TensorFlow Machine Learning Cookbook

Conventions

In this book, there are many styles of text that distinguish between the types of information. Code words in text are shown as follows: "We then set the batch_size variable."

A block of code is set as follows:

embedding_mat = tf.Variable(tf.random_uniform([vocab_size, embedding_size], -1.0, 1.0))
embedding_output = tf.nn.embedding_lookup(embedding_mat, x_data_ph)

Some code blocks will have output associated with that code, and we note this in the code block as follows:

print('Training Accuracy: {}'.format(accuracy))

Which results in the following output:

Training Accuracy: 0.878171

Important words are shown in bold.

Note

Warnings or important notes appear in a box like this.

Tip

Tips and tricks appear like this.