Principal Machine Learning Engineer
- Level
- Principal
Not stated in the posting: salary, work type, visa.
Open. First seen 2 October 2026.
About the role
About us
PhysicsX's standard text
Re-architecting Engineering for the Age of Intelligence
PhysicsX is the physics AI company for industrials. The company’s mission is to accelerate hardware innovation by overhauling what industrial engineering and manufacturing look like today. PhysicsX is building a new simulation software stack to deliver deep physics AI enablement across the entire engineering lifecycle.
The company partners with leading organisations in aerospace & defence, automotive, semiconductors, materials, and energy & renewables, supporting them on some of their most critical and complex challenges. PhysicsX is headquartered in the United Kingdom, with offices in London, New York, and Singapore and an expanding presence in the Bay Area.
Who We're Looking For
As a Principal Machine Learning Engineer in Delivery, you are an experienced problem solver and technical leader who stays anchored to impact. You are someone who can grasp advanced engineering concepts across multiple industries, lead technical initiatives, and excel at working directly with customers (and often side-by-side with them on-site) to embed cutting-edge AI models into tools that are useful and used.
You’ve shipped ML systems end-to-end and at scale: you design, build and test reliable, scalable ML data pipelines; you know how to explore and manipulate 3D point-cloud and mesh data to enable geometry-aware modelling; you select the right libraries, frameworks and tools and make pragmatic product decisions that set Delivery up for success. Working at the intersection of data science and software engineering, you translate R&D and project outputs into reusable libraries, tooling and products.
With at least 5 years industry experience (post Masters or PhD) in a commercial, non-research environment, you're ready to not only execute but also lead and mentor others. You're truly excited about taking ownership of complex work streams and guiding teams to success, while continuously improving the systems and solutions you work on to ensure they are practical, impactful and meet the evolving needs of our customers.
This Role
As a Principal MLE, you'll work closely with our Data Scientists, Simulation Engineers, and customers to understand and define the engineering and physics challenges we are solving. You will iterate with customers and use your influence to drive decisions around reliable deployment with measurable outcomes.
You'll:
- Own the deployment of ML models and engineering surrogates (e.g., deep learning on CAE/CFD/FEA data, time‑series forecasting, anomaly detection, optimization & control) to customer production environments.
- Communicate results and trade‑offs to senior stakeholders; steer roadmaps and influence product direction with evidence.
- Lead scoping and architecture design for data/ML systems; define success metrics, delivery plans and quality bars.
- Excel at building robust and scalable ML systems, training and inference pipelines and APIs, running both on cloud and on-prem environments. The tech stack you will use for this includes: Python, PyTorch, Pandas, fastAPI, Scipy, Kubeflow, among others.
- Mentor and develop engineers and data scientists; provide technical direction and clear, calm decision‑making under pressure.
- Travel to customer sites in North America, Europe, Asia, Oceania, for an average of 3-4 weeks per quarter, where you'll collaborate closely with customers to build solutions on-site.
- Own the scoping of new projects and work-streams with existing customers and taking part in bringing new customers to PhysicsX.
As a senior member of the team, you’ll significantly influence our technical direction and will be involved in shaping future solutions and products, while developing your skills as a technical leader.
Our delivery teams drive innovation to turn AI models into practical solutions - read our blog to learn more about how you’ll contribute to this exciting journey!
We value diversity and are committed to equal employment opportunity regardless of sex, race, religion, ethnicity, nationality, disability, age, sexual orientation or gender identity. We strongly encourage individuals from groups traditionally underrepresented in tech to apply. To help make a change, we sponsor bright women from disadvantaged backgrounds through their university degrees in science and mathematics.
PhysicsX's standard text
We collect diversity and inclusion data solely for the purpose of monitoring the effectiveness of our equal opportunities policies and ensuring compliance with employment and equality legislation. This information is confidential, used only in aggregate form, and will not influence the outcome of your application.
What this role asks for
Particular to this role
FEA · Kubeflow
Rare in PhysicsX's other 31 open postings.
Standard for data science / ML roles
PyTorch
Common in data science / ML postings at any company.
In most of PhysicsX's ads
Machine Learning · Python
Named in most of its open postings, whatever the role.
78% of this description is written for the role. The rest is PhysicsX's standard text, folded away below.
Read against PhysicsX's other open postings on this site.
The team: Delivery HIRES STEADILY
This role is one of 22 open in Delivery. 4 were posted in the last 30 days and the oldest in August: a team that hires all year rather than one being built.
WHAT THE TEAM WORKS WITH, ACROSS ITS POSTINGS
Python (21 of 22), Machine Learning (20 of 22), Deep Learning (14 of 22), CATIA (8 of 22), FastAPI (7 of 22), AWS (6 of 22), Azure (6 of 22)
OTHER ROLES ON THIS TEAM
- Senior CFD Engineer posted Oct 16
- Delivery Engineer posted Oct 7
- Senior CFD Engineer - Multiphase posted Oct 5
- Simulation Engineer: FEA & Multi body simulation posted Sep 29
- CFD Engineer posted Sep 8
- Senior Simulation Engineer - Electromagnetics Specialist posted Aug 13
- Forward Deployed Software Engineer posted Jul 20
- CFD Multiphase & DEM Engineer posted Jul 13
- Senior CFD Engineer - Plasma Specialist posted Jul 13
- Machine Learning Engineer posted Jun 2
- Forward Deployed Software Engineer posted May 6
- Machine Learning Engineer posted Apr 23
- Senior Forward Deployed Software Engineer posted Apr 21
- CFD Multiphase & DEM Engineer posted Apr 20
- Senior Forward Deployed Software Engineer posted Jan 11
- Principal CFD Engineer posted Jan 11
- Principal Data Scientist / Algorithm Engineer posted Jan 11
- Senior Machine Learning Engineer posted Sep 19
- CFD Engineer posted Sep 12
- Senior Machine Learning Engineer posted Aug 12
- Data Scientist posted Aug 12
From the team and dates on PhysicsX's own job board.
Similar jobs
- Senior Python / Machine Learning Engineer - Ft Lauderdale at FormativGroup
Shares 6 skills: Pandas, FastAPI, Deep Learning… - Senior Machine Learning Engineer at Smartstream Limited
Shares 6 skills: Pandas, FastAPI, Deep Learning… - Senior Machine Learning Engineer at skyflow
Shares 6 skills: Kubeflow, Pandas, Deep Learning… - Senior Computer Vision & Machine Learning Engineer at Buzz Solutions
Shares 6 skills: Pandas, FastAPI, Deep Learning… - Applied AI ML - Senior Associate - Machine Learning Engineer at JPMorgan Chase
Shares 6 skills: Kubeflow, Pandas, Deep Learning… - Senior CFD Engineer at PhysicsX
Also at this company
Is this your posting and you want it taken down? Email info@careerholo.com.