Machine Learning Engineer: Imitation and Reinforcement Learning for Robotics

Reposted 17 Days Ago
San Francisco, CA, USA
Hybrid
Mid level
Robotics
The Role
Develop and scale learning models for behavior cloning and reinforcement learning. Build data pipelines and evaluate model performance for integration into autonomous systems.
Summary Generated by Built In
Join the team bringing advanced autonomy to the built world

At Bedrock, we're moving AI out of the lab and into the real world. Our team includes veterans who helped launch Waymo, scaled Segment to a $3.2B acquisition, and grew Uber Freight to $5B in revenue. Today, we're deploying autonomous systems on heavy construction equipment across the country, improving safety on job sites and accelerating schedules on critical infrastructure projects.
We're not here debating the future of AI. We're deploying it in the real world. In just two years, we've raised $350M and achieved the first fully autonomous excavator deployments in construction.
This is where algorithms meet steel-toed boots. You'll work alongside construction veterans and world-class engineers to solve physical-world problems that simulations can't touch. If you're ready to do meaningful work on hard problems, we'd love to have you join us.

The Mission:

We’re looking for a Machine Learning Engineer with a focus on behavior learning, specifically data-driven behavior policies and robust data infrastructure. In this role, you'll be responsible for developing and scaling state-of-the-art learning architectures, while also building the data systems that make these models reliable, scalable, and reproducible in production.

What You’ll Do:

  • Design, train, validate, and launch models for behavior cloning and reinforcement learning

  • Build and maintain data ingestion, labeling, and management pipelines to ensure high-quality training datasets

  • Build metrics to evaluate model performance in open loop, simulation, and in the real world

  • Collaborate with simulation, systems, and infrastructure teams to integrate ML models into real-world autonomous systems

  • Deploy and debug these models in real-world environments, addressing practical issues such as latency, hardware constraints, and system integration

What We’re Looking For:

  • 3+ years of practical experience applying Machine Learning with Deep Learning frameworks, such as PyTorch/Tensorflow/JAX to solve real-world problems

  • 3+ years of professional experience building, deploying, and maintaining Machine Learning models in production environments

  • Familiarity with recent literature and methods in learned behavior policies

  • Practical experience in behavior cloning and/or reinforcement learning

  • Bonus: Experience with diffusion policies, Vision-Language-Action (VLA) models, or related technologies

  • Bonus: Published work in conferences such as ICRA, IROS, CoRL, CVPR, ECCV, ICCV, ICML, NeurIPS, …

 

Our roles are often flexible. If you don't fit all the criteria, or are in another location (especially one where we have an office like SF or NY), please apply anyway! We'd love to consider you.

Bedrock Robotics is an Equal Opportunity Employer

We’re committed to building a diverse and inclusive workplace. We consider all qualified applicants for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, ancestry, age, disability, veteran status, genetic information, or any other protected characteristic.

Reasonable Accommodations

We want our hiring process to be accessible to everyone. If you need an accommodation to participate in the application or interview process, please let your recruiter know so we can support you.

Skills Required

  • 3+ years of practical experience applying Machine Learning with Deep Learning frameworks
  • 3+ years of professional experience building, deploying, and maintaining Machine Learning models in production environments
  • Familiarity with recent literature and methods in learned behavior policies
  • Practical experience in behavior cloning and/or reinforcement learning
  • Experience with diffusion policies, Vision-Language-Action models, or related technologies
  • Published work in conferences such as ICRA, IROS, CoRL, CVPR, ECCV, ICCV, ICML, NeurIPS
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The Company
HQ: San Francisco, CA
56 Employees
Year Founded: 2024

What We Do

Bedrock Robotics brings advanced autonomy to the built world, helping the construction industry build at the pace today's society demands. Our technology upgrades existing heavy equipment, enabling truly autonomous operation with expert level quality and superhuman safety. At a time when we need to build faster than ever—from housing to data centers to factories and energy infrastructure—autonomous construction isn't just an innovation, it's an economic necessity.

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