You will find a detailled resume of my experiences on this webpage.
Last edit : 11/10/2023
Work Experience
Nanyang Technological University - 2022 Current PhD Student
Under the supervision of Thomas Peyrin.
PhD Thesis on cryptography and machine learning.
Teacher Assistant on the following courses (and course codes): Introduction to Python (PS0001), Statistics (PS0002), Algorithms for the real world (MH3400)
2 Potes Qui Castent - 2021 2022 Cofounder and host
- Bimensual podcast with Lancelot Brun on technology in french
- 1500+ streaming, 100+ followers
Stellantis - 2018 2021 Data Scientist, traineeship
- Implemented several algorithms in Python to improve quality controls in Stellantis factories in a team of 5 engineers
- Studied feasibility for different visual controls, backtested promising
algorithms and deployed them in more than 5 factories with Azure with an
objective of 70 use cases
- Outside Vehicle Conformity Control Checked the vehicle details ( wheel rims, with deep learning with a quality control improvement from 80 to 95 It resulted in a gain of one to three operator per shift for each factory Deployed labeling tool on Azure Webapp with Docker to allow operators to correct false positives detections In charge of two production line at the beginning of the deployment
- Anomaly Segmentation on head gasket Improved existing automatic control by shifting the specialized algorithm to a general one with neural networks Gained one operator per shift
BNP Paribas - 2020 2021 MEng research Project
- Developed a recommendation system with Graph Neural Networks for their financial products.
- Lessened recommendations similarity by 20% on benchmark dataset.
Papers and talks
Neural Network-Based Rule Models With Truth Tables, accepted at ECAI 23, Adrien Benamira, Tristan Guérand, Thomas Peyrin, Hans Soegeng
TT-TFHE: a Torus Fully Homomorphic Encryption-Friendly Neural Network Architecture, arxiv, Adrien Benamira, Tristan Guérand, Thomas Peyrin, Sayandeed Saha
A New Interpretable Neural Network-Based Rule Model for Healthcare Decision Making, presented at IAIM23 (arxiv), Adrien Benamira, Tristan Guérand, Thomas Peyrin
Education
Nanyang Technological University - 2022 Current PhD Student
Under the supervision of Thomas Peyrin.
Université ParisSaclay - Centralesupelec, 2021 Master of Engineering
Applied Mathematics for Data Science Classes: Statistics, Deep Learning, Advanced Machine Learning, Network Science GPA: 4.0/4.0
Volunteering
CentraleSupélec Sport Association Rennes Campus - 2019 2020 President
- Managed a team of 10 students to organize the university sports, promoting events and collect funds to maintain the association’s activities.
- Reorganized association to merge different campus branches into one.
- Speaker events to the university, regular exchanges with the university management
Student Surfing Association - 2018 2019 Founder & President
- Organized and promote surf activities for the campus: monitoring of weather conditions, searched and documented spots information.
- Managed a team of 3 students to organize various outings open to students and collect funds to start and maintain the association’s activities
Others
Languages
- English : IELTS Academic 7.5/9.0 (2020), C1
- German : B2
- French : Hometongue
- Chinese : A2
Technical Skills
Python, SQL, Git