You Have Trained a Model on a Dataset That Required

question 34

Multiple Choice

You have trained a model on a dataset that required computationally expensive preprocessing operations. You need to execute the same preprocessing at prediction time. You deployed the model on AI Platform for high-throughput online prediction. Which architecture should you use?

• A) Validate the accuracy of the model that you trained on preprocessed data. Create a new model that uses the raw data and is available in real time. Deploy the new model onto AI Platform for online prediction.
• B) Send incoming prediction requests to a Pub/Sub topic. Transform the incoming data using a Dataflow job. Submit a prediction request to AI Platform using the transformed data. Write the predictions to an outbound Pub/Sub queue.
• C) Stream incoming prediction request data into Cloud Spanner. Create a view to abstract your preprocessing logic. Query the view every second for new records.
• D) Set up a Cloud Function that is triggered when messages are published to the Pub/Sub topic. Implement your preprocessing logic in the Cloud Function.

Be aware of the specific dangers of substance use during pregnancy.

Recognize the importance of patient education on the risks of substance use and strategies for cessation.

Identify factors that increase the risk of substance abuse.

Understand the concepts of tolerance, dependence, and the physiological impact of substances.

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Definitions:

Drudgery

Tedious, hard, and repetitive work that is often seen as unenjoyable.

Competitive Factor Markets

Markets where factors of production (like labor, capital) are bought and sold, with many sellers and buyers leading to competitive prices.

Prices

The monetary value assigned to goods and services, determining how much consumers need to pay to obtain them.

Production

The process of creating goods or services by combining various inputs like labor, materials, and technology.