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Student Assistant - Learning contact-rich tasks in simulation with RL/foundational models(m/w/x)
Setting up physics-based simulation environments for contact-rich assembly operations. Experience with robotics simulation, Python, C++, ROS, and PyTorch required. Freedom to implement own ideas.
Requirements
- Enrollment in robotics, computer science, AI, or related field
- Experience with robotics simulation environments (Isaac Sim, MuJoCo, Bullet)
- Strong programming skills in Python, C++
- Experience with ROS (Robot Operating System)
- Experience with machine learning frameworks, particularly PyTorch
- Experience in reinforcement learning methods
- Interest/initial experience with generative AI (LLMs, VLMs)
- Experience with robotic manipulators (beneficial)
- Fluent English
Tasks
- Set up physics-based simulation environments
- Configure different simulators and robot models
- Model contact-rich handling and assembly operations
- Implement contact-rich assembly processes in simulation
- Design RL-based approaches for assembly learning
- Train RL models to learn assembly policies
- Investigate state-of-the-art foundation models
- Model assembly operations using foundation models
- Generalize assembly operations with foundation models
- Explore generative AI for skill sequence generation
- Document developed methods and findings
- Present methods and findings
Education
- Currently in higher education
Languages
- English – Fluent
Tools & Technologies
- Isaac Sim
- MuJoCo
- Bullet
- Python
- C++
- ROS (Robot Operating System)
- PyTorch
- Large Language Models (LLMs)
- Vision-Language Models (VLMs)
Benefits
Startup Environment
- Freedom to implement own ideas
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Not a perfect match?
- Fraunhofer-GesellschaftFull-timeWorking StudentOn-siteStuttgart
- Fraunhofer-Gesellschaft
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Student Assistant - Learning contact-rich tasks in simulation with RL/foundational models(m/w/x)
Setting up physics-based simulation environments for contact-rich assembly operations. Experience with robotics simulation, Python, C++, ROS, and PyTorch required. Freedom to implement own ideas.
Requirements
- Enrollment in robotics, computer science, AI, or related field
- Experience with robotics simulation environments (Isaac Sim, MuJoCo, Bullet)
- Strong programming skills in Python, C++
- Experience with ROS (Robot Operating System)
- Experience with machine learning frameworks, particularly PyTorch
- Experience in reinforcement learning methods
- Interest/initial experience with generative AI (LLMs, VLMs)
- Experience with robotic manipulators (beneficial)
- Fluent English
Tasks
- Set up physics-based simulation environments
- Configure different simulators and robot models
- Model contact-rich handling and assembly operations
- Implement contact-rich assembly processes in simulation
- Design RL-based approaches for assembly learning
- Train RL models to learn assembly policies
- Investigate state-of-the-art foundation models
- Model assembly operations using foundation models
- Generalize assembly operations with foundation models
- Explore generative AI for skill sequence generation
- Document developed methods and findings
- Present methods and findings
Education
- Currently in higher education
Languages
- English – Fluent
Tools & Technologies
- Isaac Sim
- MuJoCo
- Bullet
- Python
- C++
- ROS (Robot Operating System)
- PyTorch
- Large Language Models (LLMs)
- Vision-Language Models (VLMs)
Benefits
Startup Environment
- Freedom to implement own ideas
Like this job?
BetaYour Career Agent finds similar jobs for you every day.
About the Company
Fraunhofer-Gesellschaft
Industry
Research
Description
Das Unternehmen ist eine der führenden Organisationen für anwendungsorientierte Forschung mit 76 Instituten in Deutschland.
Not a perfect match?
- Fraunhofer-Gesellschaft
.Stud. Hilfskraft - Kontaktbehaftete Aufgaben in der Simulation mittels RL/Foundation Models(m/w/x)
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Full-timeInternshipOn-siteStuttgart - Bosch Group
Master Thesis Optimized Design of Robotic Assembly Systems(m/w/x)
Full-timeInternshipOn-siteRenningen - Bosch Group
Master Thesis Execution-Aware Multi-Robot Planning(m/w/x)
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Master Thesis Bridging the Gap between Reinforcement Learning & E2E Driving(m/w/x)
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