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Path Robotics, Inc. Logo

Machine Learning Engineer, Reinforcement Learning

Path Robotics, Inc.

Salary not specified
Aug 12, 2025
Columbus, OH, US
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Solve trillion dollar opportunity in industry hurting from lack of skilled labor at Path Robotics

Requirements

  • Master’s or PhD in Computer Science, Robotics, Machine Learning, or related field, or equivalent practical experience.
  • Strong knowledge of reinforcement learning algorithms and theory.
  • Proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow.
  • Experience with simulation environments (e.g., MuJoCo, Isaac Gym).
  • Solid understanding of probability, statistics, and optimization.
  • Experience with training and deploying ML models in production systems.

Responsibilities

  • Design, implement, and evaluate RL algorithms for robotic control, motion planning, and adaptive behaviors in dynamic, unstructured environments.
  • Develop and integrate RL policies with robot control systems, ensuring compatibility with hardware constraints and real-time requirements.
  • Collaborate with perception teams to fuse RL with vision, depth, and sensor data for robust decision-making.
  • Build and maintain sim-to-real pipelines, including domain randomization and transfer learning techniques.
  • Conduct experiments on physical robots, including designing safety protocols and monitoring for unexpected behaviors.
  • Leverage simulation environments (Isaac Gym, Gazebo, MuJoCo, PyBullet) for large-scale training before real-world validation.

Other

  • Master’s or PhD in Computer Science, Robotics, Machine Learning, or related field, or equivalent practical experience.
  • Flexible PTO
  • Medical, Dental and Vision insurance with 100% coverage on monthly medical premiums for you and any dependents on select plans