diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..02b36fada5096ffd08a29453e5fa08dfc099c1d8
--- /dev/null
+++ b/README.md
@@ -0,0 +1,8 @@
+# VKOGA
+
+Implementation of the Vectorial Kernel Orthogonal Greedy Algorithm (VKOGA).
+
+## Use
+See the demo files 
+- Demo_training.m: to train a kernel model,
+- Demo_test.m: to use a previously trained model.