Description
We’re looking for a
Senior Machine Learning Engineer (Inverse Problems & PINNs) to join our team in a
full-time, permanent capacity. In this role, you will contribute to cutting-edge solutions for semiconductor metrology solutions, contributing to research breakthroughs and production-scale implementations. If you are passionate about pushing the boundaries of scientific machine learning, we’d love to hear from you!
Who We Are
QuantumDiamonds is dedicated to establishing a global quantum sensing platform, with a mission to drive progress across a spectrum of industries, including semiconductor manufacturing, biotechnology, and chemistry. Specializing in the design and manufacturing of sensors, our focus lies in creating instruments that facilitate non-destructive, nano-scale imaging of magnetic fields. This groundbreaking technology finds applications in diverse sectors, ranging from semiconductor manufacturing to medical diagnostics.
We have recently raised a substantial seed round and are looking to hire outstanding people and shape quantum sensing together.
Why join Quantum Diamonds?
- You'll 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
- You'll get to make an incredible impact straight away
- You'll 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.
- Physics-Informed 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 state-of-the-art 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, production-ready systems. Work closely with other data scientists and software engineers to ensure smooth deployment and maintenance.
- Collaboration & Mentorship: Collaborate with cross-functional teams of scientists, data engineers, and domain experts. Provide technical leadership and mentorship to junior team members.
What Is Expected Of You
- Education:
- Master’s or Ph.D. in Computer Science, Applied Mathematics, Physics, Engineering, or related field.
- Strong background in numerical methods, PDEs, and high-performance 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: Hands-on experience with PINNs and inverse modeling techniques, including but not limited to PDE-constrained optimization and gradient-based 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 problem-solving abilities and strong analytical thinking.
- Ability to communicate technical concepts clearly to both technical and non-technical 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 world-leading 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 don't hesitate to contact us at
careers@quantumdiamonds.de.
