Curriculum Vitae

🎓 Education

Ph.D. in Machine Learning, University of Grenoble-Alpes & CEA-LETI
Nov 2019 – Dec 2022
Engineering Degree in Automation Systems and Signal Processing, INSA Centre Val de Loire, Blois
Sep 2015 – Aug 2019
Engineering Preparatory Class, University of Hue, Vietnam Sep 2013 – Jul 2015

Researcher, CEA-LETI Dec 2022 – Present
- Developed compact, multi-task neural networks with confidence estimation for a variety of computer vision tasks, optimized for real-time performance under stringent hardware constraints
- Designed a novel neural network-based processing pipeline for novel thermal imaging systems; co-inventor on a submitted patent
- Contributed to 3 peer-reviewed publications at AI conferences (IEEE ISCAS, AICAS)
- Conducted research in efficient deep learning and edge deployment
- Supervised and mentored Master’s students on applied AI research projects
Ph.D. Researcher, CEA-LETI
Nov 2019 – Nov 2022
- Designed hardware-compliant DNNs using various techniques such as quantization, pruning, weight-sharing and hypernetwork
- Authored and co-authored five peer-reviewed publications (in IEEE TCSVT, TCI, ISCAS, AICAS and SiPS); submitted a patent on advanced DNN compression using hypernetwork and pseudo random generator
Research Intern, CEA-LETI Feb 2019 - Aug 2019
- Built a Python development framework complete with thorough documentation, unit tests, and peer code reviews to ensure reliable, maintainable software
- Designed, implemented, and benchmarked advanced image-processing pipelines (\eg, denoising, demosaicing, white-balance…) for raw sensor data
Engineer Intern, CEA-LETI Apr 2017 - Jul 2017
- Modeling, Simulation and Characterization of a novel concept of ultrasonic transducer with symmetric reflector.

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