diff --git a/docs/docs/additional_resources/tutorials.mdx b/docs/docs/additional_resources/tutorials.mdx
index 5b3944c3969..dc7956bd80c 100644
--- a/docs/docs/additional_resources/tutorials.mdx
+++ b/docs/docs/additional_resources/tutorials.mdx
@@ -22,7 +22,7 @@ Below are links to tutorials and courses on LangChain. For written guides on com
 ### Handbook
 [LangChain AI Handbook](https://www.pinecone.io/learn/langchain/) By **James Briggs** and **Francisco Ingham**
 
-⛓ [LangChain Cheatsheet](https://pub.towardsai.net/langchain-cheatsheet-all-secrets-on-a-single-page-8be26b721cde) by **Ivan Reznikov**
+[LangChain Cheatsheet](https://pub.towardsai.net/langchain-cheatsheet-all-secrets-on-a-single-page-8be26b721cde) by **Ivan Reznikov**
 
 ### Short Tutorials
 
@@ -32,7 +32,7 @@ Below are links to tutorials and courses on LangChain. For written guides on com
 
 [LangChain Crash Course - Build apps with language models](https://youtu.be/LbT1yp6quS8) by [Patrick Loeber](https://www.youtube.com/@patloeber)
 
-⛓ [LangChain 101 Course](https://medium.com/@ivanreznikov/langchain-101-course-updated-668f7b41d6cb) by **Ivan Reznikov**
+[LangChain 101 Course](https://medium.com/@ivanreznikov/langchain-101-course-updated-668f7b41d6cb) by **Ivan Reznikov**
 
 ### Code Alongs
 
@@ -160,5 +160,9 @@ DataCamp has developed a [Become a Generative AI Developer series](https://www.d
 - [Codebase Analysis: Langchain Agents](https://carbonated-yacht-2c5.notion.site/Codebase-Analysis-Langchain-Agents-0b0587acd50647ca88aaae7cff5df1f2)
 
 
+### Neo4j GraphAcademy
+- [Build a Neo4j-backed Chatbot using Python](https://graphacademy.neo4j.com/courses/llm-chatbot-python/?ref=langchain)
+
+
 ---------------------
-⛓ icon marks a new addition [last update 2024-02-061]
+⛓ icon marks a new addition [last update 2024-02-29]