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Software Engineer, Perception/Ml/Cv

Company

Agtonomy

Address South San Francisco, CA, United States
Employment type FULL_TIME
Salary
Category Transportation, Logistics, Supply Chain and Storage
Expires 2023-05-23
Posted at 1 year ago
Job Description
About Us


Agtonomy is a hybrid autonomy and tele-assist service platform that turns tractors and other equipment into autonomous machines. A robust sensor suite and custom software stack enable remote modes of operation with a higher margin of safety than conventional equipment. Agtonomy, through its OEM partners, will address both local agriculture skilled labor shortages and broader land maintenance operations, including wildfire prevention through land clearing.


About The Role


We are looking for enthusiastic software engineers to join our Autonomy team. You will be responsible for the perception, ML, and CV software of new and existing autonomous vehicle systems through the entire product lifecycle. You will coordinate with other hardware, software, program management, and business teams to design, implement, and iterate on solutions. This position will be in our South San Francisco office with our testing grounds in Sonoma County.


What you’ll be doing:


  • Characterize and quantify the performance of the vision systems
  • Write performant, well-tested software, improve code quality through code and design reviews
  • Apply first principles, applied theory and machine learning to solve challenging perception problems for autonomous systems (e.g. object detection, semantic segmentation, instance segmentation, dense depth, optical flow, tracking, etc.)
  • Architect, design, and implement software applications, infrastructure, and tools
  • Research, prototype, and experiment with various sensors, algorithms and approaches
  • Refine and optimize models for low-latency on embedded hardware
What you’ll bring:


  • Experience curating synthetic and real-world image datasets
  • Excellent analytical, communication, and documentation skills with demonstrated ability to collaborate with interdisciplinary stakeholders
  • Passion for sustainable energy and electric vehicle development
  • Ability to thrive in a fast-moving, collaborative, small team environment with little supervision
  • Strong proficiency in C++11 (or newer) development for resource constrained embedded systems
  • Experience handling large datasets efficiently
  • Experience building algorithms for various hardware sensors (eg, LiDAR, camera, radar, etc.)
  • Strong mathematical skills and understanding of probabilistic techniques
  • 5+ years of experience in software development for problems involving state of the art computer vision, machine learning and robotic perception techniques
What makes you a strong fit:


  • Master’s or PhD in Robotics, Computer Science, Computer Engineering, Electrical Engineering, related field or equivalent industry experience
  • Experience building and expanding ML model architectures
  • Experience with parallel processing using hardware building blocks (CUDA, DLAs, etc.)
  • Experience with compute constrained pipelines and architectures, optimizing architectures to explore the accuracy vs. compute tradeoff
  • Experience with real-time sensor fusion, and 3D data representations (pointclouds, meshes, etc.)


The US base salary range for this full-time position is $140,000 to $190,000 + equity + benefits + unlimited PTO


The range displayed on each job posting reflects the minimum and maximum target for new hire salaries for the position across all US locations. Within the range, individual pay is determined by work location, internal equity, and additional factors, including, but not limited to, job-related skills, experience, and relevant education or specialty training. Your recruiter can share more about the specific salary range during the hiring process.