diff --git a/docs/source/_images/mnist_imgs/pt_to_pl.jpg b/docs/source/_images/mnist_imgs/pt_to_pl.jpg
index 65c13b4b..ec769a46 100644
Binary files a/docs/source/_images/mnist_imgs/pt_to_pl.jpg and b/docs/source/_images/mnist_imgs/pt_to_pl.jpg differ