Senior Machine Learning Engineer Inverse Problems PINNs
Senior Machine Learning Engineer Inverse Problems PINNs
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Job Description
Description
Who we are
We have recently raised a substantial seed round and are looking to hire outstanding people and shape quantum sensing together.
Why join Quantum Diamonds
- Youll get to build a company together with a super smart and welcoming team
- Our technology is the cutting edge of tomorrow starting today and not in 10 years
- Youll get to make an incredible impact straight away
- Youll get the challenges and responsibility to catapult your career
What will you do
Design and Develop Solutions for Inverse Problems:
Conceptualize and implement robust ML pipelines to handle inverse problems including parameter estimation model calibration and uncertainty quantification.PhysicsInformed Neural Networks (PINNs):
Develop and refine architectures leveraging physical laws and partial differential equations (PDEs) to guide network training and improve generalization.Research & Prototyping:
Stay updated with stateoftheart methods in inverse problems scientific machine learning and computational modeling. Conduct rapid prototyping and exploratory research to validate new ideas.Model Deployment & Scalability:
Integrate ML models into scalable productionready systems. Work closely with other data scientists and software engineers to ensure smooth deployment and maintenance.Collaboration & Mentorship:
Collaborate with crossfunctional teams of scientists data engineers and domain experts. Provide technical leadership and mentorship to junior team members.
What is expected of you
Education:
- Masters or Ph.D. in Computer Science Applied Mathematics Physics Engineering or related field.
- Strong background in numerical methods PDEs and highperformance computing is highly desirable.
Experience & Technical Skills:
- Machine Learning & Deep Learning: 5 years of professional experience applying advanced ML methods to scientific or quantitative problems.
- Inverse Problems & PINNs: Handson experience with PINNs and inverse modeling techniques including but not limited to PDEconstrained optimization and gradientbased methods.
- Programming Languages & Libraries: Proficiency with Python TensorFlow/PyTorch NumPy and related libraries for numerical computation.
- Parallel Computing & HPC: Familiarity with GPU/TPU acceleration distributed training and parallelized computing techniques.
- Software Development Practices: Experience with CI/CD version control (Git) and agile methodologies.
Soft Skills:
- Excellent problemsolving abilities and strong analytical thinking.
- Ability to communicate technical concepts clearly to both technical and nontechnical stakeholders.
- Proven track record of project ownership from concept to deployment.
Our benefits
- Company ownership
- An office in the cool Werksviertel Munich neighbourhood
- Sport membership
- Relocation package including accommodation for the first few months
- Mobile phone and laptop
- Flexible hours
About us
QuantumDiamonds develops and deploys worldleading quantum sensing technologies and tools for the failure analysis and metrology of a new generation of semiconductor chips enabling innovation within the heterogeneous integration and advanced packaging era. In close collaboration with leading customers across the globe our expert teams of quantum physicists engineers and data scientists design metrology tools that move the industry forward.
If you have any questions regarding the application process or whether you are the right fit for QuantumDiamonds GmbH please dont hesitate to contact us at .Required Experience:
Senior IC
Employment Type
Full-Time
