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Internship - Enhancing a Diffusion-Based Traffic Scene Generation Model for Closed-Loop Simulation(m/w/x)
Description
In this internship, you will play a key role in enhancing a diffusion-based traffic scene generation model, focusing on improving generation quality and developing a critic module for automated quality assessment in closed-loop simulations.
Let AI find the perfect jobs for you!
Upload your CV and Nejo AI will find matching job offers for you.
Requirements
- •Enrollment in Computer Science, Electrical Engineering, Robotics, AI, or related field
- •Solid programming skills in Python
- •Experience with deep learning frameworks (preferably PyTorch)
- •Prior experience with diffusion models or generative modeling
- •Strong command of English (spoken and written)
- •German language skills are a plus
- •Independent, reliable, and collaborative working style
- •Strong problem-solving skills
Education
Tasks
- •Conduct a familiarization phase and baseline analysis of the current diffusion model
- •Enhance the diffusion model using improved conditioning and data augmentation
- •Fine-tune the model with reinforcement learning methods
- •Develop a critic model to assess scene realism, safety, and consistency
- •Integrate the improved generator and critic into the simulation framework
- •Conduct a comprehensive evaluation in closed-loop settings
Tools & Technologies
Languages
English – Business Fluent
German – Basic
Benefits
Flexible Working
- •Flexible working hours
Bonuses & Incentives
- •Performance-based remuneration
Mentorship & Coaching
- •Qualified support by experts
Healthcare & Fitness
- •Health-oriented workplace
- •Health courses and sports activities
Public Transport Subsidies
- •Subsidy Germany Ticket
Other Benefits
- •Regular interns table
Team Events
- •Regular team events
Free or Subsidized Food
- •Company restaurant
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Internship - Enhancing a Diffusion-Based Traffic Scene Generation Model for Closed-Loop Simulation(m/w/x)
The AI Job Search Engine
Description
In this internship, you will play a key role in enhancing a diffusion-based traffic scene generation model, focusing on improving generation quality and developing a critic module for automated quality assessment in closed-loop simulations.
Let AI find the perfect jobs for you!
Upload your CV and Nejo AI will find matching job offers for you.
Requirements
- •Enrollment in Computer Science, Electrical Engineering, Robotics, AI, or related field
- •Solid programming skills in Python
- •Experience with deep learning frameworks (preferably PyTorch)
- •Prior experience with diffusion models or generative modeling
- •Strong command of English (spoken and written)
- •German language skills are a plus
- •Independent, reliable, and collaborative working style
- •Strong problem-solving skills
Education
Tasks
- •Conduct a familiarization phase and baseline analysis of the current diffusion model
- •Enhance the diffusion model using improved conditioning and data augmentation
- •Fine-tune the model with reinforcement learning methods
- •Develop a critic model to assess scene realism, safety, and consistency
- •Integrate the improved generator and critic into the simulation framework
- •Conduct a comprehensive evaluation in closed-loop settings
Tools & Technologies
Languages
English – Business Fluent
German – Basic
Benefits
Flexible Working
- •Flexible working hours
Bonuses & Incentives
- •Performance-based remuneration
Mentorship & Coaching
- •Qualified support by experts
Healthcare & Fitness
- •Health-oriented workplace
- •Health courses and sports activities
Public Transport Subsidies
- •Subsidy Germany Ticket
Other Benefits
- •Regular interns table
Team Events
- •Regular team events
Free or Subsidized Food
- •Company restaurant
About the Company
Aumovio
Industry
Automotive
Description
Das Unternehmen AUMOVIO bietet ein breites Portfolio für sichere, vernetzte und autonome Mobilität, einschließlich Sensorlösungen und Softwareexpertise.
- CARIAD SE
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