Zoox
Zoox
„Zoox“ kuria autonominio judumo technologijas ir specialiai judumo kaip paslaugos sprendimams pritaikytą transporto priemonių parką. Jos veikla apima robotiką, dirbtinį intelektą, transporto priemonių inžineriją, elektromobilius ir pažangias jutiklių sistemas, siekiant kurti saugesnį, švaresnį ir malonesnį transportą. Įmonė siekia keisti žmonių asmeninio judumo patirtį pasitelkdama visiškai autonomines transporto priemones, sukurtas atsižvelgiant į keleivių poreikius.

Machine Learning Engineer, 3D Sensor Simulation

Build machine learning models and synthetic sensor data for Zoox’s autonomous vehicle fleet. Improve lidar, radar, and camera simulation using 3D reconstruction and generative methods.

Aprašymas

  • Develop and validate machine learning models that make simulated lidar, radar, and camera data more realistic in autonomous vehicle simulation pipelines.
  • Integrate 3D Gaussian Splatting and NeRF-based reconstruction with simulation across sensor modalities, working with Synthetic Data and HIL Simulation teams.
  • Create and maintain training datasets from real and simulated sensor data, using generative AI techniques for data augmentation.
  • Work with Simulation Verification and Validation and Perception engineers to set sensor realism metrics and address significant simulation-to-reality gaps.
  • Guide engineers and interns, and establish sound practices for training and deploying machine learning on Zoox sensor data.
  • Create high-fidelity synthetic data and hardware-in-the-loop simulation for training and evaluating autonomous vehicle AI.
  • Increase simulated sensor realism to help Zoox’s robotics autonomy stack learn and improve.

Reikalavimai

  • At least 3 years of experience developing machine learning models in Python with PyTorch or TensorFlow.
  • Industry experience applying machine learning to sensor data, such as lidar, radar, or camera data.
  • A strong understanding of customizing, tuning, and validating machine learning training pipelines.
  • Experience with generative methods such as diffusion, flow matching, or variational autoencoders.
  • Experience with 3D reconstruction methods, including 3D Gaussian Splatting and NeRFs, or differentiable rendering.
  • Previous experience developing autonomy for autonomous vehicles or other robotics and computer vision applications.

Privalumai

  • Paid sick leave, vacation, and bereavement leave.
  • Unpaid time off.
  • Zoox Stock Appreciation Rights.
  • Amazon Restricted Stock Units (RSUs).
  • Health insurance.
  • Long-term care insurance.
  • Long-term and short-term disability insurance.
  • Life insurance.
  • A sign-on bonus may be included in the compensation package.

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