From 788369b9af50a69bb7b3c21d62e9e6e343290544 Mon Sep 17 00:00:00 2001
From: Takeru Miyato <miyato-t@sys.i.kyoto-u.ac.jp>
Date: Mon, 7 Dec 2015 19:53:13 +0900
Subject: [PATCH] Update README.md

---
 README.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index c419948..dc7d7c6 100644
--- a/README.md
+++ b/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!