azimonti
diff --git a/‎CMakeLists.txt
+1-1 b/‎CMakeLists.txt
+1-1
diff --git a/‎README.md
+20-3 b/‎README.md
+20-3
diff --git a/‎externals/ma-libs b/‎externals/ma-libs
diff --git a/‎screenshots/goal_reached.png
1.22 MB b/‎screenshots/goal_reached.png
1.22 MB
diff --git a/‎screenshots/goal_reached_2.png
1.9 MB b/‎screenshots/goal_reached_2.png
1.9 MB
diff --git a/‎screenshots/start_training.png
1.37 MB b/‎screenshots/start_training.png
1.37 MB
diff --git a/‎screenshots/starting_position.png
1.25 MB b/‎screenshots/starting_position.png
1.25 MB
@@ -1,5 +1,5 @@
 cmake_minimum_required(VERSION 3.13.4)
-project(path-finding-nn)
+project(path-finder)
 set (PROJECT_VERSION "1.0"    )
 project(${PROJECT_NAME} VERSION ${PROJECT_VERSION})
 # location of ma-libs
 
@@ -1,6 +1,6 @@
-# Path Finding NN
+# Path Finding Neural Networks
 
-finding the shortest path using neural networks and genetic algorithms.
+Application finding the shortest path using neural networks and genetic algorithms.
 
 Built together with [@dpasca](https://github.com/dpasca) who developed `Model 1`. 
 
@@ -56,5 +56,22 @@ Further update of the submodule can be done with the command:
 
 6. Run the program
   ```
-  ./build/Release/path-finding-nn
+  ./build/Release/path-finding
   ```
+
+## Screnshots
+
+### Starting position
+
+![Starting position](screenshots/starting_position.png)
+
+### Start training
+
+![Start training](screenshots/start_training.png)
+
+
+### Goal reached
+
+![Goal Reached](screenshots/goal_reached.png)
+
+![Goal Reached](screenshots/goal_reached_2.png)