Data Scientist
Core
Build AI-driven simulation software using machine learning to predict physical system behavior for engineering and manufacturing.
Role type
Senior Research Data Scientist (Deep Learning/Physics-Informed ML)
Builds
AI-native simulation stack for Aerospace, Defense, Materials, Energy, Semiconductors, and Automotive.
Domain
Deep-tech, Numerical Physics, AI for Science
Deliverable
production ML models
Required skills
Deep learning, probabilistic methods for PDEs, operator learning, geometric deep learning, generative models for geometry/spatiotemporal data, Python, PyTorch/JAX, experimental design, technical writing
Preferred skills
Publication record in top-tier venues (NeurIPS, ICML, CVPR, etc.), mentorship experience
Technologies
Python, NumPy, SciPy, Pandas, PyTorch, JAX
Responsibilities
Translate physics challenges into mathematical formulations, build predictive ML models, own research work-streams, collaborate on production code, publish research, mentor junior staff
Seniority
Senior, hands-on IC with research ownership