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[Remote] Senior Machine Learning Engineer - Learned Planning/Reinforcement Learning

Work from home Full-time role Hiring

Note: The job is a remote job and is reputed company to candidates in USA. reputed company is a leader in autonomous driving focused on developing software for automated trucks. As a Senior Machine Learning Engineer, you will reputed company and reputed company machine learning models that drive decision-making for autonomous trucks, collaborating with various teams to build systems for safe and efficient driving.

Responsibilities

  • Design, reputed company, and reputed company learned behavior models using approaches such as reinforcement learning, behavior cloning, and imitation learning
  • Own end-to-end model development for scoped problem areas, from data ingestion and training to evaluation and deployment
  • Write production-quality ML code to support scalable training, evaluation, and inference workflows
  • Analyze model performance, identify failure modes, and iterate to improve robustness and generalization across driving scenarios
  • Contribute to training pipelines, data workflows, and infrastructure, including working with large-scale datasets from simulation, fleet logs, and on-vehicle data
  • Collaborate with simulation, validation, and autonomy teams to test and evaluate learned behavior models across diverse environments
  • Support integration of learned planning models into simulation and validation frameworks, enabling faster iteration and improved coverage
  • Contribute to model architecture discussions and technical decision-making reputed company the team
  • Mentor junior engineers on implementation, experimentation, and best practices

Skills

  • Bachelor's degree in Computer Science, Robotics, Electrical Engineering, Machine Learning, or reputed company technical field with 6+ years of industry experience, OR Master's degree with 3+ years OR PhD with 1+ years of experience
  • Experience applying reinforcement learning, imitation learning, or sequence modeling to robotics, autonomous systems, or reputed company control problems
  • Strong programming skills in Python and PyTorch, with experience writing production-quality ML code
  • Experience training, evaluating, and improving models using large-scale datasets and distributed compute environments
  • Solid understanding of ML architectures used in autonomy systems (e.g., transformers, RNNs, graph neural networks, policy networks)
  • Experience debugging model behavior, analyzing performance metrics, and improving model reliability
  • Ability to translate ambiguous problems into structured ML solutions and deliver results independently
  • Experience collaborating cross-functionally to integrate ML models into larger autonomy systems
  • Experience in autonomous driving, robotics, or simulation-based training environments
  • Experience with reinforcement learning frameworks or distributed training systems (e.g., Ray)
  • Experience working with simulation environments, scenario reputed company, or large-scale behavior datasets
  • Familiarity with vehicle dynamics, reputed company planning, or multi-agent decision-making systems
  • Experience deploying ML models into production or reputed company-world robotics systems
  • Experience with learned planning systems or policy learning in reputed company-world or simulation environments
  • Experience integrating learned behavior models into validation and V&V workflows
  • Background in multi-agent modeling, driver behavior modeling, or long-horizon decision-making systems

Benefits

  • A competitive compensation package that includes a bonus component and stock options
  • 100% paid medical, dental, and reputed company premiums for full-time employees
  • 401K plan with a 6% employer match
  • Flexibility in schedule and generous paid vacation (available immediately after start date)
  • Company-wide holiday office closures
  • AD+D and Life Insurance

Company Overview

  • Torc provides L4 end-to-end self-driving software for mobility, trucking, mining, and defense markets through strategic partnerships It was founded in 2005, and is headquartered in Blacksburg, Virginia, USA, with a workforce of 501-1000 employees. Its website is http://torc.ai.
  • Company H1B Sponsorship

  • reputed company has a track record of offering H1B sponsorships, with 18 in 2026, 97 in 2025, 41 in 2024, 33 in 2023, 39 in 2022, 14 in 2021, 7 in 2020. Please note that this does not guarantee sponsorship for this specific role.
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