Full-Time

Senior ML 3D Dataset Research Engineer

Posted on 4/23/2024

UNISON

UNISON

11-50 employees

Develops unified reality headsets for immersive experiences

VR & AR
Hardware
Venture Capital

Senior

Mountain View, CA, USA

Required Skills
Python
Data Structures & Algorithms
Pytorch
Docker
Computer Vision
Requirements
  • 5+ years of experience in machine learning/computer vision for 3D data structures like point clouds, meshes, etc.
  • Experience creating datasets for 3D Machine Learning
  • Experience creating auto-labeling algorithms for 3D data
  • Experience creating annotation tools for Machine Learning
  • Experience with computer vision libraries such as OpenCV and Pytorch
  • Understanding of linear algebra and 3D Math related to cameras and/or graphics
  • Strong skills in Python, and C++ is a plus
  • Comfort running your own ML stack (Can use docker, comfortable working in command line, etc.)
  • Experience in a full machine learning project pipeline from data collection to model deployment in production
  • Experience running data capture process in person
  • Familiarity with data labeling and labeling software such as CVAT
  • Hand tracking and body pose experience
Responsibilities
  • Research, build, and maintain 3D data capture lab scripting
  • Implement state-of-the-art auto-labeling algorithms for 3D data
  • Extend and maintain data labeling software for manual annotations
  • Develop and update data labeling guides for manual annotation
  • Collaborate with the team conducting experiments to improve UNISON 3D perception, find adversarial examples, and push the limits of the models at edge cases
  • Collaborate with the simulation team to generate synthetic datasets
  • Develop machine learning models and algorithms

Unison is at the forefront of developing unified reality headsets, blending virtual and physical realities to enhance user experiences in creating, working, and socializing. This company stands out in the tech industry by integrating their advanced headsets with existing devices and applications, fostering an environment that promotes technological synergy and innovation. A career here offers the chance to be part of a dynamic team that is shaping the future of immersive technology experiences.

Company Stage

Pre-seed

Total Funding

$500K

Headquarters

Mountain View, California

Founded

N/A

Growth & Insights
Headcount

6 month growth

33%

1 year growth

166%

2 year growth

200%
INACTIVE