15 sep
|
Inbrain Neuroelectronics
|
Bellprat
15 sep
Inbrain Neuroelectronics
Bellprat
Your mission
We are scientists, doctors, techies and humanity lovers, with the mission of pioneering real time precision neurology to cure brain-related disorders. INBRAIN harnesses the extraordinary material properties of Graphene, the worlds thinnest and nobel-prize winning material, to build high resolution neural systems. Our mission is to decode and modulate neural networks to restore people's lives. As a Machine Learning Operations Architect, you will architect and own the model lifecycle governance and deployment infrastructure. The role bridges MLOps engineering with medical-device design-control practice: it defines how models are versioned, validated, and promoted, and builds the change-control framework (aligned with a PCCP-style approach) that governs how adaptive, continuously-learning models can be safely updated post-deployment. You will be at the forefront of bringing advanced healthcare solutions to market, making a tangible difference in people's lives worldwide.
Your profile
Main Responsibilities:
- Design and build the model versioning, lineage,
and validation-evidence system that ties every trained model to its training data,the data source origin,riskmanagement, and clinical evidence.
- Draft andmaintaina Predetermined Change Control Plan (PCCP)-style framework defining permitted modification types, bounds, and automated re-validation protocols for adaptive models, in collaboration with clinical, regulatory,productand softwarestakeholders.
- Design and configure the CI/CD pipeline for training,validating, and promoting models,running on infrastructure provided by the Software team,with promotion gatesacross Development, Testing, Acceptance and Production (DTAP) tiers.
- Build drift and performancemonitoring formodels and define triggers for scheduled vs. drift-triggered retraining as part of post-market surveillance activity.
- Deployed andmaintainedprocesses andservicesversioning and tracing them against design-control processes.
Mandatory Qu
📌 Machine Learning Operations Architect (Bellprat)
🏢 Inbrain Neuroelectronics
📍 Bellprat