# End to End Example using Llama models for Multi-Modal RAG 

TODO: Add details later

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

TODO: Add Diagram/Flow-Chart