diff --git a/mpl-xor/.gitignore b/mlp-xor/.gitignore
similarity index 100%
rename from mpl-xor/.gitignore
rename to mlp-xor/.gitignore
diff --git a/mpl-xor/README.md b/mlp-xor/README.md
similarity index 57%
rename from mpl-xor/README.md
rename to mlp-xor/README.md
index c51b614545c975d162218a7799cb482beb9ac4cf..17cb3ab3cc7ccfb607a0f31978ab645da404bc31 100644
--- a/mpl-xor/README.md
+++ b/mlp-xor/README.md
@@ -1,3 +1,5 @@
 # About
 
-This is an example of a multilayer perceptron neural network that can learn how to deal with the XOR operator. The activation function cannot be linear.
\ No newline at end of file
+This is an example of a multilayer perceptron neural network that can learn how to deal with the XOR operator. The activation function can not be linear.
+
+This example is extremely dependent on the inicialization of the weigths.
\ No newline at end of file
diff --git a/mpl-xor/main.py b/mlp-xor/main.py
similarity index 100%
rename from mpl-xor/main.py
rename to mlp-xor/main.py
diff --git a/mlp-xor/output.txt b/mlp-xor/output.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3b601431bd6e79eae35c8070a31c0b496e3bb09f
--- /dev/null
+++ b/mlp-xor/output.txt
@@ -0,0 +1,5 @@
+tensor(1.9984e-15, device='cuda:0', grad_fn=<MseLossBackward>)
+tensor([[5.9605e-08],
+        [1.0000e+00],
+        [1.0000e+00],
+        [2.9802e-08]], device='cuda:0', grad_fn=<AddmmBackward>)