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NEW QUESTION 45
You designed a database for patient records as a pilot project to cover a few hundred patients in three clinics.
Your design used a single database table to represent all patients and their visits, and you used self-joins to generate reports. The server resource utilization was at 50%. Since then, the scope of the project has expanded. The database must now store 100 times more patient records. You can no longer run the reports, because they either take too long or they encounter errors with insufficient compute resources. How should you adjust the database design?

A. Add capacity (memory and disk space) to the database server by the order of 200.B. Shard the tables into smaller ones based on date ranges, and only generate reports with prespecified date ranges.C. Normalize the master patient-record table into the patient table and the visits table, and create other necessary tables to avoid self-join.D. Partition the table into smaller tables, with one for each clinic. Run queries against the smaller table pairs, and use unions for consolidated reports.

Answer: C

Explanation:
Explanation

 

NEW QUESTION 46
Your neural network model is taking days to train. You want to increase the training speed. What can you do?

A. Subsample your training dataset.B. Increase the number of layers in your neural network.C. Subsample your test dataset.D. Increase the number of input features to your model.

Answer: B

Explanation:
Explanation/Reference:
Reference: https://towardsdatascience.com/how-to-increase-the-accuracy-of-a-neural-network-
9f5d1c6f407d

 

NEW QUESTION 47
What are two of the characteristics of using online prediction rather than batch prediction?

A. Predictions are returned in the response message.B. It is optimized to handle a high volume of data instances in a job and to run more complex models.C. It is optimized to minimize the latency of serving predictions.D. Predictions are written to output files in a Cloud Storage location that you specify.

Answer: A,C

Explanation:
Online prediction
Optimized to minimize the latency of serving predictions.
Predictions returned in the response message.
Batch prediction
Optimized to handle a high volume of instances in a job and to run more complex models.
Predictions written to output files in a Cloud Storage location that you specify.
Reference: https://cloud.google.com/ml-engine/docs/prediction-
overview#online_prediction_versus_batch_prediction

 

NEW QUESTION 48
Your company has a hybrid cloud initiative. You have a complex data pipeline that moves data between cloud provider services and leverages services from each of the cloud providers. Which cloud-native service should you use to orchestrate the entire pipeline?

A. Cloud DataprepB. Cloud DataprocC. Cloud ComposerD. Cloud Dataflow

Answer: C

Explanation:
Cloud Composer uses airflow which is open source and can help to orchestrate jobs.

 

NEW QUESTION 49
Your company receives both batch- and stream-based event data. You want to process the data using Google Cloud Dataflow over a predictable time period. However, you realize that in some instances data can arrive late or out of order. How should you design your Cloud Dataflow pipeline to handle data that is late or out of order?

A. Set a single global window to capture all the data.B. Use watermarks and timestamps to capture the lagged data.C. Set sliding windows to capture all the lagged data.D. Ensure every datasource type (stream or batch) has a timestamp, and use the timestamps to define the logic for lagged data.

Answer: C

 

NEW QUESTION 50
......

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