You Are Building an ML Model to Detect Anomalies in Real-Time

question 15

Multiple Choice

You are building an ML model to detect anomalies in real-time sensor data. You will use Pub/Sub to handle incoming requests. You want to store the results for analytics and visualization. How should you configure the pipeline?

• A) 1 = Dataflow, 2 = AI Platform, 3 = BigQuery
• B) 1 = DataProc, 2 = AutoML, 3 = Cloud Bigtable
• C) 1 = BigQuery, 2 = AutoML, 3 = Cloud Functions
• D) 1 = BigQuery, 2 = AI Platform, 3 = Cloud Storage

Analyze the impact of monopolies on market outcomes, including prices and quantities.

Calculate consumer surplus, producer surplus, and deadweight loss in both competitive and monopoly markets.

Understand the effects of government intervention in monopolies through regulations such as price ceilings.

Differentiate between market structures based on the ability to price discriminate.

---

Definitions:

Longitudinal Research

A research design that involves repeated observations of the same variables (e.g., people) over short or long periods of time.

Cross-Sectional Research

A research design in which data is collected from a population, or a representative subset, at one specific point in time to examine a phenomenon.

Correlation

A statistical measure that represents the extent to which two or more variables fluctuate together, though it does not imply causation.

Scientific Observation

The process of systematically watching, recording, and analyzing phenomena in a controlled or natural setting to gather empirical evidence.