Machine Learning Engineer - 3D Sensor Simulation
Core
Design, train, and validate ML models to improve the realism of simulated lidar, radar, and camera data for autonomous vehicle AI training and testing.
Role type
Senior IC machine learning engineer (3D sensor simulation)
Builds
High-fidelity synthetic sensor data and in-the-loop simulation pipelines for autonomous vehicles
Domain
Autonomous vehicles, 3D simulation, computer vision
Deliverable
production ML models
Required skills
Python, PyTorch, TensorFlow, ML model training and validation, sensor data processing (LiDAR, radar, cameras), dataset curation, GenAI data augmentation, sim-to-real gap analysis, team mentorship
Preferred skills
Generative techniques (diffusion, flow matching, VAEs), 3D reconstruction (3DGS, NeRFs), differentiable rendering, AV autonomy development