Database Reference
In-Depth Information
The components of a data-driven machine
learning system
The high-level components of our machine learning system are outlined in the following
diagram. This diagram illustrates the machine learning pipeline from which we obtain data
and in which we store data. We then transform it into a form that is usable as input to a ma-
chine learning model; train, test, and refine our model; and then, deploy the final model to
our production system. The process is then repeated as new data is generated.
A general machine learning pipeline
