You Have Trained a Text Classification Model in TensorFlow Using

question 24

Multiple Choice

You have trained a text classification model in TensorFlow using AI Platform. You want to use the trained model for batch predictions on text data stored in BigQuery while minimizing computational overhead. What should you do?

• A) Export the model to BigQuery ML.
• B) Deploy and version the model on AI Platform.
• C) Use Dataflow with the SavedModel to read the data from BigQuery.
• D) Submit a batch prediction job on AI Platform that points to the model location in Cloud Storage.

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Definitions:

Binary Variable

A variable that can take one of two possible values, typically represented as 0 or 1, indicating the absence or presence of some characteristic.

Double-subscripted Variables

Variables represented with two subscripts, often used in mathematical and economic models to denote the elements of matrices or arrays.

Binary Variable

A variable that takes one of two possible values, often used to represent outcomes like success/failure, yes/no, or true/false.

Demand Constraint

A limitation in operations management that affects the maximum demand that can be satisfied given current resources.