Enterprise-Level Data Science: Lessons From the Frontlines
(First published by datascience.com) Data science, machine learning (ML) and artificial intelligence (AI) are relatively new endeavors for enterprise-level business. Many companies are batch training as well as batch scoring ML models. Predictions are stored in a database to be retrieved either by applications or humans. However, real-time training on streaming data and near real-time scoring of models in the hot path is something many enterprises aim to do but