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Zoox

Posted 8 months ago

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Machine Learning Engineer, Simulation Scenario Generation

Foster City, CAOn-siteFull-time

AI Summary

ML Engineer focused on creating scalable simulation scenarios for autonomous vehicle testing, developing and validating ML models and leveraging LLMs/VLMs for synthetic scenario generation.

About this role

Do you enjoy applying machine learning to complex, real-world problems in autonomous vehicle testing? The Simulation Scenario Generation team is looking for a ML Engineer to enable next-generation scalable AV scenario creation workflows. This ranges from generating large-scale traffic simulations to extending our agentic AI system to assist in synthetic scenario creation from a natural language test specification. This role offers a unique chance to deliver immediate user impact while contributing to long-term AI-driven safety validation.

In this role, you will:

  • Contribute to tooling for AI-based scenario understanding and validation.
  • Synthesize realistic AV simulation scenarios with dynamic (e.g., traffic) and static features.
  • Develop, integrate, and validate ML models (including custom models and off-the-shelf LLMs/VLMs) for complex scenario generation workflows, leveraging techniques like agentic tool use.
  • Collaborate directly with internal customers and partner teams to provide generative AI solutions for their test creation workflows.
  • Directly contribute to the safety and reliability of Zoox's autonomous software.
  • Qualifications

  • MS or PhD in Computer Science, Machine Learning, or related field
  • 5+ years of industry experience in Machine Learning
  • Proficiency in Python and ML libraries (PyTorch, JAX, NumPy, etc.) demonstrated through professional or research projects
  • Demonstrated experience in transformer and diffusion architectures
  • Practical experience in dataset creation for fine-tuning
  • Bonus Qualifications

  • Familiarity with autonomous vehicles, robotics, and/or complex simulation environments
  • Hands-on experience in areas like program synthesis and/or formal methods/V&V
  • Relevant publications in conferences (e.g., CVPR, ICCV, RSS, and/or ICRA)
  • Skills

    Agentic Tool UseAI Tooling For SimulationsDataset ConstructionDiffusion ModelsJAXLarge Language ModelsModel Fine-tuningNatural Language ProcessingNumPyPythonPyTorchRisk/validation ToolingSoftware IntegrationSynthesis MethodsTransformer ArchitecturesVision-language Models

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