Chapter 11: The Administrator and Operations Views
We have spent a good proportion of time in this book so far understanding the components of the H2O machine learning at scale framework and deep diving to develop the skills to implement the framework for model building and model deployment on enterprise systems.
Success in machine learning requires skill with code and technology but in an enterprise, it also requires success with people and processes. Looked at in another way, the proverbial success is a team sport statement is all too true. Let's now begin looking at the personas or stakeholders that participate in bringing success to H2O machine learning at scale.
In this chapter, we will start by addressing the personas directly involved in this success: H2O administrators, the operations team, and the data scientist. We'll understand how the key stakeholders interact with H2O at scale model building and model deployment. We'll look at the H2O administrator...