SAA-C03 Q273 · Analytics

Question

A company wants to use automatic machine learning (ML) to create and visualize forecasts of complex scenarios and trends. Which solution will meet these requirements with the LEAST management overhead?

Accepted Answer

**Option B** meets both requirements with the least management overhead:

1. **Automatic ML forecasting**: Amazon QuickSight has **built-in ML-powered forecasting** capabilities (called ML Insights). It uses a Random Cut Forest algorithm and other ML techniques to automatically generate forecasts — no ML expertise, model training, or infrastructure management required.

2. **Visualization**: QuickSight is natively a **business intelligence (BI) and visualization** service. Forecasts are created directly within QuickSight dashboards, so there's no need to pipe data between services.

3. **Least management overhead**: This is a **single-service solution**. There are no ETL pipelines to manage, no ML models to train/deploy, no compute instances to provision. QuickSight handles everything — da

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