Senior Perception Engineer

John Deere

Santa Clara (CA)

On-site

USD 124,584 - 186,864

Full time

14 days+

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Benefits offered by this job

Flexible work arrangements
Healthcare benefits with generous HSA
401K and Defined Contribution

Job summary

John Deere is seeking a Senior Perception Engineer in Santa Clara, CA, to advance perception across the autonomy stack using C++ and ML. You’ll work on data ingestion, model execution, and real-time interfaces, collaborating with robotics and platform teams to ensure robust system integration.

The role emphasizes production-focused ML deployment, real-time performance, and clean, maintainable perception code. A strong background in ROS 2, embedded platforms, and sensor data is required.

Qualifications

  • Bachelor’s degree in CS, EE, Robotics, or related field.
  • Master’s degree preferred.
  • Coursework in perception, ML, or robotics software architecture is preferred.

Responsibilities

  • Develop and maintain perception capabilities across the full autonomy stack—from onboard C++ systems to ML models.
  • Maintain perception pipeline components: data ingestion, labeling, model execution, and downstream interfaces.
  • Diagnose and resolve perception failures using logs and sensor data, tracing issues to root cause.
  • Implement and optimize C++ modules on embedded/edge platforms for real-time performance.
  • Train, evaluate, and deploy ML models for detection, segmentation, tracking, and scene understanding.
  • Refactor legacy components to improve quality and reduce technical debt.
  • Collaborate with robotics, systems, and platform teams to meet system-level requirements.
  • Contribute to engineering culture through code reviews, design discussions, and best-practices sharing.

Skills

C++
Applied ML for perception
Software debugging
Sensor data handling
Cross-system collaboration

Education

Bachelor's degree in CS/EE/Robotics or related field
Master's degree preferred

Tools

ROS 2
PyTorch
TensorFlow
Docker
CMake
Bazel
colcon

Job description

There are over 7 billion people on this planet. And by 2050, there will be 2 billion more… many moving into urban centers at an unprecedented rate. Making sure there is enough food, fiber and infrastructure for our rapidly growing world is what we're all about at John Deere. And it's why we're investing in our people and our technology like never before! Here the world's brightest minds are tackling the world’s biggest challenges. If you believe one person can make the world a better place, we'll put you to work. RIGHT NOW.

John Deere is an equal opportunity employer, including disabled & veterans.

Primary Location: United States (US) - California - Santa Clara

Function: Product Engineering (CA)

Title: Senior Perception Engineer - 122281

Onsite/Remote: Onsite Position

Your Responsibilities
  • Develop and maintain perception capabilities across the full autonomy stack — working from onboard C++ systems and sensor interfaces up through applied ML models that interpret the environment
  • Develop and maintain key components of the perception pipeline, including data ingestion, labeling, model execution, and downstream interfaces used by planning and controls
  • Diagnose and resolve perception failures using logs and sensor data — reconstructing system behavior when real‑time debugging isn’t possible and driving issues to root cause
  • Implement and optimize C++ modules running on embedded and edge compute platforms, ensuring real‑time performance, robustness, and clean integration with the broader autonomy system
  • Train, evaluate, and deploy applied ML models for detection, segmentation, tracking, and scene understanding — focusing on production reliability rather than research novelty
  • Improve the quality and maintainability of perception codebases by refactoring legacy components, tightening interfaces, and eliminating technical debt
  • Collaborate closely with robotics, systems, and platform teams to ensure perception outputs meet system‑level requirements and integrate cleanly across boundaries
  • Contribute to team engineering culture through thoughtful code reviews, design discussions, and sharing best practices in C++, ML, and systems debugging
  • Drive clarity in ambiguous problem spaces by breaking down perception issues into actionable engineering tasks and proposing pragmatic solutions

VISA Sponsorship is NOT available for this position.

What Skills You Need
  • 3 or more years of professional software engineering experience, including substantial work in modern C++
  • Hands‑on experience with applied machine learning for perception — training, evaluating, and deploying models using frameworks such as PyTorch or TensorFlow
  • Ability to work effectively across system boundaries — from onboard compute and middleware to cloud‑based data workflows
  • Demonstrated ability to deliver high‑quality, maintainable code and collaborate effectively within a multidisciplinary engineering team
  • Strong debugging skills, especially in log‑driven environments where issues span multiple processes, sensors, or system layers
  • Experience working with sensor data (camera, LiDAR, radar) and building or maintaining perception data pipelines
What Makes You Standout
  • Experience with ROS 2 (nodes, lifecycle, launch, parameters, QoS) and its build ecosystem
  • Experience deploying ML models to embedded platforms (Jetson, ARM, x86) and optimizing for latency, memory, or power constraints
  • Background in classical computer vision, sensor fusion, or tracking algorithms
  • Experience with static analysis and code quality tools (clang‑tidy, ASAN/TSAN/UBSAN)
  • Experience with simulation environments, synthetic data generation, or system‑level testing frameworks
  • Solid understanding of Linux development, build systems (CMake, Bazel, or colcon), and containerized workflows (Docker)
  • Familiarity with concurrency, performance constraints, and real‑time considerations in robotics or embedded systems
  • Domain experience in agricultural, mining, construction, or other off‑highway autonomous systems
Education
  • Bachelor’s degree in Computer Science, Electrical Engineering, Robotics, or a related technical field
  • Master's degree in Computer Science, Electrical Engineering, Robotics, or a related technical field is preferred
  • Coursework or demonstrated expertise in perception, machine learning, or robotics software architecture is preferred
What You’ll Get
  • Flexible work arrangements
  • Highly competitive base pay
  • Savings & Retirement benefits (401K and Defined Contribution)
  • Healthcare benefits with a generous company contribution in the Health Savings Account
  • Adoption assistance
  • Employee Assistance Programs
  • Tuition assistance
  • Fitness subsidies and on‑site gyms at specific Deere locations
  • Charitable contribution match
  • Employee Purchase Plan & numerous discount programs for personal use
  • Vacation and Holiday Pay

$124,584.00 - $186,864.00 + Benefits

Follow this link to learn more about our Total Rewards Package https://bit.ly/3XCd8fL

Must be 18 years of age or older to apply

The information contained herein is not intended to be an exhaustive list of all responsibilities and qualifications required of individuals performing the job. The qualifications detailed in this job description are not considered the minimum requirements necessary to perform the job, but rather as guidelines.

The terms of the applicable benefit plans, and all company actions administering or interpreting these plans, continue to control. Deere & Company reserves the right to suspend, amend, modify, or terminate the Plan(s) in any manner at any time, including the right to modify or eliminate any cost‑sharing between the company and participants. Changes, which can be made at any time, are made by action of the company's board of directors, or to the extent authorized by resolution of its board of directors, or by the Deere & Company Compensation Committee. In the event of a conflict between the language of the official Plan Documents and this document, the language of the official Plan Documents will control.

ACA Section 1557 Nondiscrimination Notice

The John Deere Health Benefit Plans for Salaried Employees and The John Deere Benefit Plan for Wage Employees comply with applicable Federal civil rights laws and do not discriminate on the basis of race, religion, color, national origin, sex, age, sexual orientation, gender identity or expression, status as a protected veteran, or status as a qualified individual with disability.

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