3D ML Engineer for Real-World Robotics Perception

Lever, Inc.; Irvine (CA); On-site; USD 150,000 - 200,000; Full time

Job summary

FieldAI in Irvine designs embodied AI for robots, with real hardware, sensors, and field deployments. We build risk-aware, field-ready AI systems that solve hard robotics problems and unlock embodied intelligence.

Join a world-class, interdisciplinary team focused on end-to-end ML lifecycles, from data to production. We value safety, explainability, and real-world impact across diverse deployments.

Qualifications

• BS or MS in CS, ML, robotics, or a related field.
• 2+ years of hands-on industry experience in ML for 3D data.
• Strong background in 3D ML and deep learning for point clouds.

Responsibilities

• Design scalable pipelines for 3D spatial data processing.
• Train and deploy DL models on cloud platforms.
• Collaborate with software and systems engineers for production integration.
• Assess sensor inputs including LiDAR, RGBD, BIM.
• Define robust data annotation strategies with data ops.

Skills

3D ML

Python

PyTorch

TensorFlow

OpenCV

PCL

AWS SageMaker

Point clouds

Geometric learning

MLOps

Education

Bachelor's or Master’s in CS/ML/Robotics

Tools

SageMaker

EC2

Open3D-ML

Torch-Points3D

MMDetection3D

Job description

FieldAI in Irvine designs embodied AI for robots, with real hardware, sensors, and field deployments. We build risk-aware, field-ready AI systems that solve hard robotics problems and unlock embodied intelligence.

Join a world-class, interdisciplinary team focused on end-to-end ML lifecycles, from data to production. We value safety, explainability, and real-world impact across diverse deployments.