update

Author: einsnull

README.md

@@ -4,12 +4,12 @@ This is a Deep Learning toolbox implemented by C/C++
 
 You need to install Eigen Matrix Libray and OpenCV 2.4.3 (or other alternative) in order to build this project.
 
-Some datasets are in zip file,you need to unzip them and copy to correct folders.
+Some datasets are in zip file,you need to unzip them and copy to the proper folders.
 
-You need to download the mnist dataset from http://yann.lecun.com/exdb/mnist/ and unzip to the correct folder,make sure it has the same name to what is referenced in the code,please rename it if not.
+You need to download the mnist dataset from http://yann.lecun.com/exdb/mnist/ and unzip to the proper folder,make sure it has the same name as what is referenced in the code,please rename it if not.
 
-The getConfigXXValues functions may not work due to the end of line format of "ParamConfig.ini" file,you should convert it to the windows platform end of line format.
+The getConfigXXValues functions may not work due to the end of line format of "ParamConfig.ini" file,you should convert it to the windows platform "end of line" format.
 
-The Deep Neural Network implemented by stacked autoencoders with proper paramters has a classification accuracy of 98% or even better on the mnist dataset(trained on training set and tested on test set).
+The Deep Neural Network implemented by stacked autoencoders with proper paramters has a classification accuracy of 98% or even better results with careful parameter selection on the mnist dataset(trained on training set and tested on test set).