diff --git a/README.md b/README.md
index 40fc8b2..016b8d0 100644
--- a/README.md
+++ b/README.md
@@ -22,3 +22,6 @@ USAGE: robocode-svm --battle x y [alpha]
   -c,--clean		Delete all the battle data!
   -h,--help		Show this help
 ```
+
+# Extras
+In the `extras` folder, there is an assignment, that led to this work. Also, for better understanding, there is a sample SVM classification visualised as an image file in 2D space. The `alpha` parameter (initial gun orientation) was ommited.
diff --git a/extras/assignment.pdf b/extras/assignment.pdf
new file mode 100644
index 0000000..67bc498
--- /dev/null
+++ b/extras/assignment.pdf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f1561ab48e9791f0809a3431839baaebf9e7fdeedc8f83290b0f16db3f496f1
+size 9659
diff --git a/extras/visualize2D.png b/extras/visualize2D.png
new file mode 100644
index 0000000..cb17bc1
--- /dev/null
+++ b/extras/visualize2D.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f1dcfaa0b423bc755addfde5f33bf758391f98131d998d5641626cb5cd5cbcbc
+size 13488