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Perception Software Engineer, Cv
Posted on 3/8/2022
INACTIVE
Locations
San Francisco, CA, USA
Experience Level
Entry
Junior
Mid
Senior
Expert
Desired Skills
Computer Vision
Data Structures & Algorithms
Python
Requirements
  • Solid foundation in computer vision; key areas of interest include: camera calibration; object detection, tracking and recognition; multiple view geometry, 3D computer vision and SfM/SLAM; visual odometry; activity recognition
  • Deep understanding of machine learning technology and experience with turning machine learning technologies into practical, state-of-the-art systems
  • Deep understanding of the theory and practice of modern machine learning techniques
  • Hands-on experience in computer vision and ML projects (2+ years)
  • Experience building reproducible data and machine learning pipelines
  • Experience working with production software. You are able to understand and contribute to high-quality software for a complex system
  • Strong 3D geometry, linear algebra, statistics and probability skills
  • Strong software engineering skills, with mastery of relevant languages like Python and C++
  • Generalist mindset, with the ability to work cross platform, from spooling up cloud compute services to optimizing for embedded systems
  • Experience deploying machine learning solutions on real robots
Responsibilities
  • Investigate and develop computer vision algorithms and ML models for the perception system
  • Design integrated computer vision solutions while running in real-time on constrained compute and are robust to varied weather and lighting conditions
  • Build machine learning models using deep learning for computer vision tasks such as semantic/panoptic segmentation, object detection, video understanding, etc
  • Build software infrastructure to enable learning algorithms to leverage our large-scale fleet data
  • Understand the inner workings of neural networks to uncover edge cases and make safety determinations
  • Identify and mitigate bottlenecks in our machine learning development processes
Zipline

501-1,000 employees

Autonomous drone delivery
Company mission
Zipline designs, manufactures, and operates drones to deliver vital medical products to everyone, no matter where they live.