CV

Computer Vision Scientist

Augmodo

Uncertainty-aware computer vision for open-world retail deployments, processing millions of images daily.

• Working alongside Sacha Hu (Senior CV Engineer), Ashley Napier (CV Group Lead), and Shubham Wagh (Senior CV Engineer).
• Building uncertainty-aware classifiers for product identification with test-time augmentation, reducing manual QC workload by selectively accepting high-confidence predictions.
• Developing an RGB+depth pipeline to flag empty shelf areas, focusing human review on genuinely uncertain cases.
• Designing low-cost dataset relabeling strategies to update legacy bounding box annotations at scale using improved detectors.

Research Engineer (PhD Contract)

Michelin

Adaptive soft sensing and conformal prediction for real-time quality monitoring in rubber manufacturing.

• Supervised by Dr. Sylvain Desroziers, Dr. Maxime Moreaud, and Guillaume Ramelet.
• Developed TorchSOM, an open-source PyTorch library for Self-Organizing Maps (77-99% faster than MiniSom, scikit-learn API).
• Designed five adaptive soft sensing strategies for real-time quality monitoring, validated on 35,125 production batches with up to 61% MSE reduction.
• Developed JiT-CP and AnyhowCP, two conformal prediction frameworks for locally adaptive and anytime uncertainty quantification in industrial settings.

Research Assistant (ML & Optimization)

Adaptive & Intelligent Robotics Lab (AIRL)

Sample-efficient Quality-Diversity optimization using surrogate models for robotic control in uncertain environments.

• Supervised by Pr. Antoine Cully.
• Tackled the data-hunger of MAP-Elites by integrating probabilistic surrogate models, achieving significant gains in sample efficiency on a robotic arm control task.
• Benchmarked eight algorithmic variants combining different surrogate architectures and acquisition strategies in non-deterministic environments.

Research Intern (ML & Neuroscience)

Centre National de la Recherche Scientifique (CNRS)

Deep learning for detecting fast ripples, pathological biomarkers for epileptic tissue, in intracranial EEG signals.

• Supervised by Dr. Ludovic Gardy, Pr. Christophe Hurter, and Pr. Emmanuel Barbeau.
• Built a CNN pipeline converting raw EEG signals into time-frequency scalograms via continuous wavelet transform for automated fast ripple classification.
• Applied Grad-CAM to provide clinicians with visual explanations of which signal features drive each prediction.
• Accelerated the processing pipeline by 15% through Cython optimization; improved classification accuracy by 5% via hyperparameter tuning.

Research Assistant (ML & CV)

EuroMoov Digital Health in Motion (DHM)

Anisotropic image filtering for sub-pixel accurate line feature detection, published at IEEE ICASSP 2023.

• Supervised by Pr. Baptiste Magnier and Pr. Binbin Xu.
• Designed the 2D Semi Bi-Gaussian (2DSBG) filter, an asymmetric convolution kernel that enhances elongated structures while suppressing isotropic noise.
• Benchmarked against state-of-the-art edge detection models (DexiNed, RCF, Laplacian-of-Gaussian) on synthetic and real-world datasets.

PhD Candidate in Applied Mathematics and Machine Learning

École Polytechnique

Applied Mathematics, Machine Learning, Research

• Under the supervision of Pr. Eric Moulines, Dr. Ahmed Shokry, Dr. Sylvain Desroziers, Dr. Maxime Moreaud, and Guillaume Ramelet.
• Adaptive Soft Sensing, Conformal Prediction, Explainability, Self-Organizing Maps, Online Learning, Dimensionality Reduction

MSc Advanced Computing in Machine Learning

Imperial College London

Computer Science, Mathematics, Research

• Diploma with merit (2:1), and thesis with distinction (1st).
• Research internship at the Adaptive & Intelligent Robotics Lab (AIRL), under the supervision of Pr. Antoine Cully.
• Machine & Deep Learning, Reinforcement Learning, Computer Vision, Natural Language Processing, Mathematics for Machine Learning, Computational Finance, Robot Learning.

Diplôme d'Ingénieur - MSc Artificial Intelligence & Data Science

IMT Mines Alès

Mathematics, Data Science, Research

• First class honours with jury's congratulations
• Ranked 2nd in CS & AI department, top 5% of the class
• Research internship at the Centre National de la Recherche Scientifique (CNRS), under the supervision of Dr. Ludovic Gardy, Pr. Christophe Hurter and Pr. Emmanuel Barbeau.
• Advanced Probabilities & Statistics, Operational Research, Algorithms & Complexity, Machine & Deep Learning, Software Engineering

MT180 Public Award (€100)

Institut Polytechnique de Paris

Won the audience vote for best 3-minute PhD presentation at Institut Polytechnique de Paris, selected to represent IP Paris at the national finals.

Best PhD Poster Award (€500)

Institut Polytechnique de Paris

Best poster in the Mathematics category at the IP Paris Welcome PhD Day, for work on explainable quality prediction with uncertainty quantification.

Winner — Manufacturing IT Hackathon AI’NNOV (€500)

Michelin

First place at Michelin’s internal AI hackathon for manufacturing innovation.

International Mobility Scholarship (€4000)

Région Occitanie

Scholarship supporting international academic mobility.

Alumni Scholarship (€1300)

Mines Alès Alumni

Merit-based scholarship from the Mines Alès alumni association.

Excellence Scholarship (€4000)

IMT Mines Alès

Academic excellence scholarship.

Creativity Laureate — Communication & Media (€80)

Cora Hypermarket

Creativity laureate for a Communication & Media competition.

Vice President

EmaVisual (Photography & Video Association)

• Led a team of 10 photographers to cover 25 university events.
• Edited and produced multiple videos and over 10,000 photos.

Vice President

Bureau des Sports (Sports Association)

• Led a 25-person team to manage 5 tournaments and oversee 20 sports
• Secured partnerships with major brands, including Armor Lux and Tony Parker.
• Managed the association’s website and IT infrastructure.

Tsikyst Volunteer

Tsiky Zanaka (Humanitarian Association)

• Raised over €3500 to fund and support solidarity projects in Madagascar.
• Organized and participated in fundraising events, including cooking for 300 students.

Handball Player

University

• Achieved 3rd place in the highest national university league (BUCS, UK).
• Achieved 4th place in the highest national university league (FFSU, France).
• Winner of the 49th Challenge Centrale Lyon
• Winner of the 19th TRAMS

Logistics Volunteer

Trophée Orlandini (Rugby Tournament Association)

• Prepared event logistics and setup for a multi-school rugby tournament.

Disc Jockey

EmaMix (DJs Association)

• Provided music and technical support for student events and gatherings.

Contestant

Modelling Contest | Socute Models

• Twice finalist in a male modelling contest.