ML Engineer — 3D AI for Engineering Simulations

PhysicsX Ltd.; North Tyneside; Hybrid; GBP 113,000 - 144,000; Full time

Benefits offered by this job

Equity options

401(k)

Free team lunch 1x/week

Private health insurance

Enhanced parental leave

20 days Annual Leave

Personal development

Gympass/Wellhub subsidies

Flexible Spending Account

Job summary

PhysicsX Ltd. is a deep-tech company delivering AI-driven simulation software. As a Machine Learning Engineer in Delivery, you will ship ML systems end-to-end, embed AI models with customers on-site, and drive reliable data pipelines across industries from aerospace to automotive.

You will collaborate with data scientists and engineers, travel ~3–4 weeks per quarter to customer sites, and contribute to reusable libraries and tools that power practical AI solutions.

Qualifications

• Experience applying ML methods to real-world engineering applications with measurable impact.
• 2+ years in a data-driven role with exposure to software engineering concepts (versioning, testing, CI/CD, API design, MLOps).
• Experience shipping ML systems end-to-end and at scale in a commercial environment.

Responsibilities

• Design, build and test reliable, scalable ML data pipelines.
• Explore and manipulate 3D point cloud and mesh data for geometry-aware modelling.
• Own delivery of technical workstreams and guide teams to success.

Skills

3D point cloud

ML pipelines

Python

TensorFlow

MLOps

Data analysis

Communication

Education

Physics/Engineering background

Tools

Docker

Kubernetes

AWS

Azure

GCP

Job description

PhysicsX Ltd. is a deep-tech company delivering AI-driven simulation software. As a Machine Learning Engineer in Delivery, you will ship ML systems end-to-end, embed AI models with customers on-site, and drive reliable data pipelines across industries from aerospace to automotive.

You will collaborate with data scientists and engineers, travel ~3–4 weeks per quarter to customer sites, and contribute to reusable libraries and tools that power practical AI solutions.