Determining batch versus real-time scoring scenarios
When confronted with real business use cases, it is often difficult to distinguish how you should deploy your ML model. Many data scientists make the mistake of implementing a batch solution when a real-time solution is required, while others implement real-time solutions even when a cheaper batch solution would be sufficient.
In the following sections, you will look at different problem scenarios and solutions. Read each of the six scenarios and determine whether you should implement a real-time or batch inferencing solution. First, you will look at every scenario. Then, you will read each answer along with an explanation.
Scenarios for real-time or batch scoring
In this section, you are presented with six scenarios. Read each carefully and decide whether a batch or real-time scoring solution is most appropriate.
Scenario 1 – Demand forecasting
A fast-food company is trying to determine how many bags of frozen...
