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Robotics Machine Learning Engineer - Platforms for Vision Language Action Foundation Models

Toyota Research Institute
Los Altos, California
Full Time
Posted December 4, 2025
$176k - $264k
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Job Description

A Robotics Machine Learning Engineer at Toyota Research Institute develops infrastructure, hardware, and software systems to support the creation of general-purpose robots using advanced machine learning models, experiments with real and simulated robots, and collaborates with researchers to push the frontiers of robotics technology.

Key Responsibilities

  • Develop and improve hardware platforms, including robots, sensors, interfaces, data logging, and controls.
  • Build APIs and systems for high-throughput inference, low-latency model serving, and robust policy communication.
  • Design and implement metrics pipelines and tools for quantitative and qualitative evaluation, experiment tracking, and visualization.
  • Create scalable data pipelines for heterogeneous multimodal data, including storage, versioning, streaming, and visualization systems.
  • Collaborate with researchers to run experiments on simulated and real robots, and contribute to peer-reviewed publications.

Requirements

  • Experience in developing hardware platforms, including robots such as YAM, Franka, and custom robots, with knowledge of sensors including monocular, stereo, and depth sensors.
  • Ability to develop and maintain robot computer interfaces, human-robot interfaces, data logging systems, and control systems.
  • Proficiency in building APIs and systems for high-throughput inference and logging in simulation and on real robot platforms.
  • Experience enabling low-latency model serving and robust policy environment communication.
  • Designing metrics pipelines for quantitative and qualitative evaluation of robotics systems.
  • Building tools for experiment tracking, logging, visualization, and leaderboard management using systems like Weights & Biases, MLflow, or ClearML.
  • Building scalable data pipelines for heterogeneous multimodal data including images, text, video, touch, depth, and proprioception.
  • Experience working with data storage, versioning, streaming, and visualization systems optimized for throughput and accessibility.
  • Ability to create working code and interact frequently with researchers.
  • Experience running experiments with both simulated and real physical robots.
  • Participation in publishing research work to peer-reviewed venues.
  • Comfort working with multiple robotic embodiments and stacks, as well as a growing dynamic corpus of robot data.
  • Educational background in a relevant field (implied, as experience with complex systems and data infrastructure is required).
  • Physical and cognitive ability to work with robotics hardware and software systems (implied by the nature of the work).

Benefits & Perks

Salary range between 176,000 and 264,000 USD per year (California-based roles)
Work schedule details not specified
Work environment perks include medical, dental, and vision insurance; 401(k) eligibility; paid time off including vacation, sick leave, and parental leave
Annual cash bonus

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