diff --git a/ANN Classifier/.gitkeep b/ANN Classifier/.gitkeep
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/ANN Classifier/PCA-compressed dataset/Activation function/different activation function/Readme.md b/ANN Classifier/PCA-compressed dataset/Activation function/different activation function/Readme.md
index 273fc912c72998b8b5e97ac584f175ad9cf7340e..ae2267d5e88186d4365ccc623943e84f0f98325f 100644
--- a/ANN Classifier/PCA-compressed dataset/Activation function/different activation function/Readme.md	
+++ b/ANN Classifier/PCA-compressed dataset/Activation function/different activation function/Readme.md	
@@ -3,9 +3,9 @@ Readme with Additional Information
 ==================================
 
 
-This file contains additional Information for 20210607_different_Networksizes_tanh_Relu_comparison_different_Learningrate_EarlyStopping_tracking_accuracy.
+This file contains additional Information for different_Networksizes_tanh_Relu_comparison_different_Learningrate
 # General Information
-Data: 32_dim_80_Epochs
+Data: 32_dim_PCA_compressed
 The Network Structures in detail are: 
 
 1 [[32, 'relu'], [16, 'relu'], [6, 'softmax']]
diff --git a/ANN Classifier/PCA-compressed dataset/DropOut/different_DropOut/Readme.md b/ANN Classifier/PCA-compressed dataset/DropOut/different_DropOut/Readme.md
index 1b6a30b14d5f6ce4b75f8b3ce9e80b51cf028d2e..38d733cdd2bb8389b8a77bd9e8c573eed158e30b 100644
--- a/ANN Classifier/PCA-compressed dataset/DropOut/different_DropOut/Readme.md	
+++ b/ANN Classifier/PCA-compressed dataset/DropOut/different_DropOut/Readme.md	
@@ -3,7 +3,7 @@ Readme with Additional Information
 ==================================
 
 
-This file contains additional Information for 20210611_Comparison_DropOut_with_Early_Stopping_multiple_runs.
+This file contains additional Information for different_DropOut
 # General Information
 
 
diff --git a/ANN Classifier/PCA-compressed dataset/L1 and L2/L2_regularization/Readme.md b/ANN Classifier/PCA-compressed dataset/L1 and L2/L2_regularization/Readme.md
index 39e28fd5488cb19a89efe2c6d4cf4748fbd8bd11..cf034020c7cd6c33f8deb30ce01d213f88e82799 100644
--- a/ANN Classifier/PCA-compressed dataset/L1 and L2/L2_regularization/Readme.md	
+++ b/ANN Classifier/PCA-compressed dataset/L1 and L2/L2_regularization/Readme.md	
@@ -3,7 +3,7 @@ Readme with Additional Information
 ==================================
 
 
-This file contains additional Information for 20210610_Comparison_L2_regularization_no_Early_Stopping_multiple_runs.
+This file contains additional Information for L2_regularization
 # General Information
 
 
diff --git a/ANN Classifier/PCA-compressed dataset/Networksizes/Networksizes_different_Learningrate/Readme.md b/ANN Classifier/PCA-compressed dataset/Networksizes/Networksizes_different_Learningrate/Readme.md
index 7187aebd220c4448c316aae353c06c7c718b7e33..45fe8ff29d52adc30fe0dc2129cf9b7de7fea867 100644
--- a/ANN Classifier/PCA-compressed dataset/Networksizes/Networksizes_different_Learningrate/Readme.md	
+++ b/ANN Classifier/PCA-compressed dataset/Networksizes/Networksizes_different_Learningrate/Readme.md	
@@ -1,6 +1,6 @@
 #Readme with additional Information
-This file contains additional Information for 20210607_different_Networksizes_different_Learningrate_EarlyStopping_tracking_accuracy.
-The Data is: 32_dim_80_Epochs
+This file contains additional Information for different_Networksizes_different_Learningrate
+The Data is: 32_dim_PCA_compressed
 The Network Structures in detail are: 
 
 1. [[16,'relu'],[6,'softmax']] 
diff --git a/ANN Classifier/PCA-compressed dataset/Networksizes/different_Networksizes_tanh_Relu_comparison_different_Learningrate/Readme.md b/ANN Classifier/PCA-compressed dataset/Networksizes/different_Networksizes_tanh_Relu_comparison_different_Learningrate/Readme.md
index 273fc912c72998b8b5e97ac584f175ad9cf7340e..ae2267d5e88186d4365ccc623943e84f0f98325f 100644
--- a/ANN Classifier/PCA-compressed dataset/Networksizes/different_Networksizes_tanh_Relu_comparison_different_Learningrate/Readme.md	
+++ b/ANN Classifier/PCA-compressed dataset/Networksizes/different_Networksizes_tanh_Relu_comparison_different_Learningrate/Readme.md	
@@ -3,9 +3,9 @@ Readme with Additional Information
 ==================================
 
 
-This file contains additional Information for 20210607_different_Networksizes_tanh_Relu_comparison_different_Learningrate_EarlyStopping_tracking_accuracy.
+This file contains additional Information for different_Networksizes_tanh_Relu_comparison_different_Learningrate
 # General Information
-Data: 32_dim_80_Epochs
+Data: 32_dim_PCA_compressed
 The Network Structures in detail are: 
 
 1 [[32, 'relu'], [16, 'relu'], [6, 'softmax']]