Simulation Platform & ML Engineer
Core
Build robust software and computational infrastructure to connect multiphysics models, ML, and experimental data for industrial process simulation.
Role type
Senior IC simulation platform & ML engineer
Builds
Production-ready software connecting sensor data, physics models, ML models, and simulation workflows for industrial processes
Domain
Industrial simulation, multiphysics modeling, machine learning
Deliverable
production ML models | product features | infrastructure
Required skills
Python, JAX, backend architecture, data pipelines, MLOps, CI/CD, performance optimization
Preferred skills
Docker, Kubernetes, GPU computing, FastAPI, scientific computing, simulation software
Technologies
JAX, Python, Docker, Kubernetes, FastAPI, cloud infrastructure
Responsibilities
Build backend architectures connecting sensor data, physics models, ML models and simulation workflows; Turn JAX-based research code into maintainable, production-ready software; Build pipelines connecting experimental data, simulation, surrogates and optimization; Develop infrastructure for model training, evaluation and reproducibility; Build APIs, packages and repositories for long-term production use; Establish testing, CI/CD, versioning and monitoring for scientific software; Identify computational bottlenecks and improve performance
Seniority
Senior, hands-on IC