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Caterpillar

Makes heavy machinery, engines and gas turbines

Autonomy Engineering Specialist - Perception

Robotics & Autonomous SystemsUpdated on Nov 12
Full-timeIrving, TX, USA

About the Job

Requirements

  • Experience with modular perception machine learning and sensor fusion for autonomous vehicles and robotics; familiarity with off-road autonomy applications is a plus.
  • Hands-on experience working with camera images, lidar and 4D radar point clouds, inertial measurement units, global navigation satellite systems, and machine state data in real perception systems.
  • Solid understanding of object detection, drivable area understanding, ground plane segmentation, object tracking and fusion, and 3D mapping.
  • Participate in Agile software development from requirements and architecture through validation and deployment.
  • Develop software design documentation, verification plans, and test procedures.
  • Collaborate with engineering teams to deliver safe, production-quality autonomy solutions.
  • Excellence in C++.
  • Fluency in Python.
  • Experience developing computer vision, machine learning, sensor fusion, object detection, and tracking modules.
  • Strong software engineering, debugging, and code quality practices.
  • Knowledge of debugging and validation tools to analyze and resolve perception software issues.
  • Ability to analyze code, logs, sensor data, and machine performance data to troubleshoot complex problems.
  • Experience with verification and validation activities for autonomous machine systems.

Responsibilities

  • Develop autonomous and operator-assisted driving systems.
  • Design, implement, and test modules for sensor fusion, object detection, tracking, and classification.
  • Serve as a technical leader on the Perception team and collaborate with other technical leads to integrate solutions into the software stack and hardware platform.
  • Solve perception problems for mobile off-road machines.
  • Lead other developers in designing and developing perception software to meet customer needs.
  • Document architecture specifications, software design, verification plans, test cases, operating procedures, and safety procedures.
  • Work with application teams to collect and analyze customer-experience data from robotic and manned platforms.
  • Participate in iterative machine-learning training cycles to meet perception requirements.
  • Use appropriate tools to debug, test, and maintain perception software, and assist with verification and validation.
  • Work full-time onsite at the Irving, Texas office.
  • Travel domestically up to 10%.

Desired Qualifications

  • Typically 7+ years of experience developing perception and calibration for autonomous vehicles, robotics, or advanced operator-assist systems using lidar, radar, and cameras.
  • Strong background in computer vision, machine learning, deep learning, sensor fusion, object detection, classification, and tracking.
  • Demonstrated ability to lead other developers.
  • Experience developing production-quality software in C++ and Python.
  • Experience with ROS/AIS, OpenCV, TensorFlow, PyTorch, Git, CMake, Docker, and GoogleTest.
  • Experience developing, integrating, or validating complex autonomous systems with a focus on machine safety and productivity.
  • Experience working in Agile environments using Azure DevOps or Jira and leveraging AWS cloud technologies, including EC2, S3, and Batch, for data processing and model development.

About the Company

Caterpillar

Makes heavy machinery, engines and gas turbines

Caterpillar makes construction and mining machines, diesel and natural gas engines, industrial gas turbines and locomotives for contractors, mines, energy companies and data center builders. It is the world's largest maker of construction and mining equipment, and its yellow Cat bulldozers and excavators work in nearly every country. Customers buy or rent machines through independent Cat dealers, while its engines and turbines generate electricity and push natural gas through pipelines. Caterpillar earns money from equipment sales and from the parts and repairs that dealers supply over a machine's working life. It was formed in 1925 when California's Holt and Best tractor companies merged, and it is based in Irving, Texas.

Company size
10,001+
Company stage
IPO
Headquarters
Irving, TX
Founded
1925

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