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@@ -1,10 +1,10 @@
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# End to End Example using Llama models for Multi-Modal RAG
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-TODO: Add details later
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+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.
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-Step 1: Data Prep and Synethetic Labelling using 11B model
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-Step 2: Cleaning up Synthetic Labels and preparing the dataset
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-Step 3: Notebook 3: MM-RAG using lance-db to validate idea
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-Step 4: Gradio App using Together API for Llama-3.2-11B and Lance-db for RAG
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+Here's the outline:
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-TODO: Add Diagram/Flow-Chart
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+- Step 1: Data Prep and Synthetic Labeling using 11B model
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+- Step 2: Cleaning up Synthetic Labels and preparing the dataset
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+- Step 3: Notebook 3: MM-RAG using lance-db to validate idea
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+- Step 4: Gradio App using Together API for Llama-3.2-11B and Lance-db for RAG
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