CA
CARIAD SE
2 Monate

Senior Software Engineer - ML Engineer(m/w/x)

Vollzeit
Senior
AI/ML Job
Data Science
Keine Angabe
Ingolstadt, Mönsheim, München, Berlin, Wolfsburg

In this role, you will design and deploy advanced deep learning models for autonomous driving, working with diverse sensor data and optimizing performance for real-time applications. Your daily activities will involve collaboration with teams to integrate algorithms and ensure the reliability of cutting-edge automotive technology.

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Anforderungen

  • University degree (Master or PhD) in Computer Science, Robotics, Electrical Engineering, Data Science, Machine Learning, Mathematics, or related field
  • At least two years of practical experience in data analytics, design and training of (deep) neuronal networks and common ML frameworks
  • Proficiency in software development and programming in C++ and Python
  • Understanding of automotive software development practices and safety standards (e.g., ASPICE, ISO 26262, SOTIF)
  • Familiarity with multi-task learning, sensor fusion, or end-to-end AI systems
  • Strong analytical and problem-solving skills
  • Very good communication skills in English; German is a plus
Master-Abschluss

Berufserfahrung

2 Jahre

Deine Aufgaben

  • Design, train, and deploy deep learning models for assisted and autonomous driving systems
  • Work with multi-modal sensor data, including camera, lidar, radar, map, and odometry
  • Apply convolutional neural networks, transformers, and recurrent models to extract semantic and spatial understanding of the driving environment
  • Design scalable data pipelines for training, validation, and error analysis of ML models
  • Analyze and optimize real-time embedded performance across diverse driving scenarios
  • Ensure reliability and generalization of models in edge cases
  • Apply model compression and optimization techniques like quantization, pruning, and distillation for efficient inference on embedded hardware
  • Collaborate with other teams to integrate algorithms into the ADAS/AD architecture and real-time automotive software stack
  • Participate in process-conform specification and testing of software components, including ASPICE and SOTIF
  • Stay updated with the latest research in deep learning, computer vision, and autonomous systems, translating insights into practical solutions

Tools & Technologien

C++PythonPyTorchTensorflowTensorRT

Sprachen

Englischverhandlungssicher

DeutschGrundkenntnisse

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