diff --git a/README.md b/README.md
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+++ b/README.md
@@ -2,7 +2,7 @@
 
 ## Course Information 
 - Title: Developing a Web-based Q&A system using a RAG-based approach to LLMs
-- Instructor: Sujee Maniyam, Node 51
+- Instructor: [Sujee Maniyam, Node 51](https://www.mongodb.com/developer/author/sujee-maniyam/)
 - Time: Tuesday, June 25, 8.00 am PDT/11am pm EDT till 2.00pm PDT / 5pm EDT
 - Cost: $300 for NET+ AWS and GCP Subscribers, $400 for Internet2 members(see the list of member institutions [here](https://internet2.edu/community/membership/member-list/)), $500 for non-members
 - Registration: https://tinyurl.com/3tnfey9n
@@ -24,8 +24,8 @@ We have all seen how powerful and impactful Large Language Models (LLMs) like Ch
 
 ## Prerequisites
 - Comfortable with python programming and notebooks
-- Access to Google Colab
-- A free subscription to a vector database like MongoDB Atlas
+- Access to [Google Colab](https://colab.research.google.com/)
+- A free subscription to a vector database like [MongoDB Atlas](https://www.mongodb.com/cloud/atlas/register)
 - Sign up for [Mistral AI](https://github.com/mistralai/mistral-inference)
 
 ## Details