
- API orchestration
The folio— selected projects.
These are some of my personal and collaborated projects. Turn the pages of this binder by clicking the previous and next buttons.
Radoptima AI
Medical CT 3D imaging — denoised by intelligence
A medical computed-tomography pipeline that reconstructs and denoises volumetric scans, then surfaces side-by-side comparisons for clinicians. A human-in-the-loop AI validation loop captures expert corrections to continually refine the model.
"Human-in-the-loop validation"
Distinctions— & laurels.
- Champion
Quantum Computing Society PH — XQubit Technical Applications
PI-VQC Machine Learning for Network Intrusion Detection (Solo)
- Champion
BatStateU InterCICS-Skwela Hackathon
Agricultural Agentic AI Negotiator · Lead Researcher
- Finalist
BPI DATA Wave Hackathon
AI-based Financial Sandbox for MSMEs · Associate Developer
- Felta Award
FEU Hackathon
Gamified Productivity system · Associate Developer
- Finalist
Sparksfest · GDG PUP Hackathon
AI city monitoring platform · Full Stack Developer
- President's Lister
Centro Escolar University
Sustained academic distinction