diff --git a/docs/videos/beales_20171115_07-18-03_3d.gif b/docs/videos/beales_20171115_07-18-03_3d.gif
new file mode 100644
index 0000000..9e0a833
Binary files /dev/null and b/docs/videos/beales_20171115_07-18-03_3d.gif differ
diff --git a/docs/videos/beales_20171115_07-18-03_loss.gif b/docs/videos/beales_20171115_07-18-03_loss.gif
new file mode 100644
index 0000000..d8f8678
Binary files /dev/null and b/docs/videos/beales_20171115_07-18-03_loss.gif differ
diff --git a/docs/videos/madsen_20171115_10-04-15_3d.gif b/docs/videos/madsen_20171115_10-04-15_3d.gif
new file mode 100644
index 0000000..e51718a
Binary files /dev/null and b/docs/videos/madsen_20171115_10-04-15_3d.gif differ
diff --git a/docs/videos/madsen_20171115_10-04-15_loss.gif b/docs/videos/madsen_20171115_10-04-15_loss.gif
new file mode 100644
index 0000000..fea2a9b
Binary files /dev/null and b/docs/videos/madsen_20171115_10-04-15_loss.gif differ
diff --git a/docs/videos/six_humped_camel_back_20171115_09-38-57_3d.gif b/docs/videos/six_humped_camel_back_20171115_09-38-57_3d.gif
index 7916ffa..656e228 100644
Binary files a/docs/videos/six_humped_camel_back_20171115_09-38-57_3d.gif and b/docs/videos/six_humped_camel_back_20171115_09-38-57_3d.gif differ
diff --git a/docs/videos/six_humped_camel_back_20171115_09-38-57_loss.gif b/docs/videos/six_humped_camel_back_20171115_09-38-57_loss.gif
new file mode 100644
index 0000000..97e9d34
Binary files /dev/null and b/docs/videos/six_humped_camel_back_20171115_09-38-57_loss.gif differ
diff --git a/readme.md b/readme.md
index 4216aa5..2b52c28 100644
--- a/readme.md
+++ b/readme.md
@@ -8,8 +8,15 @@ This project generates animations of pytorch optimizers solving toy problems. Ex
 
 ![](docs/videos/six_humped_camel_back_20171115_09-38-57.gif)
 ![](docs/videos/six_humped_camel_back_20171115_09-38-57_3d.gif)
+![](docs/videos/six_humped_camel_back_20171115_09-38-57_loss.gif)
+
+![](docs/videos/madsen_20171115_10-04-15_3d.gif)
+![](docs/videos/madsen_20171115_10-04-15_loss.gif)
+
 ![](docs/videos/rosenbrock_20171115_09-47-52.gif)
 
+![](docs/videos/beales_20171115_07-18-03_3d.gif) 
+
 
 # Usage: