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Use cases, Multimodal, RAG

DocumentLens: Extract multimodal data from documents using Llama

Build a tool to streamline the extraction of text, tables, images, charts into JSON, SQL/vector databases and Excel spreadsheets
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Tools

Prompt Ops Tool

Automates prompt migration to Llama models, cutting optimization from days to hours and boosting performance up to 20% for production use cases.
Open in GitHub
Tools

Synthetic Data Tool

A simple customizable CLI to generate and augment datasets for LLM fine-tuning, with support for RL, CoT reasoning and summary dataset generation.
Open in GitHub

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Use cases, Multimodal, RAG

DocumentLens: Extract multimodal data from documents using Llama

Build a tool to streamline the extraction of text, tables, images, charts into JSON, SQL/vector databases and Excel spreadsheets
Learn more
Integrations, RAG

Technical Blog Generator with Llama

A tutorial using Llama 4 to generate accurate and relevant technical blog posts from your existing documentation.
Open in GitHub
RAG, Multimodal

Build Multimodal RAG using Llama 3.2 11B

This blog explores how to build a multimodal RAG system using Llama-3.2-11B-Vision, which combines the strengths of both text and image modalities.
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Chatbots, RAG

Building customer service chatbots with Llama

Build an AI-powered chatbots on Messenger, Whatsapp or Gradio.
Open in GitHub
Chatbots, Fine-tuning, RAG

Fine-tune a RAFT chatbot with Llama

A tutorial that combines fine-tuning with RAG to better utilize custom domain text data.
Open in GitHub
Third-party, Agents, RAG, llama-cookbook

Agentic workflows with Llama and LangGraph

A set of notebooks to build agents with Llama and LangGraph.
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Llama 4
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Download
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Documentation
Overview
Models
How to guides
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Integration guides
Learn
Cookbook
Videos
FAQ
AI research
Overview
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Case studies
AI research community
Llama Impact Grants
Hugging Face
GitHub
Llama Protections
Overview
Llama Defenders Program
Developer Use Guide
Terms & policies
Terms of Service
Privacy Policy
Cookies