
Florent Piétot
Cofounder @Nibble
Florent is the co-founder of nibble where he participates in the development of spice, an innovative Feature Platform that enables organizations to manage the complexity of their Feature Engineering processes to accelerate the industrialization of their ML models. Very involved in the French MLOps ecosystem, he notably organizes events on these topics since 2018. His Product background allows him to approach AI industrialization issues with an original perspective, integrating strategy, user experience and interdisciplinary collaboration.
Talk
2024
How to scale Machine Learning Operations with Feature Stores ?
Feature Store is a central component of Machine Learning at scale for mature organizations, providing increased operational efficiency, consistency, and scalability.
More and more organizations are reaching a higher level of maturity for ML in production. We have discussed this with many of these organizations and observed a trend of many people wondering about how a Feature Store would help them overcome critical challenges.
This talk aims to increase the audience's understanding of Feature Stores by providing a broad overview of their anatomy, key benefits, and pitfalls, how they work under the hood, and different possible architectures. Aside from theoretical content, practical examples from real-world applications will be given along the way.