Glow Up: SaaS & Mobile App
An ecosystem for professionals and clients in the beauty & wellness sectors: a free SaaS for merchants, paired with a mobile app where clients discover tailored recommendations and book appointments.
Open to AI infrastructure roles
Martin
Roch-Neirey
Network & Systems Engineer Montréal, Canada
Focused on AI infrastructure: GPU clusters, automation and networking, always with security in mind.
AI infra GPU fleets at scale
HPC Slurm & Kubernetes
NetDevOps Automation-first infra
About
Engineering infrastructure that scales and stays secure.
I'm a network and systems engineer and a student at Polytechnique Montréal. What draws me most is AI infrastructure: the HPC clusters and GPU fleets that modern AI workloads run on. I've designed and operated them with Slurm and Kubernetes, orchestrating GPUs at scale.
That interest grew out of real work: a past role as a scientific collaborator and a run of student projects. It rests on a broader craft too, automation and NetDevOps, cloud computing and a mindset built around security, the foundations that keep large, complex infrastructures reliable. Right now I'm putting all of it into building Glow Up, a platform that brings intelligence to beauty and wellness, and which I co-founded.
AI infrastructureGPU clusters & HPCNetDevOps & automationComputer networksVirtualization & containers
Selected work
Projects across infrastructure, HPC and software.
Slurm HPC Cluster
Designed, planned and implemented the first and only Slurm cluster at HEIA-FR / iCoSys to manage GPUs used by many data scientists. The stack is deployed automatically, precisely monitored, and gives users access to multiple filesystems.
Carbon-Aware Workload Shifting with FLUIDOS
Part of the European research project FLUIDOS: carbon optimizations through strategic workload scheduling across multiple Kubernetes clusters, leveraging spatial and temporal variation in the carbon intensity of electricity.
Efficiency of a Heterogeneous GPU Cluster
The iCoSys applied-research institute runs a large fleet of GPUs. This project analyzed and reported on the efficient use of the cluster, with concrete suggestions for significant improvements. Carried out under a fixed-term contract.
Managing RAM Memory in Containers
A study of memory management in containerized applications: how the Docker Engine and the Kubernetes orchestrator handle allocation, limitation and monitoring of RAM.
Benchmarking Compute Capacity of Clusters
Used Terraform, Ansible and the High Performance Linpack benchmark to measure and compare the compute capacity of various clusters: vSphere, ESXi, OpenStack and Kubernetes.
Go Tic Tac Toe
A Tic Tac Toe game written in Go, backed by an SQL API storing game data and a language system. Built for the "Programmation élégante en Go" course at HEIA-FR.
GitHub My grade: 5.75 / 6
Universe Simulator
A universe simulator in Java handling multiple types of interacting elements placed on a board, where they move, approach and repel each other. Built for the "Génie Logiciel 1" course at HEIA-FR.
GitHub My grade: 5.9 / 6
Digital Sport
A virtual gym web app: members sign up and carry out exercises, connect with trainers, and pick subscriptions, with member, coach and admin panels. PHP + PostgreSQL on an MVC pattern built from scratch.
GitHub My grade: 20 / 20
Academic path
Three countries, one engineering discipline.
- 2025 Canada
Master of Engineering, Computer Science & Communication Systems
Polytechnique Montréal
- 2024 Switzerland
BSc HES-SO, Computer Science & Communication Systems
Haute école d'ingénierie et d'architecture de Fribourg
- 2021 France
Technological University Diploma, Computer Networks & Telecommunications
Université Savoie Mont-Blanc
Contact
Let's build something
reliable together.
Open to AI infrastructure, HPC and platform-engineering conversations. The fastest way to reach me is email.