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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
Specialization in Machine Learning and Computer Science.
Preparatory classes at Lycée Blaise Pascal | 2012 - 2014
MPSI/MP, focusing on Mathematics and Physics.
Socials
GitHub |
LinkedIn |
StackOverflow |
Project Euler