diff --git a/MNIST/MNIST/config.txt b/MNIST/MNIST/config.txt
index 763b50c..0060dcc 100644
--- a/MNIST/MNIST/config.txt
+++ b/MNIST/MNIST/config.txt
@@ -2,6 +2,6 @@ train_data_path = train-images.idx3-ubyte
 train_label_path = train-labels.idx1-ubyte
 test_data_path = t10k-images.idx3-ubyte
 test_label_path = t10k-labels.idx1-ubyte
-number_hidden_neurons = 300
+number_hidden_neurons = 800
 learn_rate = 0.01
-number_eras = 10
+number_eras = 20
diff --git a/README.md b/README.md
index 9b3e0a6..bdd1912 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 # NeuralNetwork
-Full connected network for detection MNIST dataset  
+Fully connected network for classification of MNIST dataset  
 
 MNIST DATASET: http://yann.lecun.com/exdb/mnist/  
 VISUAL STUDIO 2012 project  
@@ -9,9 +9,9 @@ VISUAL STUDIO 2012 project
 2: Path to MNIST train-labels  
 3: Path to MNIST test-images  
 4: Path to MNIST test-labels  
-5: number hidden neuron
-6: learn rate
-7: number epochs
+5: number hidden neuron  
+6: learn rate  
+7: number epochs  
 
 ### Example config.txt (is in the repository)
 train_data_path = train-images.idx3-ubyte  
@@ -22,6 +22,6 @@ number_hidden_neurons = 300
 learn_rate = 0.01  
 number_eras = 10  
 
-### Error with parameters from example:  
-Train: 0.015833  
-Test: 0.0258
\ No newline at end of file
+### Accuracy with parameters from example:  
+Train: 0.984167  
+Test: 0.9742
\ No newline at end of file
diff --git a/Report.pdf b/Report.pdf
index 734deb8..5840435 100644
Binary files a/Report.pdf and b/Report.pdf differ