How to scale Machine Learning Operations with Feature Stores ?

A Feature Store is a central component of large-scale Machine Learning for mature organizations, providing increased operational efficiency, consistency, and scalability.

More and more organizations are reaching a higher level of maturity regarding ML in production. We have discussed this topic with many organizations and observed a trend: many are wondering how a Feature Store could help them overcome critical challenges.

This presentation aims to improve understanding of Feature Stores by offering an overview of their anatomy, main benefits and pitfalls, internal workings, and different possible architectures. In addition to theoretical content, practical examples of real-world applications will be given throughout the presentation.