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end-to-end-use-cases/Multi-Modal-RAG/README.md

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 ## Recipe Overview: Multi-Modal RAG using `Llama-3.2-11B` model: 
 
-This is a complete workshop on how to label images using the new Llama 3.2-Vision Models and performing RAG using the image caption capablites of the model.
+This is a complete workshop on how to label images using the new Llama 3.2-Vision Models and performing RAG using the image caption capabilities of the model.
 
 - **Data Labeling and Preparation:** We start by downloading 5000 images of clothing items and labeling them using `Llama-3.2-11B-Vision-Instruct` model
 - **Cleaning Labels:** With the labels based on the notebook above, we will then clean the dataset and prepare it for RAG