Twitter's Management of ML Features in Dynamic Environments

The presentation will first do a quick high-level overview of some of the general challenges faced by Twitter in the feature management space with a brief examination of which challenges are rebranded versions of existing non-domain specific problems versus which challenges are unique to the domain. Then we'll cover how we're tackling some of these issues and how we plan on enabling a high degree of collaboration and shareability with a centralized feature store without teams stepping on each others' toes in the process,