test ch13 on Tf 1.9

Author: rasbt

code/ch13/ch13.ipynb

@@ -11,20 +11,6 @@
 import struct
 import tensorflow.contrib.keras as keras
 
-# NOTE:
-# ================================================
-# If you have TensorFlow >= v1.4 installed
-# you can use the keras API directly instead
-# of importing it from the contrib module
-# for instance, in this code cell, you can skip
-# the import, and following code cells,
-# you can use
-# `tf.keras.utils.to_categorical(y_train)`
-# instead of `keras.utils.to_categorical(y_train)`
-# and so forth.
-
-
-
 # *Python Machine Learning 2nd Edition* by [Sebastian Raschka](https://sebastianraschka.com) and Vahid Mirjalili, Packt Publishing Ltd. 2017
 # 
 # Code Repository: https://github.com/rasbt/python-machine-learning-book-2nd-edition
@@ -479,6 +465,18 @@ def create_batch_generator(X, y, batch_size=128, shuffle=False):
 
 
 
+# NOTE:
+# ================================================
+# If you have TensorFlow >= v1.4 installed
+# you can use the keras API directly instead
+# of importing it from the contrib module
+# for instance, in this code cell, you can skip
+# the import, and following code cells,
+# you can use 
+# `tf.keras.utils.to_categorical(y_train)`
+# instead of `keras.utils.to_categorical(y_train)`
+# and so forth.
+
 np.random.seed(123)
 tf.set_random_seed(123)
 
@@ -682,8 +680,3 @@ def tanh(z):
 
 
 
-
-
-
-
-