12. ETL with TensorFlow Dataset API

ETL with TensorFlow Dataset API

ND320 AIHCND C01 L03 A10 ETL With Tensorflow Dataset API

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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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