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FLFlexion Robotics

.AI Research Engineer - RL Manipulation(m/w/x)

Zürich
Full-timeOn-siteExperienced
AI/ML

Developing RL algorithms for humanoid robot manipulation, closing sim-to-real gaps. MSc or PhD in Robotics/ML with RL and manipulation focus required. Energetic, collaborative team environment.

Requirements

  • MSc or PhD in Robotics, Machine Learning, or related field
  • Strong focus on reinforcement learning and manipulation
  • Experience with robot manipulation problems
  • Experience with contact-rich or dexterous tasks
  • Strong background in reinforcement learning
  • Experience with modern reinforcement learning algorithms
  • Awareness of practical limitations of reinforcement learning
  • Hands-on experience with sim-to-real transfer
  • Excellent programming skills in Python
  • Ability to operate independently
  • Ability to push open-ended problems to completion

Tasks

  • Develop new algorithms for RL-based manipulation
  • Scale training systems for efficient learning
  • Close the loop between simulation and real-world performance
  • Tackle sparse rewards and exploration challenges
  • Improve sim-to-real transfer through better modeling
  • Enhance training strategies and use real-world data
  • Design learning-based approaches for complex tasks
  • Focus on dexterous and contact-rich interactions
  • Target real-world humanoid capabilities
  • Solve multi-stage manipulation problems with delayed rewards
  • Address credit assignment and stability challenges
  • Develop methods for reliable policy transfer
  • Improve robustness and handle model mismatch
  • Leverage domain randomization and system identification
  • Optimize large-scale training pipelines
  • Increase simulation throughput for complex behaviors
  • Explore novel learning methods
  • Integrate reinforcement learning with imitation learning
  • Collaborate with simulation and control teams
  • Ensure tight integration between algorithms and infrastructure

Work Experience

  • approx. 1 - 4 years

Education

  • Master's degree

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Python
  • Robotics
  • Machine Learning
  • Reinforcement Learning

Benefits

Competitive Pay

  • Competitive compensation package

Informal Culture

  • Energetic, collaborative team
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