Rivian

Staff Machine Learning Engineer, End-to-End Autonomy

Rivian$228K — $285K *
Transportation
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • B.S., M.S., or Ph.D. in Computer Science, Robotics, or related field
  • 5+ years of experience with large-scale ML systems
  • Deep understanding of foundation models and self-supervised learning
  • Strong software engineering skills in Python and C++
  • Experience with transformer models and autonomous agents
  • Familiarity with real-time inference systems
  • Proven leadership in ML projects from research to production

Responsibilities

  • Develop technical strategy and architecture for autonomous driving models
  • Create transformer-based systems supporting closed-loop autonomy
  • Build training and evaluation pipelines using large datasets
  • Collaborate with teams on perception, planning, and ML infrastructure
  • Align model capabilities with real-world deployment constraints
  • Provide internal technical guidance and mentor engineers

Benefits

  • Robust medical, dental, and vision insurance effective from day one
  • Coverage for employees and their families up to age 26
  • Most premium costs covered by Rivian
Full Job Description
Role Summary

We are seeking a Staff Machine Learning Engineer interested in the development of end-to-end models that unify perception, prediction, and planning in a single system. This role is ideal for someone excited by the challenge of scaling models that learn from vast sensory data to enable autonomous driving. Ideal candidates have experience with Supervised Learning, Reinforcement Learning, and/or LLMs.

Responsibilities

As a member of the Autonomy team, you will guide the architecture, implementation, and deployment of the Large Driving Model (LDM). This model will support not only decision-making and closed-loop autonomy .

  • Key areas of responsibility include:
  • Developing technical strategy and architecture for end-to-end autonomous driving model
  • Developing multi-modal, multi-task transformer-based systems that support closed-loop autonomy
  • Building training and evaluation pipelines at scale across petabytes of real-world and simulated driving data
  • Collaborating with cross-functional teams across perception, planning, simulation, and ML infrastructure
  • Driving alignment between model capabilities and real-world deployment constraints (latency, robustness, validation)
  • Publishing internal technical guidance and mentoring engineers across autonomy ML

Qualifications

  • B.S., M.S., or Ph.D. in Computer Science, Robotics, or a related field
  • 5+ years of experience building and deploying large-scale ML systems
  • Deep understanding of foundation models, self-supervised learning, and world models in robotics or simulation
  • Strong software engineering background, with fluency in Python and C++
  • Experience training and evaluating transformer models or end-to-end autonomous agents
  • Familiarity with real-time inference systems and autonomous vehicle constraints
  • Proven leadership in driving ML projects from research to production


Bonus Qualification
  • Prior work on end-to-end autonomous driving architectures (e.g., imitation learning, behavior cloning, world models)
  • Experience with sensor fusion (LiDAR, camera, radar) in a learned mode

Pay Disclosure

Salary Range for California Based Applicants: $228,000 - $285,000 (actual compensation will be determined based on experience, location, and other factors permitted by law).

Benefits Summary: Rivian provides robust medical/Rx, dental and vision insurance packages for full-time employees, their spouse or domestic partner, and children up to age 26. Coverage is effective on the first day of employment, and Rivian covers most of the premium

About Rivian

Rivian is an American automaker and automotive technology company. Founded in 2009, the company develops vehicles, products and services related to sustainable transportation. Rivian has raised over $10.5 billion since 2019, with investments from Amazon, Ford, and Cox Automotive. The company's first two vehicles, the R1T and R1S, are electric vehicles that are expected to be released in 2021. Rivian has also announced plans to produce electric delivery vans for Amazon. The company has received praise for its focus on sustainability and its commitment to using recycled materials in its vehicles.
Learn more about Rivian
Size
10,000 employees
Market Cap
$16.8 billion
Industry
Founded
2009
NASDAQ

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