diff --git a/docs/source/_images/mnist_imgs/Artboard.jpg b/docs/source/_images/mnist_imgs/Artboard.jpg
deleted file mode 100644
index 6bd8b3f2..00000000
Binary files a/docs/source/_images/mnist_imgs/Artboard.jpg and /dev/null differ
diff --git a/docs/source/_images/mnist_imgs/pt_to_pl.jpg b/docs/source/_images/mnist_imgs/pt_to_pl.jpg
index ec769a46..6bd8b3f2 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