Freelancer profile translated to English.
Back to original languageAbout Florian
Do you want to accelerate the deployment of your machine learning models?
I will help you meet this challenge with a simple strategy:
1. Optimization of Machine Learning pipelines
Automation: Implement automated pipelines for data preparation, model training, evaluation, and deployment.
Modularization: Break down pipelines into reusable modules to facilitate maintenance and scalability.
Containerization: Use containers to encapsulate development environments and facilitate deployment on different platforms.
2. Judicious choice of tools and infrastructures
MLOps Platforms: Use MLOps platforms (MLflow, Kubeflow, etc.) that provide a set of tools to manage the entire model lifecycle.
Cloud Computing: Leverage cloud resources (AWS, GCP, Azure) for scalable infrastructure and managed services.
3. Adoption of good development practices
Versioning: Implement a versioning system to track changes in models and pipelines.
Unit tests: Write unit tests to verify code quality and detect errors early.
CI/CD: Automate the process of building, testing, and deploying models.
4. Collaboration between teams
Foster collaboration between business and data teams.
5. Reduction of technical debt
Data Cleaning: Ensure data quality by eliminating errors and inconsistencies.
Code Refactoring: Improve code readability and maintainability.
Contact me to share the challenges your teams face in deploying machine learning models!
French
Native or bilingual
English
Fluent
Can work on-site
Paris (up to 30km), Rouen (up to 20km), Caen (up to 50km)
Experience
- LegallaisData EngineerRETAIL (SMALL BUSINESS)September 2023 - Today (2 years and 11 months)Caen, FranceBuilding data platforms on GCP and implementing initial machine learning use cases
- Substances ActivesML EngineerSOFTWARE PUBLISHINGMay 2023 - May 2023Implementation of a patient review moderation system to raise alerts and indicate the need for human review in API format. The main points to check in a review are:- Presence of personal data (phone number, email or postal address)- Absence of abusive or violent content- Consistency between ratings and sentiment analysis of reviews
- Auchan FranceML EngineerRETAIL (LARGE RETAILERS)December 2022 - June 2023 (6 months)Caen, FranceBuilding and deploying a demand price elasticity model for all in-store products to help pricing analysts set a price that maximizes sales, revenue, or profitability.
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Education
- DUT STID (Statistics and Decision IT)University of Caen2010L’informatique décisionnelle est une activité trans-disciplinaire, qui demande des compétences en informatique, en statistique et en communication, enrichies d’une culture générale sur le fonctionnement de l’entreprise
- Bachelor's Degree in EconometricsTSE, Toulouse 1 and 32011