Machine Learning Engineer: Perception Analytics
Core
Building perception algorithms and analytics features for autonomous heavy construction machinery to measure productivity and safety using lidar and camera data.
Role type
Senior IC machine learning engineer (perception/analytics)
Builds
Perception features and analytics dashboards for customer-facing platforms on construction fleets
Domain
Construction automation + computer vision
Deliverable
production ML models
Required skills
perception algorithms, object re-identification, sensor data pipelines (camera/lidar/IMU), 3D geometry, sensor calibration, coordinate transforms, Python, C++ or Rust
Preferred skills
object re-ID experience, customer-facing analytics definition, Rust programming, publications in top-tier robotics/CV venues
Technologies
PyTorch, C++, Rust
Responsibilities
Develop perception algorithms for vehicle re-identification on massive construction sites; Extend and adapt existing perception signals for analytics needs; Work with customers to scope advanced perception capabilities; Deploy models and analytics directly to fleets of machines
Seniority
Senior, hands-on IC
