What are two of the characteristics of using online prediction rather than batch prediction?
What are two of the characteristics of using online prediction rather than batch prediction?
A . It is optimized to handle a high volume of data instances in a job and to run more complex models.
B . Predictions are returned in the response message.
C . Predictions are written to output files in a Cloud Storage location that you specify.
D . It is optimized to minimize the latency of serving predictions.
Answer: BD
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
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