Hi, I'm Vincent Houlbrèque
🎒 Work experience
Lead Data Engineer @ Withings | 2019 - Present
I currently work in the Machine Learning team, where I am responsible for the data pipeline, tools and systems that support the development and deployment of machine learning models. I also work on data visualization and have developed embedded algorithms.
Among my projects:
- Implemented a data pipeline to collect data from patients using Raspberry Pis for internal campaigns.
- Developed a production-used Medical Campaign Dataset Manager.
- Created and maintained a wide variety of tools (API wrappers, logging helpers, data manipulation, ...) for the entire company.
- Implemented and monitored the data pipeline for the BPM Core product.
- Migrated the codebase of internal dashboards from custom JS to Python-based Streamlit.
- Greatly improved the development workflow of the entire team (usage of GitLab, code-reviews, CI/CD, internal documentation, ...).
- Developed a core internal library to automatically generate tailor-made CI/CD pipelines for each project and reduce time-to-deployment by several orders of magnitude.
- Participated in the development of a simple repository to provide a self-hosted pip compatible Python package server.
- Developed a filter in C for the BeamO stethoscope sounds.
Datascience Intern @ Dataiku | 2018
- Developed a plugin in Python on the Dataku platform to help customers preprocess text data and build vectorial representations of text using word embeddings.
- Did research on word embeddings and knowledge graphs.
Software Engineer Intern @ Xbrain | 2017
- Created an ML-based newsletter processing 100K+ articles and social medial posts per day.
- Analyzed the customer satisfaction through sentiment analysis.
Cofounder @ Ironcar | 2018 - 2019
- Cofounded Ironcar, an event centered aroung making mini RC cars autonomous.
- Developed a repository to setup a first version to build upon for participants.
- Developed a basic simulator to generate data to train the models.
🎓 Education
Msc in EECS at CentraleSupélec | 2014 - 2018
Specialization in Machine Learning and Computer Science.
Preparatory classes at Lycée Blaise Pascal | 2012 - 2014
MPSI/MP, focusing on Mathematics and Physics.