Machine Learning & Robotics Engineer with an MSc in CS from ETH Zürich and 3+ years of industry experience deploying accelerated deep learning models and 3D perception stacks. Proven technical lead skilled in profiling PyTorch execution and shipping real-time, low-latency AI architectures.
NOUREDDINE GUEDDACH
Robotics & ML Engineer | ASUS Robotics & AI Center
Summary
Education
- ETH Zürich MSc, Computer Science Grade : GPA: 5.74/6 Sep 2021 - Sep 2023
- EPF Lausanne BSc, Computer Science Grade : GPA: 5.65/6 Sep 2018 - Sep 2021
Experience
- Robotics & ML Engineer ASUS Robotics & AI Center Sep 2023 - Present • 3 yrs
Machine Learning: - Research and Develop ML solutions for 3D reconstruction (Gaussian Splatting approaches) - Optimize and deploy deep learning feature extraction and matching models (SuperPoint, LightGlue) on embedded Linux hardware using TensorRT - Quantize PyTorch feature extraction models to FP16 and INT8 via PTQ, implementing zero-copy C++ CUDA memory buffers to eliminate host-to-device bottlenecks - Profile neural network execution and telemetry streaming using NVIDIA Nsight Systems and PyTorch Profiler Robotics: - Development, deployment, and maintenance of high-performance distributed VIO and SLAM system architectures in C++ and Python - Design and implement autonomy (perception, navigation) stack based on ROS2/Nav2 and in-house distributed system based on Zenoh - Develop a scalable data visualization software backend (point clouds, trajectories, telemetry...) - Performance monitoring and debugging with the Grafana stack - Agile development and cross-team communication and coordination - Lead an engineering team to deliver functional software systems
- Research and Development Engineer Disney Research Studios Feb 2023 - Aug 2023 • 7 mos
Development of AI-based character locomotion Optimization and deployment of real-time high-fidelity interactive XR software on the edge Bridge the gap between cutting-edge motion research and mobile hardware
Skills
- NumPyExperienced
- PyTorchExperienced
Languages
- EnglishNative speaker
- FrenchNative speaker