À propos de Quentin
Anglais
Bilingue ou natif
Français
Bilingue ou natif
Japonais
Capacité professionnelle limitée
Espagnol
Capacité professionnelle limitée
Expériences
- Rakuten Institute of Technology (ML R&D department)Product OwnerE-COMMERCEnovembre 2019 - août 2024 (4 ans et 9 mois)Paris, France
Machine learning product development based on research for e-commerce
Project prospection to maximize ML research internal business impactAgile project management with regular clients' demonstrations, and vulgarization for clear communicationA few projects- Product recommender system using internal embeddings and LLM (Clustering / RAG + ChatGPT, llama)
- Automated item catalog data ingestion and quality improvement through ML models extracting structured attributes from unstructured text and images (Cross-attention + Multiheads model / LLM + Langchain)
- Matching product images to caption (item variant) for an intuitive user navigation (CLIP based models)
- Real time item data extraction for C2C UX pipeline, with lightweight and optimized models (Huggingface)
Machine Learning Engineer
CI/CD developments for the deployment of our services on various clusters (Kubernetes / Google Cloud Platform)Optimization of production models for near real time usage and increased throughput (Benchmarks / ML Compilation)Creation of APIs to ensure usability of our tools by the partners, along with demonstration frontends (FastAPI)Automated retraining pipelines for production models, triggered by data drift and user feedback- Database of over 20M items weekly processed, with new and fresh attributes visible on the Japanese website
- Real time data prediction (<20ms) for the website’s end users features
- Paris DescartesMaster 2 Speaker : « Motor supplementation & human-machine interface » courseSECTEUR MÉDICALseptembre 2017 - septembre 2019 (2 ans)External speaker for the M2 - Bioengineering and Innovation in NeurosciencesTopics covered :
- Simulation technologies
- Modelling of the vestibular system to trick the perception
- Experimental protocol for the study of mental workload
- Thales Avionics (AVS) Training & SimulationR&D engineerAÉRONAUTIQUE & AÉROSPATIALEjanvier 2015 - janvier 2019 (4 ans)Cergy, France
Debriefing station for flight missions (Helicopters / Commercial aircrafts)
Design of a system for the recording & analysis of pilots' behaviorDevelopment of eye tracking & head tracking solutions Video / Audio synchronization & recording for real-time & offline debriefingModelling of cognitive workload signals based on experimental data (physiological / simulation data)Public product launch during a major international simulation event (I/ITSEC Orlando)
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Formations
- Diplôme d'ingénieur généralisteENSAM - Arts et Métiers Paristech2015Engineer's degree
- M2 - Bioengineering and innovation in neurosciencesESCPI / Paris Descartes2015M2 - Master's degree
Certifications
- Certified Kubernetes AdministratorLinux Foundation2015
- Professional Scrum Product Owner IScrum.org2023