diff --git a/README.md b/README.md
index 70d7c0d..66f49ec 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,7 @@
# ML_GPU
### This project containts personal practice ML code, and Deep Learning on GPUs.
-
-Photo by Caspar Camille Rubin on Unsplash.
-Milkshake is optional for the GPU set-up.
+
+Photo by Caspar Camille Rubin on Unsplash.
### At the moment, I am learning, and following examples, from Aurelien Geron's "Hands-On Machine Learning" book
diff --git a/docs/gpu.jpeg b/docs/gpu.jpeg
index 7f6ff3e..881b8f7 100644
Binary files a/docs/gpu.jpeg and b/docs/gpu.jpeg differ