2 часа назад
3D Machine Learning Engineer (Robotics)
150 000 - 200 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
3D Machine Learning Engineer (Robotics): Designing and implementing scalable ML pipelines for 3D spatial data processing and perception with an accent on point cloud analysis, object detection, and scene understanding. Focus on training and deploying deep learning models for real-world robotics hardware in unstructured environments.
Location: Must be based in Irvine, CA (On-site)
Salary: $150,000 - $200,000 per year
Company
builds risk-aware, reliable, field-ready AI systems for embodied intelligence and robotics, operating out of Irvine, California.
What you will do
- Design and implement scalable machine learning pipelines for 3D spatial data processing, including point cloud analysis and object detection.
- Train, optimize, and deploy deep learning models using frameworks like PyTorch or TensorFlow on AWS cloud infrastructure.
- Collaborate with software and systems engineers to integrate models into production environments and improve inference pipelines.
- Analyze diverse sensor inputs such as RGBD imagery, LiDAR, 360 photos, and Building Information Models (BIM).
- Work with data operations teams to define robust annotation strategies for high model performance.
Requirements
- Bachelor’s or Master’s degree in Computer Science, Machine Learning, Robotics, or a related field.
- 2+ years of industry experience developing ML systems for 3D point clouds, perception, or spatial understanding.
- Strong background in 3D machine learning, deep learning for point clouds, or geometric learning.
- Expertise in Python and deep learning frameworks like PyTorch or TensorFlow.
- Experience with cloud infrastructure (AWS, SageMaker) and containerized workflows.
- Solid understanding of the end-to-end ML lifecycle, including model versioning and production optimization.
Nice to have
- Experience with BIM data, digital twins, or geometric computer vision.
- Familiarity with MLOps pipelines (Ray, MLflow, Kubeflow).
- Exposure to graph neural networks, NeRF, or 3D transformers.
- Experience with point cloud frameworks like Open3D-ML or PyG.
Culture & Benefits
- Work directly with robotics hardware and real-world field deployments.
- Collaborate with a world-class team with backgrounds from NASA JPL, Boston Dynamics, NVIDIA, and SpaceX.
- Focus on solving complex, real-world challenges in perception, planning, and manipulation.
- Inclusive workplace committed to merit and diverse perspectives.
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