diff --git a/CHANGELOG.md b/CHANGELOG.md
index a3d9e2f68e0..290f346c838 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -63,6 +63,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - A `BatchCallback` for logging CPU and GPU memory usage to tensorboard. This is mainly for debugging
   because using it can cause a significant slowdown in training.
 - Ability to run pretrained transformers as an embedder without training the weights
+- Add Optuna Integrated badge to README.md
 
 ### Changed
 
diff --git a/README.md b/README.md
index 2c9375c12e1..3bc5d4be16d 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,9 @@
     <a href="https://codecov.io/gh/allenai/allennlp">
         <img alt="Codecov" src="https://codecov.io/gh/allenai/allennlp/branch/master/graph/badge.svg">
     </a>
-</p>
+    <a href="https://optuna.org">
+        <img alt="Optuna" src="https://img.shields.io/badge/Optuna-integrated-blue">
+    </a>
 <br/>
 
 ## Quick Links