Senior Machine Learning Engineer (m/f/d) Computer Vision for Robotics

Agile Robots SE

München

Sur place

EUR 110 000 - 150 000

Plein temps

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Résumé du poste

Agile Robots SE in Munich is seeking a Senior Machine Learning Engineer (m/f/d) for Computer Vision in robotics. You will design and train deep-learning models for visual servoing and precision manipulation, focusing on low latency and high accuracy in real-time control.

You will implement 2D/3D perception, integrate models into closed-loop control, and optimize deployment with ONNX, TensorRT, and CUDA in a mixed Python/C++ environment.

Qualifications

  • Master's degree or PhD in computer science, robotics, electrical engineering, or related field, or equivalent combination of research and industry experience.
  • 3+ years in machine learning, computer vision, or robotics.
  • Hands-on experience designing, training, and tuning deep-learning models end to end in PyTorch.
  • Solid understanding of computer vision and 2D/3D geometry.
  • Programming in Python with working knowledge of C++.

Responsabilités

  • Method Development: Develop deep-learning methods for visual servoing and robotic vision, adapting existing methods for new tasks.
  • Model Training: Design, train, fine-tune, and evaluate models in PyTorch for real robot tasks.
  • Perception Methods: Develop 2D and 3D perception for pose estimation, depth, tracking, and geometric understanding.
  • Closed-Loop Integration: Integrate learned models into closed-loop robot control for high-precision manipulation.
  • Robot Evaluation: Evaluate models on real robots and precision manipulation tasks, analyse failures and improve robustness.
  • Real-Time Deployment: Build real-time inference pipelines in Python/C++, and optimize with ONNX, TensorRT, CUDA.
  • Background: MS/PhD or equivalent with 3+ years in ML/CV/Robotics; hands-on PyTorch pipeline experience.

Connaissances

Python
C++
PyTorch
Computer Vision
Deep Learning
ROS 2
ONNX
TensorRT
CUDA
Model deployment

Formation

Master's degree or PhD in computer science, robotics, electrical engineering, or related field

Description du poste

Senior Machine Learning Engineer (m/f/d) Computer Vision for Robotics

The AI Teams at Agile Robots are looking for a Senior Machine Learning Engineer (m/f/d) Computer Vision for Robotics, who will design and train deep-learning models for visual servoing in precision robot manipulation. Your model's output steers the robot as it moves, so inference latency and sub-millimetre accuracy both decide whether the task succeeds.


Responsibilities


  • Method Development: Develop deep-learning methods for visual servoing and robotic vision, adapting and combining existing methods for new tasks where that requires significant changes.

  • Model Training: Design, train, fine-tune, and evaluate models in PyTorch, including adapting pretrained and foundation models to real robot tasks.

  • Perception Methods: Develop 2D and 3D perception for pose estimation, depth, tracking, and geometric understanding, combining learned, classical, and optimization-based methods where each fits.

  • Closed-Loop Integration: Integrate learned models into closed-loop robot control for high-precision manipulation.

  • Robot Evaluation: Evaluate models on real robots and precision manipulation tasks, analyse failure cases, and improve robustness and generalization.

  • Real-Time Deployment: Build real-time inference pipelines in C++ and Python and optimize models with ONNX, TensorRT, and CUDA to meet the timing of the control loop.

  • Background: Master's degree or PhD in computer science, robotics, electrical engineering, or a related field, or an equivalent combination of research and industry experience, with three or more years in machine learning, computer vision, or robotics.

  • ML Pipeline: Hands-on experience designing, training, and tuning deep-learning models end to end in PyTorch.

  • Method Development: Experience adapting, combining, or extending existing machine learning or vision methods for a new task, with changes that required understanding how those methods work internally.

  • Computer Vision: Solid understanding of computer vision and 2D/3D geometry.

  • Programming: Software development in Python, with working knowledge of C++.


Beneficial Skills


  • Robot Control: Understanding of robot kinematics, feedback control, or visual servoing, or experience with high-precision manipulation. The team supports candidates in building this experience on the job.

  • Model Deployment: Experience deploying optimized models with ONNX, TensorRT, or comparable frameworks, including on embedded or industrial GPU platforms.

  • Robot Learning: Familiarity with reinforcement learning or imitation learning.

  • Industrial Cameras: Experience with industrial 2D/3D cameras, lens models, camera calibration, or point clouds.

  • Robotics Middleware: Experience with ROS or ROS 2.


What we offer

A dynamic high-tech company, combined with financial soundness and world‑class investors.


Join an interdisciplinary, international team with 60+ different nationalities in a collaborative work environment.


Lots of development opportunities as we continue to grow.


Challenging tasks and impactful projects alongside experts that enable professional and personal growth.


Corporate Benefits Program covering health, mobility, and learning for 100€ net per month.


Modern office facilities with a rooftop terrace overlooking Munich, free drinks & fruits, and regular company events contribute to a good working environment


About us

Agile Robots SE is an international high‑tech company based in Munich, Germany with a production site in Kaufbeuren and more than 3500 employees worldwide. Our mission is to bridge the gap between artificial intelligence and robotics by developing systems that combine state‑of‑the‑art force‑moment‑sensing and world‑leading image‑processing technology. This unique combination of technologies allows us to provide user‑friendly and affordable robotic solutions that enable intelligent precision assembly.


This is made possible by our employees, who bring out the best in each and every day with creativity and enthusiasm. Become part of this team and shape the future of robotics with us!


We are proud of our diversity and welcome your application regardless of gender and sexual identity, nationality, ethnicity, religion, age, or disability.

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