PIML /PNN
Location : Noida
Years : 6+ Years
JD details-
We're looking for a Senior Engineer with strong Python and numerical/CAE skills to help build Physics-Informed Machine Learning (PIML) solutions in engineering.
What you'll do
- Develop Python-based PIML/PINN models for CAE (computer aided engineering) problems.
- Work with CAE engineers to run parametric FEA, extract data and build training sets.
- Train, validate and benchmark models vs. FEA; improve accuracy and robustness.
- Wrap models as APIs/services and integrate into design space exploration / optimisation workflows.
- Document methods and collaborate with CAE, data science and software teams.
What you need
- Strong Python (NumPy/SciPy/pandas; clean, modular code; Git).
- Experience with PyTorch (or similar) and ML training pipelines.
- Solid understanding of Engineering Physics (solid mechanics, fluid mechanics etc.).
- Hands-on with at least one FEA tool (Abaqus, Ansys, Nastran, Code_Aster, CalculiX, etc.) and scripting.
- Degree in Mechanical/Civil/Aerospace/Applied Math/CS or related.
freshers do not apply for the job
