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Posted 17 hours ago
Machine Learning Engineer
Maven RoboticsMachine Learning Engineer - Robot Manipulation
Requirements
MS or PhD in ML, CS, or Robotics, Experience training/deploying ML models, Deep understanding of RL and IL, Proficiency in Python and PyTorch
Skills
PythonPyTorchReinforcement Learning
About the role
About the Company
Maven Robotics is building the world’s leading general-purpose AI robots. We are currently operating in stealth and are growing the world’s best team in AI robotics.
Responsibilities
- Design and implement machine learning algorithms, focusing on reinforcement learning (RL) and imitation learning (IL)
- Translate high-level objectives into machine learning problems and deploy robust, scalable models to real-world robotic systems
- Integrate ML solutions into existing robotics workflows for both simulated and real-world settings
- Drive innovation by incorporating the latest research into practical robotic manipulation applications
- Take ownership of critical ML projects from conception to deployment
- Collaborate across disciplines and provide technical mentorship to junior engineers
Requirements
- MS or PhD in machine learning, computer science, robotics, or a related field
- Strong practical experience training and deploying ML models for real-world applications
- Deep understanding of reinforcement learning (RL) and imitation learning (IL)
- Proficiency in Python and PyTorch
- Experience with data collection, preprocessing, and management for ML training
- Self-starter attitude with ability to prioritize and execute solutions in a fast-paced startup environment
Preferred Qualifications
- Familiarity with robotic simulation environments like Gazebo or MuJoCo
- Experience in sim-to-real transfer
- Experience designing reward functions for complex manipulation tasks
- Experience deploying ML models to edge devices for real-time inference
- Experience accelerating ML training using GPU or TPU hardware
- Knowledge of reinforcement learning frameworks such as Stable Baselines or RLlib
- General knowledge of robotics principles including kinematics, dynamics, and control
- Publications or contributions to the machine learning community
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Maven Robotics · San Francisco
