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Machine Learning Engineer, 3D Simulation

๐Ÿ“… Jun 10, 2024
Machine Learning3D VisionPythonC++
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๐Ÿ“œ Description

  • Research, implement, and optimize machine learning methods to improve 3D simulation variation and fidelity.
  • Collaborate with ML researchers, technical artists, and simulation engineers to integrate techniques into the production simulator.
  • Train 4D generative and world models to simulate rare scenarios.
  • Build scalable cloud pipelines for machine learning solutions in 3D simulation.
  • Improve rendering and tools for generating realistic data at scale.

๐Ÿ› ๏ธ Requirements

  • 3+ years of experience with Python/C++ programming and algorithm design
  • Experience building and extending radiance field ML models
  • Experience with generative models for 3D or video content
  • Publications or production experience in human-centric 3D vision, 3D reconstruction, or style transfer
  • Strong mathematical skills and understanding of probabilistic techniques
  • Experience automating 3D content pipelines using applications like Houdini, Maya, or Blender
  • Experience in distributed systems and cloud computing platforms
  • Experience in generative camera, lidar, radar, or LWIR
Full job description
The 3D Simulation group at Zoox is looking for machine learning engineers to bring the latest research in 3D vision to accelerate autonomy by blurring the line between simulation and reality. Our ML group is working on generating rich and diverse 3D environments, humans, and environmental conditions using reconstruction and generative models. You will have access to the best sensor data in the world and an incredible infrastructure for testing and validation to bring new algorithms into our robotics stack.
About Zoox Zoox is developing the first ground-up, fully autonomous vehicle fleet and the supporting ecosystem required to bring this technology to market. Sitting at the intersection of robotics, machine learning, and design, Zoox aims to provide the next generation of mobility-as-a-service in urban environments. Weโ€™re looking for top talent that shares our passion and wants to be part of a fast-moving and highly execution-oriented team. Follow us on LinkedIn Accommodations If you need an accommodation to participate in the application or interview process please reach out to accommodations@zoox.com or your assigned recruiter. A Final Note: You do not need to match every listed expectation to apply for this position. Here at Zoox, we know that diverse perspectives foster the innovation we need to be successful, and we are committed to building a team that encompasses a variety of backgrounds, experiences, and skills.

In this role, you will:

  • Research, implement, and optimize state of the art machine learning approaches to improve 3D simulation variation and fidelity
  • Collaborate with ML Researchers, Technical Artists and Simulation engineers to bring new ML techniques to our production simulator
  • Train 4D generative and world models for simulating rare scenarios
  • Build scalable, useable cloud pipelines for machine learning solutions in 3D simulation
  • Improve rendering and tooling for generating realistic data at scale
  • Qualifications

  • 3+ years of experience with Python/C++ programming and algorithm design
  • Experience building and extending radiance field ML models
  • Experience with generative models for 3D or video content
  • Publications or production experience in human-centric 3D vision, 3D reconstruction, or style transfer
  • Strong mathematical skills and understanding of probabilistic techniques
  • Bonus Qualifications

  • Experience automating 3D content pipelines using applications like Houdini, Maya, or Blender
  • Experience in distributed systems and cloud computing platforms
  • Experience in generative camera, lidar, radar, or LWIR
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