You Are Training a TensorFlow Model on a Structured Dataset

question 12

Multiple Choice

You are training a TensorFlow model on a structured dataset with 100 billion records stored in several CSV files. You need to improve the input/output execution performance. What should you do?

• A) Load the data into BigQuery, and read the data from BigQuery.
• B) Load the data into Cloud Bigtable, and read the data from Bigtable.
• C) Convert the CSV files into shards of TFRecords, and store the data in Cloud Storage.
• D) Convert the CSV files into shards of TFRecords, and store the data in the Hadoop Distributed File System (HDFS).

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Definitions:

Elaboration

The formation of a number of different connections around a stimulus at a given level of memory encoding.

Self-reference

Self-reference pertains to the inclusion or consideration of oneself in understanding and relating to concepts or events.

Chunking

A method of organizing or grouping pieces of information together to improve the efficiency of memory recall.

Forgetting

The loss or change of memory over time, which can involve the inability to recall information, experiences, or skills.