Projects

2026 - Present

To broaden my expertise beyond my core research, I am currently studying Machine Learning in production, with a focus on deploying models for efficient inference. I'll be publishing some personal projects here as I progress.

I am currently studying through the following books / materials:

• Machine Learning in Production by Suhas Pote.
• ML Systems textbook by Harvard.
• Designing Machine Learning Systems by Chip Huyen.
• AI Engineer Core Track by Ed Donner.

BCA Expertise

March 2023 - October 2023 · Paris, France (remote)

Integrated in the data science team of BCA Expertise, France’s biggest company in the automotive expertise sector.

• Developed a semi-supervised document classification pipeline achieving over 85% accuracy.
• Implemented Donut as multimodal transformer architecture combining text and image inputs.
• Built semi-automatic data cleaning and labeling workflow, significantly accelerating the processing of thousands of samples.
• Developed a vehicle mileage reading system from images using YOLO for detection and EasyOCR for text recognition.

ATOS

September 2022 - February 2023 · Colombelles, France

Integrated in the data science team of BCA Expertise, France’s biggest company in the automotive expertise sector.

• Collaboration on the development of a deep-learning pipeline for classifying fish species in underwater images.
• Applied BiT for Fine-Grained classification, reaching over 80% accuracy.
• Applied oversampling techniques to manage the unbalanced train dataset.

LIRMM

May 2022 - August 2022 · Montpellier, France

Integrated in the ICAR (Image & Interaction) team of the LIRMM (Laboratory of Computer Science of Montpellier).

• Designed and implemented an end-to-end deep learning pipeline featuring detection, tracking, feature extraction, and clustering for dog Re-ID from camera-trap images.
• Demonstrated the feasibility of the research, directly leading to the launch of my doctoral research project.
• Paper published at GRETSI (Francophone Conference on Signal and Image Processing) 2023.

Federal University of Bahia (UFBA)

January 2021 - August 2021 · Salvador, Brazil (remote)

Integrated in the WEB developpement team of UFBA. UFBA is in the top-20 best universities in Brazil.

• Collaboration in the development of new features and maintenance of a Java-based web system responsible for managing various administrative features for the Federal University of Bahia.
• Management of the PostgreSQL database.