Update README.md

README.md

@@ -8,7 +8,7 @@ python 2.7, numpy 1.9, theano 0.7.0, docopt 0.6.2
 ```
 ./vis_model_contours.sh
 ```
-The coutour images will be saved in the ` ./figure ` directory
+The coutour images will be saved in ` ./figure `.
 
 ## Examples for MNIST dataset
 ###VAT in supervised learning for MNIST dataset 
@@ -19,13 +19,13 @@ python train_mnist_sup.py --cost_type=VAT_finite_diff --epsilon=2.1 --layer_size
 ```
 python train_mnist_semisup.py --cost_type=VAT_finite_diff --epsilon=0.3 --layer_sizes=784-1200-1200-10 --save_filename=<filename>
 ```
-After training, the trained classifer will be saved with the name of `<filename> `.
+After training, the trained classifer will be saved with the name of `<filename> ` in ` ./trained_model `.
 
-You can obtain the test error of the trained classifier by the following command:
+You can obtain the test error of the trained classifier saved with the name of `<filename> ` by the following command:
 ```
-python test_mnist.py --load_filenames=<filename>
+python test_mnist.py --load_filename=<filename>
 ```
-
+.
 
 If you find bug or problem, please report it!