Fix Spelling Mistakes

recipes/quickstart/Multi-Modal-RAG/README.md

@@ -1,10 +1,10 @@
 # End to End Example using Llama models for Multi-Modal RAG 
 
-TODO: Add details later
+This is a series of notebooks that can be used for a self-paced workshop or course/learning to understand how to build Multi-Modal RAG using Llama 3.2-11B model. 
 
-Step 1: Data Prep and Synethetic Labelling using 11B model
-Step 2: Cleaning up Synthetic Labels and preparing the dataset
-Step 3: Notebook 3: MM-RAG using lance-db to validate idea
-Step 4: Gradio App using Together API for Llama-3.2-11B and Lance-db for RAG
+Here's the outline:
 
-TODO: Add Diagram/Flow-Chart
+- Step 1: Data Prep and Synthetic Labeling using 11B model
+- Step 2: Cleaning up Synthetic Labels and preparing the dataset
+- Step 3: Notebook 3: MM-RAG using lance-db to validate idea
+- Step 4: Gradio App using Together API for Llama-3.2-11B and Lance-db for RAG