TensorFlow Data Pipeline. Practical tutorial.
In this video we are going to see how to build the TensorFlow data pipeline, and how to use different methods of tf.data.dataset, such as batch, repeat, shuffle, window, map, apply and etc.
00:09 what is tf.data pipeline
01:15 create dataset using from_tensor_slices
01:45 as_numpy_iterator method
02:12 take method
02:18 batch method
03:15 unbatch method
03:38 repeat method
04:00 cardinality method
04:55 shuffle method
07:40 map method
08:45 apply method
09:40 reduce method
10:08 filter method
10:48 concatenate method
10:59 zip method
11:33 window method
12:34 window method example: build an input for rnn network
Source code:
https://github.com/CloseToAlgoTrading...
TensorFlow tutorial:
https://www.tensorflow.org/api_docs/p...
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