Production code

Projects

14 projects: 5 AI products shipped at INIT1, 9 study projects during the OpenClassrooms AI Engineer program, and earlier work (CESI, freelance).

At INIT1 — AI products in production

Smart quote-management & product-recommendation platform

INIT1 · 2026

Rouen · Remote

Application that automates data extraction from quotes (PDF / Excel) and dynamically links them to a Supabase database. When products are unavailable, the AI suggests relevant alternatives based on customer needs, memorises preferences and computes optimal quantities. Impact: –40 % processing time, improved customer satisfaction.

  • Python
  • NLP
  • Supabase
  • Document extraction

HR chatbot for personalised employee support

INIT1 · 2026

Remote

24/7 chatbot answering employee questions (leave, payroll, training) via OpenAI, integrated with HR tools. Frees the team by automating recurring requests. Impact: 70 % of recurring requests automated, faster response time.

  • OpenAI
  • APIs REST
  • Knowledge bases
  • IS integration

Companion Mail — voice assistant for inbox mastery

INIT1 · 2026

Remote

Voice-driven assistant for dictating, sorting and replying to emails, with smart suggestions and calendar integration. Accurate transcription via Whisper. Impact: significant time savings, less email-related stress.

  • Whisper
  • NLP
  • Voice APIs
  • Productivity

AI-assisted RFP response generator

INIT1 · 2026

Remote

Tool that analyses RFP specifications and generates bespoke responses. Users can upload their own templates to adapt tone and style. In-house web editor, DOCX or PDF export. Impact: 50 % time saved, higher win rate.

  • NLP
  • Semantic analysis
  • In-house editor
  • Export DOCX/PDF

Automatic face-blurring for event photos (GDPR)

INIT1 · 2026

Remote

Automated solution that blurs faces in event photos based on consent records. Batch processing and validation interface. Impact: guaranteed compliance and personal-data protection.

  • Computer Vision
  • OpenCV
  • Python
  • Supabase
  • GDPR

Study projects — OpenClassrooms AI Engineer

AI project framing — Fashion-Insta

OpenClassrooms · Capstone project

Remote

Role: AI Product Manager. Mobile app recommending clothing items from a user photo. Project framing, COMEX presentation, user-story backlog with MoSCoW prioritisation, Microsoft Azure cloud-cost estimation, agile planning, risk and GDPR analysis.

  • AI project framing
  • MoSCoW
  • Azure
  • GDPR
  • Agile

Big Data processing on Cloud — fruit recognition

OpenClassrooms · Capstone project

RemoteCode sur GitHub

Mobile app for fruit recognition from a photo. Big Data architecture on AWS (EMR, S3) and PySpark for distributed analysis. EU-based servers for GDPR compliance.

  • AWS EMR
  • S3
  • PySpark
  • Computer Vision
  • GDPR

Content recommendation app — My Content

OpenClassrooms · Capstone project

– RemoteCode sur GitHub

Role: CTO. MVP for My Content, a startup promoting reading. Online recommendation system suggesting five relevant articles per user. Two serverless architectures explored on Azure Functions (exposed API vs. embedded predictions). Local demo app.

  • Azure Functions
  • Serverless
  • Recommendation
  • Python
  • MVP

Proof of concept — embedded segmentation for self-driving cars

OpenClassrooms · Capstone project

– RemoteCode sur GitHub

Refactor and improvement of image processing for the embedded system. Study and benchmark of recent segmentation methods: MMsegmentation and VLTSeg. VLTSeg selected for its superior performance. Better environment interpretation, safer navigation.

  • Computer Vision
  • VLTSeg
  • MMsegmentation
  • Self-driving car
  • Deep Learning

Semantic segmentation for self-driving cars — Cityscapes dataset

OpenClassrooms · Capstone project

– Remote

Training and evaluation of segmentation models: UNet, UNet+ResNet, EfficientNet+FPN. Combined loss functions (Cross-Entropy, Dice, Focal Loss) to handle class imbalance while maintaining high accuracy.

  • Cityscapes
  • UNet
  • ResNet
  • EfficientNet
  • FPN
  • Loss functions

E-commerce customer segmentation

OpenClassrooms · Capstone project

– Remote

Customer behaviour analysis and clustering. Implementation of algorithms (k-means, AHC, DBScan) on a Big Data volume to surface marketing-actionable typologies.

  • Clustering
  • k-means
  • CAH
  • DBScan
  • Big Data
  • Exploratory analysis

Bank-loan eligibility study and prediction

OpenClassrooms · Capstone project

– RemoteCode sur GitHub

Risk score assessing the probability of credit repayment. Data preparation, training of multiple ML models, optimisation by false-positive / false-negative cost (business impact). Performance comparison and best-model selection.

  • Pandas
  • Python
  • Machine Learning
  • Predictive modelling
  • Notebook

Nutri-Score studies and prediction

OpenClassrooms · Capstone project

– RemoteCode sur GitHub

Cleaning and analysis of an open food dataset. Predictive analysis of the Nutri-Score to identify nutritional drivers and predict a product's class. Goal: greater transparency for consumers.

  • Pandas
  • Python
  • Predictive analysis
  • Notebook
  • Open data

Statistical study on Paris-region trees

OpenClassrooms · Capstone project

– RemoteCode sur GitHub

Analysis of an open dataset (geographic distribution, species, health). Concrete recommendations for managing the tree heritage, biodiversity and adaptation to climate change.

  • Pandas
  • Analyse de données
  • Data visualisation
  • Open data
  • Biodiversity

Earlier projects — studies and freelance

« Memories » — Unity video game

CESI School of Apprenticeship · Student project

– On site

Building a video game in Unity as a collective student project: writing the storyline, level design, dev daynal published on WordPress.

  • Unity
  • Game design
  • Storytelling
  • WordPress

Web 3D configurator — three.js

CESI School of Apprenticeship · Student project

– On site

Built a browser-based 3D product configurator using three.js. Collaborative work.

  • three.js
  • WebGL
  • JavaScript
  • 3D

Video edit — « Bald eagle »

CESI School of Apprenticeship · Student project

On site

A short wildlife report edited from video and image sequences. Editing and grading.

  • Video editing
  • Storytelling

Showcase site — Les Menuiseries Chapelloises

Freelance

– Remote

Corporate showcase site built from scratch (HTML5, CSS3, PHP, JavaScript). Set up a corporate Facebook page and launched a Google Ads campaign.

  • HTML5
  • CSS3
  • PHP
  • JavaScript
  • Google Ads
  • Facebook

Website — Chez Laurette (seasonal rental in Brittany)

Freelance

– Remote

Built a website for a seasonal rental in Brittany.

  • Web
  • PHP
  • WordPress
  • Seasonal