Feature Engineering Bookcamp

8 Feature stores

This chapter covers

• Discovering the importance of MLOps to scalable data science and machine learning
• Learning how feature stores help data teams collaborate and store data
• Setting up our own feature store for day trading
• Investigating feature store features that help machine learning engineers and data scientists

So far, in this book, we’ve been doing solo work, in which you and I are independently running code in a notebook to test different feature engineering algorithms and techniques to try and make the best pipeline we can. At the end of each case study, we’ve gotten to a place where we are generally happy with our results. Let’s say you are working on a project and are on to something. You want to see what it would take ...