Jules Giraud
I'm |
Welcome to my website! Here you'll find a glimpse of my work and projects in AI and Computer Vision. I'm always open to discussing technology, sharing insights, or exploring interesting opportunities. Feel free to explore and get in touch if you'd like to connect!
About Me
I am a Computer Vision and Machine Learning Engineer, holding a Master's degree in Artificial Intelligence from CentraleSupélec and an Engineering degree from the Institution Catholique des Arts et Métiers (ICAM) in Lille.
Currently, I work as Head of Data at Alta Ares, where I manage and lead a team focused on developing AI models for real-time video processing applications. We maintain and enrich our data infrastructure to support advanced computer vision systems designed for specialized operational environments.
Beyond my professional career, I've been playing field hockey since I was 4 years old. This sporting journey has been incredibly formative and full of experiences. I currently play for the Racing Club de France (RCF) in Versailles, in the ELITE team.
My Projects & Side Projects
Here's a selection of projects I've worked on, from student projects to professional ML systems and SaaS products I've built. Each one represents different challenges and showcases skills or interests across various domains.
Freelance - Car License Plate Segmentation and Replacement
This project (for Tec3H) involved the development of a sophisticated deep learning system for the segmentation and replacement of car license plates. Utilizing advanced computer vision techniques, we successfully identified and processed license plates in various conditions. The project not only showcased my ability to deliver high-quality results but also emphasized the importance of thorough documentation and reporting. I received positive feedback for my responsiveness and understanding of client needs, making this a standout project in my portfolio. For more details, feel free to check my Malt profile.
Freelance - Car Part Classification
This project was developed for Tec3H company, focusing on refining and enriching their data. I worked on creating and curating datasets for car part classification, then developed and trained classification models to accurately identify different car parts. The models were successfully deployed and integrated into their system, enabling automated classification of car components. This project highlighted my expertise in data engineering, model development, and production deployment.
Real-time Hockey Player Detection & Tracking
An AI proof of concept for real-time player detection and tracking in hockey matches using YOLO and ByteTrack. This project aims to provide teams without dedicated video analysts with advanced live stats and insights into gameplay.
Flood Detection in Time-Series Analyzing SAR
A laboratory project conducted in collaboration with Kayrros and CentraleSupélec MSc AI focusing on flood detection and prediction using synthetic aperture radar (SAR) images.
SaaS - Quizzy App - Instant Answers to Your Exam Questions
A SaaS project, Quizzy App provides instant answers to exam questions through screenshot or text selection. Built to learn JavaScript, React, Next.js, and Tailwind, it integrates various APIs (OpenAI, Anthropic, Mistral) and utilizes AWS for image storage.
Computer Vision Research on Microscopic Images
Master's Thesis - Detection and classification of biological cells in microscopic images using deep learning techniques (TensorFlow, Keras, PyTorch & YOLO). Implemented the detection model on a Raspberry Pi for integration into a portable machine.
Skills & Technologies
I work with a variety of technologies and tools in computer vision and machine learning. Here are some of the key skills in my technical toolkit:
Languages & Programming
Python
JavaScript
SQL
ML & Computer Vision
PyTorch
TensorFlow
Keras
scikit-learn
OpenCV
ONNX
DevOps & Tools
Git
GitHub
Docker
MLflow
Linux
Bugs
Cloud Platforms
AWS
Google Cloud
Let's Connect
Always open to discussing AI, computer vision, drones, and related technologies. Whether you want to share insights, explore ideas, or have questions about my work, feel free to reach out.