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.

View Answer

Answer: B,D

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/prediction­overview#online_prediction_versus_batch_prediction