Senior Staff Machine Learning Engineer, Perception, Simulation Realism
Core
Architecting high-fidelity perception ML models and foundation models for autonomous vehicle simulation ground truth at petabyte scale.
Role type
Senior Staff Machine Learning Engineer (Perception, Simulation)
Builds
High-fidelity 3D perception models and semantic signals for AV simulation evaluation
Domain
Autonomous driving, computer vision, simulation
Deliverable
production ML models
Required skills
Foundation Models (VLMs, MMLMs), 3D perception, Transformers, Python, PyTorch/JAX, distributed systems, petabyte-scale data engineering
Preferred skills
C++, multi-modal sensor fusion, object detection, AV perception, academic publications
Technologies
PyTorch, JAX, Python, Numpy, Transformers, VLMs, MMLMs
Responsibilities
Architect modular ML frameworks for semantic signal expansion; Define multi-year roadmap for signal quality and coverage; Optimize high-fidelity model inference efficiency at petabyte scale; Act as primary interface for application owners to translate simulation needs; Mentor ML perception engineers on best practices and execution