diff --git a/README.md b/README.md
index 03b139c..3ef21b6 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,11 @@
 # Developing a Web-based Q&A system using a RAG-based approach to LLMs - June 25, 2024
 
 ## Course Information 
-- Registration Link: https://tinyurl.com/3tnfey9n
+- Title: Developing a Web-based Q&A system using a RAG-based approach to LLMs
+- Instructor: Sujee Maniyam, Node 51
+- Time: Tuesday, June 25, 8.00 am PDT/11am pm EDT till 2.00pm PDT / 5pm EDT
 - Cost: $300 for NET+ Subscribers, $400 for Internet2 members, $500 for non-members
-- Time: June 25, 2024, 8.00 am PDT/11am pm EDT - 2.00pm PDT / 5pm EDT
-- Instructor: Sujee Maniyam, Node 51. See Instructor Profile [here](https://www.mongodb.com/developer/author/sujee-maniyam/). 
+- Registration: https://tinyurl.com/3tnfey9n
 
 ## Introduction
 We have all seen how powerful and impactful Large Language Models (LLMs) like ChatGPT are.  These very powerful AI models are enabling a new generation of conversational applications. This 6-hour hands-on workshop introduces the audience to LLMs, data augmentation using the Retrieval Generation Augmentation (RAG) approach, and how to how to build web using open-source tools.