diff --git a/README.md b/README.md
index c705ac6e067757bd268b540af155073720a8fa15..dc4d110f915c4b0636a9d878313f08e70cdfb3cb 100644
--- a/README.md
+++ b/README.md
@@ -25,6 +25,33 @@ Here we can conclude that the best K is 5, (if we don't use k = 1)  with a perfo
 1° 
 ![knn](mlp_maths/q1.PNG)
 
+2°
+![knn](mlp_maths/q2.PNG)
+
+3°
+![knn](mlp_maths/q3.PNG)
+
+4°
+![knn](mlp_maths/q4.PNG)
+
+5°
+![knn](mlp_maths/q5.PNG)
+
+6°
+![knn](mlp_maths/q6.PNG)
+
+7°
+![knn](mlp_maths/q7.PNG)
+
+8°
+![knn](mlp_maths/q8.PNG)
+
+9°
+![knn](mlp_maths/q9.PNG)
+
+
+
+
 ​
 
 ### Code