Featureform

Featureform is a virtual feature store that empowers data scientists to define, manage, and serve features for their machine learning models. It addresses key organizational challenges by promoting collaboration through standardized definitions of transformations, features, labels, and training sets, facilitating easy sharing and reuse within the team.

The platform organizes experimentation by centralizing notebooks and associated metadata, streamlining the transition from untitled notebooks to a well-organized feature repository. With a focus on reliability, Featureform enforces immutability for features, labels, and training sets, ensuring safe reuse and handling common distributed system issues automatically.