The Importance of APIs in MLOps

A lot of the biggest innovations and breakthroughs in big data over the past 10 or 20 years have been related to APIs that really got it right. A good API can help people think about how to formulate their problem in a way that a good platform can actually serve them. The idea that a feature exists as an entity outside of the big data data like environment or outside of the online system that it exists, we could have a registry for them.