وليد

Osaka, Japan

OUALID
AZZEGGARH

ML Researcher Fullstack Engineer 3D & Rendering DevOps & Infrastructure AI Engineer
At a glance
Now
M.Sc. — ML & Systems Lab, University of Osaka (2024~)
Industry
Engineer at GarDsign (2023~)
Collaboration
Surrogate CFD research with Nissan
Education
B.Sc. Computer Science, Leiden University (2019~2023) · Exchange, Kobe University (2022)
01

What I do

01

AI Research

Surrogate modelling and systems for machine learning.

02

AI Engineering

LLM-powered features, pipelines and evaluation — pragmatic and production-first.

03

Infrastructure & DevOps

CI/CD, cloud infrastructure and monitoring — shipping that stays shipped.

04

3D & Real-Time Engineering

Product configurators and visualisations with Three.js and WebGL.

05

Fullstack Development

Web applications end to end — from data model to interface. TypeScript, SvelteKit, Node.

02

Research

Focusing on Continual Learning and Surrogate CFDs

University of Osaka

2024~

Dead Zone Transfer and Partitioning (DTP)

Quantization-induced zero-code weights form a reservoir that expands under stronger compression, and DTP partitions this capacity into independent adaptation overlays that exactly preserve the frozen quantized base.

ML: Post-Training, Fine-Tuning & Model AlignmentML: Transfer, Domain Adaptation & Continual Learning

Industry collaboration

Ongoing

Surrogate CFD × Nissan

Learned surrogate models that approximate computational fluid dynamics, cutting simulation cost for aerodynamic design.

Publications

None published yet — actively working toward a first submission.

03

Career

2023~

GarDsign

Engineer: Fullstack · Infrastructure · Rendering · AI

  • Migrated the company’s entire infrastructure from bare metal to Kubernetes, unlocking faster deploys and effortless scaling.
  • Sped up 3D rendering load times by 10× for large garden scenes.
  • Researching and deploying locally-run ML models to support user workflows. In testing

2024~

University of Osaka

M.Sc.: ML & Systems Lab

2022

Kobe University

Exchange: Global Human Sciences

2019~2023

Leiden University

B.Sc. Computer Science

04

Studio

Off the clock — design, print, lens.

Kit design

Morocco × Korea

A concept kit blending Moroccan heritage with Korean design language, designed end to end and fully printed.

MEDIA

Kit design

University of Osaka: El Machikane

A second full kit, made for El Machikane — concept to fabric.

MEDIA

Fueled by football, running, and a camera.

05

Contact

Let’s have a chat and see what I can do for your next ML, AI, or fullstack engineering project.

[email protected]

© 2026 Oualid Azzeggarh