diff --git a/README.md b/README.md
index 43696a48994115783bac7d26e1bd7773f05ff96c..9b4405bdebf7806f0591c6d99a2ef2553075934a 100644
--- a/README.md
+++ b/README.md
@@ -19,3 +19,6 @@ We develop a knn model to predict the image labels.
 
 ### mlp
 We use the binary cross entropy to train our model.
+
+## Usage
+We run the jupyter notebook to obtain the results.
diff --git a/results/mlp.png b/results/mlp.png
index b437dd9a7b45a0bafdeefb972aa4adcdb3814e03..fe2ded554d96cc0154b7c66ad8288034ab13c550 100644
Binary files a/results/mlp.png and b/results/mlp.png differ