Senior ML Architect — Real-Time Surrogate Models

Transvalor Sa; Valbonne; Ibrido; EUR 55.000 - 70.000; Tempo pieno

Vantaggi offerti da questo lavoro

Housing assistance

Transport allowance

RTT (time off)

Occasional work from home

Descrizione del lavoro

Physora, a Transvalor Group company, is seeking an ML Architect to design surrogate models for real-time production use. You will lead architecture direction, ensure models converge across geometries, and run in real-time within a customer-facing setting.

You will work under the Head of R&D, with opportunities to mentor PhD students and contribute to a cutting-edge AI for numerical material-forming simulations, based in Sophia Antipolis with occasional remote work.

Competenze

• Geometric deep learning with meshes, point clouds or neural operators.
• Experience with Gaussian processes or Bayesian optimization.
• Expertise in PyTorch with multi-GPU training and debugging.
• Ability to validate against physics, not only data-driven results.
• PhD/Masters in ML, applied math, computational mechanics or physics.

Mansioni

• Design architectures of surrogate models for production use.
• Train and debug surrogates on complex FE simulation data.
• Contribute to evaluation frameworks and model acceptance criteria.
• Mentor PhD students and collaborate with R&D leadership.

Conoscenze

Geometric deep learning

Gaussian processes

PyTorch

Physics-informed validation

Multi-GPU training

Formazione

Master’s degree or PhD in ML, applied mathematics, computational mechanics or physics

Strumenti

Multi-GPU training

Descrizione del lavoro

Physora, a Transvalor Group company, is seeking an ML Architect to design surrogate models for real-time production use. You will lead architecture direction, ensure models converge across geometries, and run in real-time within a customer-facing setting.

You will work under the Head of R&D, with opportunities to mentor PhD students and contribute to a cutting-edge AI for numerical material-forming simulations, based in Sophia Antipolis with occasional remote work.