update theano TUT

Author: Mofan Zhou

theanoTUT/theano13_save/for_you_to_practice.py

@@ -3,7 +3,7 @@
 # Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
 # Youku video tutorial: http://i.youku.com/pythontutorial
 
-# 7 - save and reload
+# 13 - save and reload
 """
 Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
 """

theanoTUT/theano13_save/full_code.py

@@ -3,7 +3,7 @@
 # Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
 # Youku video tutorial: http://i.youku.com/pythontutorial
 
-# 7 - save and reload
+# 13 - save and reload
 """
 Please note, this code is only for python 3+. If you are using python 2+, please modify the code accordingly.
 """

theanoTUT/theano14_summary.py

@@ -0,0 +1,36 @@
+# View more python tutorials on my Youtube and Youku channel!!!
+
+# Youtube video tutorial: https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg
+# Youku video tutorial: http://i.youku.com/pythontutorial
+
+# 14 - summary
+
+"""
+==============================
+Summary:
+-----------------------------------------------
+1. Understand the basic usage of Theano;
+2. Built a regression neural networks;
+3. Built a classification neural networks;
+4. Understand the overfitting and the solutions for solving this problem;
+5. Save your networks for future usage.
+
+==============================
+GPU computation:
+-----------------------------------------------
+Theano tutorial link: http://deeplearning.net/software/theano/tutorial/using_gpu.html
+Requirement: NVIDIA cards and CUDA backend
+
+==============================
+Theano Convolutional Neural Networks:
+----------------------------------------------
+Theano tutorial link: http://deeplearning.net/tutorial/lenet.html
+
+
+==============================
+Theano Recurrent Neural Networks:
+-----------------------------------------------
+Theano tutorial link: http://deeplearning.net/tutorial/rnnslu.html
+
+
+"""