diff --git a/README.md b/README.md
index 85583b1..a4423f5 100644
--- a/README.md
+++ b/README.md
@@ -147,6 +147,10 @@ with open("reaction.svg", "w") as f:
     f.write(rxn_text)
 ```
 
+#### Third Party Visualizers
+
+- [SmilesDrawer Playground](https://smilesdrawer.surge.sh/playground.html)
+
 ### Benchmark
 
 Here is a sample baseline of
diff --git a/docs/assets/training_info.png b/docs/assets/training_info.png
index be3553f..a0f242f 100644
Binary files a/docs/assets/training_info.png and b/docs/assets/training_info.png differ