12. ETL with TensorFlow Dataset API

ETL with TensorFlow Dataset API

ND320 AIHCND C01 L03 A10 ETL With Tensorflow Dataset API

ETL with TensorFlow Dataset API Key Points

Why use Tensorflow(TF) Dataset API for ETL?

TF Dataset API: tf.data.Dataset

  1. Process your input data in a distributed format.
  2. It can be batched and processed in parallel on GPU/TPUs.
  3. API builds iterators to batch process and prevents memory loss

Important Note: TF Dataset API cannot accept mixed data types. You may need to remove or convert null values.

Code

If you need a code on the https://github.com/udacity.

TF Dataset API

True or False, the TF Dataset API can handle mixed data types?
SOLUTION: False

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