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Agtonomy

Senior Staff Machine Learning Engineer Perception

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Description

You will develop real-time perception models for obstacle and terrain understanding. You will build camera and LiDAR fusion for robust 3D and BEV representations, optimize models for low-latency embedded inference, create auto-labeling and evaluation pipelines, and analyze performance metrics to improve perception accuracy, efficiency, and safety.

Responsibilities

  • Develop real-time perception models for obstacle and terrain understanding
  • Build camera and LiDAR fusion for unified 3D and BEV representations
  • Optimize models for low-latency inference on resource-constrained hardware
  • Design auto-labeling pipelines using foundation models and teacher-student distillation
  • Design data and evaluation pipelines for multi-sensor datasets
  • Build visualization and debugging tooling
  • Analyze performance metrics and improve perception algorithms

Requirements

  • MS or PhD in Computer Science, AI, or a related field, or 6+ years building vision-based perception systems
  • Expertise in detection, segmentation, depth, BEV, occupancy, sensor fusion, and 3D scene understanding
  • Experience adapting, fine-tuning, and distilling vision and vision-language models
  • Experience with camera, LiDAR, and radar integration
  • Experience handling datasets for labeling, training, and evaluation
  • Fluency in Python, PyTorch, TensorFlow, and OpenCV
  • Experience writing production-ready code for real-time systems
  • Ability to design experiments and analyze perception performance and calibration metrics

Benefits

  • 100% covered medical, dental, and vision insurance for the employee
  • Commuter benefits
  • Flexible Spending Account or Health Savings Account
  • Life insurance
  • Short-term and long-term disability insurance
  • 401k plan
  • Stock options

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