Your streaming video platform ingests tens of millions of viewing events every day and wants to update each user's recommendations instantly without human intervention. Which key business value of machine learning does this scenario illustrate?
Reducing infrastructure costs through on-demand virtual machines
Enforcing compliance by tracking and auditing user access logs
Transforming structured sales data into executive dashboards
Automatically scaling data-driven decisions across large volumes of interactions
Machine learning systems can evaluate very large volumes of data and generate predictions or actions at machine speed. In this scenario, the recommendation model continuously analyzes millions of viewing events and immediately adjusts suggestions for each user, something that would be impossible for human teams to do manually. This demonstrates how ML creates business value by scaling data-driven decisions to many interactions in real time. The other options describe potential cloud or analytics benefits-such as lowering infrastructure costs, producing dashboards, or maintaining compliance-but they are not the primary ML-specific value highlighted here.
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