A deep dive into Retrieval-Augmented Generation with Llamaindex

LlamaIndex · Intermediate ·🧠 Large Language Models ·2y ago
In this talk we cover: * What LlamaIndex is * What LlamaHub and create-llama are * The stages of Retrieval-Augmented Generation (RAG) * LlamaIndex's ingestion pipeline with caching * The set of vector stores, LLMs and embedding models available in LlamaIndex * Inspecting and customizing your prompts * And then seven advanced querying strategies, including * SubQuestionQueryEngine for complex questions * Small-to-big retrieval for improved precision * Metadata filtering, also for improved precision * Hybrid search including traditional search engine techniques * Recursive Retrieval fo…
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1 LlamaIndex Virtual Meetup (May 4th, 2023)
LlamaIndex Virtual Meetup (May 4th, 2023)
LlamaIndex
 2 LlamaIndex + MongoDB Workshop/Fireside Chat
LlamaIndex + MongoDB Workshop/Fireside Chat
LlamaIndex
 3 Discover LlamaIndex: Ask Complex Queries over Multiple Documents
Discover LlamaIndex: Ask Complex Queries over Multiple Documents
LlamaIndex
 4 Discover LlamaIndex: Document Management
Discover LlamaIndex: Document Management
LlamaIndex
 5 Discover LlamaIndex: Joint Text to SQL and Semantic Search
Discover LlamaIndex: Joint Text to SQL and Semantic Search
LlamaIndex
 6 Discover LlamaIndex: JSON Query Engine
Discover LlamaIndex: JSON Query Engine
LlamaIndex
 7 LlamaIndex Webinar: Active Retrieval Augmented Generation
LlamaIndex Webinar: Active Retrieval Augmented Generation
LlamaIndex
 8 LlamaIndex Webinar: Demonstrate-Search-Predict (DSP) with Omar Khattab
LlamaIndex Webinar: Demonstrate-Search-Predict (DSP) with Omar Khattab
LlamaIndex
 9 LlamaIndex Sessions: Practical challenges of building a Legal Chatbot over your PDFs
LlamaIndex Sessions: Practical challenges of building a Legal Chatbot over your PDFs
LlamaIndex
 10 LlamaIndex Webinar: Graph Databases, Knowledge Graphs, and RAG with Wey (NebulaGraph)
LlamaIndex Webinar: Graph Databases, Knowledge Graphs, and RAG with Wey (NebulaGraph)
LlamaIndex
 11 LlamaIndex Webinar: Community Project Showcase (07/07/2023)
LlamaIndex Webinar: Community Project Showcase (07/07/2023)
LlamaIndex
 12 LlamaIndex Webinar: LLMs for Investment Research (with Didier Lopes, co-founder/CEO at OpenBB)
LlamaIndex Webinar: LLMs for Investment Research (with Didier Lopes, co-founder/CEO at OpenBB)
LlamaIndex
 13 Discover LlamaIndex: Bottoms-Up Development With LLMs (Part 1, LLMs and Prompts)
Discover LlamaIndex: Bottoms-Up Development With LLMs (Part 1, LLMs and Prompts)
LlamaIndex
 14 Discover LlamaIndex: Bottoms-Up Development With LLMs (Part 2, Documents and Metadata)
Discover LlamaIndex: Bottoms-Up Development With LLMs (Part 2, Documents and Metadata)
LlamaIndex
 15 Discover LlamaIndex: Key Components to build QA Systems
Discover LlamaIndex: Key Components to build QA Systems
LlamaIndex
 16 Discover LlamaIndex: Bottoms-Up Development with LLMs (Part 3, Evaluation)
Discover LlamaIndex: Bottoms-Up Development with LLMs (Part 3, Evaluation)
LlamaIndex
 17 LlamaIndex Webinar: From Prompt to Schema Engineering with Pydantic (with @jxnlco)
LlamaIndex Webinar: From Prompt to Schema Engineering with Pydantic (with @jxnlco)
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 18 Discover LlamaIndex: Bottoms-Up Development with LLMs (Part 4, Embeddings)
Discover LlamaIndex: Bottoms-Up Development with LLMs (Part 4, Embeddings)
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 19 Discover LlamaIndex: Custom Retrievers + Hybrid Search
Discover LlamaIndex: Custom Retrievers + Hybrid Search
LlamaIndex
 20 LlamaIndex Webinar: Document Metadata and Local Models for Better, Faster Retrieval
LlamaIndex Webinar: Document Metadata and Local Models for Better, Faster Retrieval
LlamaIndex
 21 LlamaIndex Webinar: Build Personalized AI Characters with RealChar
LlamaIndex Webinar: Build Personalized AI Characters with RealChar
LlamaIndex
 22 LlamaIndex Webinar: Make RAG Production-Ready
LlamaIndex Webinar: Make RAG Production-Ready
LlamaIndex
 23 LlamaIndex Workshop: Building RAG with Knowledge Graphs
LlamaIndex Workshop: Building RAG with Knowledge Graphs
LlamaIndex
 24 Discover LlamaIndex: Introduction to Data Agents for Developers
Discover LlamaIndex: Introduction to Data Agents for Developers
LlamaIndex
 25 LlamaIndex Webinar: Finetuning + RAG
LlamaIndex Webinar: Finetuning + RAG
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 26 Discover LlamaIndex: SEC Insights, End-to-End Guide
Discover LlamaIndex: SEC Insights, End-to-End Guide
LlamaIndex
 27 Discover LlamaIndex: Custom Tools for Data Agents
Discover LlamaIndex: Custom Tools for Data Agents
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 28 LlamaIndex Sessions: Building a Lending Criteria Chatbot in Production
LlamaIndex Sessions: Building a Lending Criteria Chatbot in Production
LlamaIndex
 29 Discover LlamaIndex: Bottoms-Up Development with LLMs (Part 5, Retrievers + Node Postprocessors)
Discover LlamaIndex: Bottoms-Up Development with LLMs (Part 5, Retrievers + Node Postprocessors)
LlamaIndex
 30 LlamaIndex Webinar: How to Win a LLM Hackathon
LlamaIndex Webinar: How to Win a LLM Hackathon
LlamaIndex
 31 LlamaIndex Webinar: LLM Challenges in Production (w/ Mayo Oshin, AI Jason, Dylan from Starmorph)
LlamaIndex Webinar: LLM Challenges in Production (w/ Mayo Oshin, AI Jason, Dylan from Starmorph)
LlamaIndex
 32 LlamaIndex Webinar: Agents Showcase!
LlamaIndex Webinar: Agents Showcase!
LlamaIndex
 33 LlamaIndex Webinar: Learn about DSPy
LlamaIndex Webinar: Learn about DSPy
LlamaIndex
 34 LlamaIndex Webinar: Time-based retrieval for RAG (with Timescale)
LlamaIndex Webinar: Time-based retrieval for RAG (with Timescale)
LlamaIndex
 35 LlamaIndex Webinar: Build/Break/Test LLM Apps Showcase (co-hosted with TrueEra, Pinecone)
LlamaIndex Webinar: Build/Break/Test LLM Apps Showcase (co-hosted with TrueEra, Pinecone)
LlamaIndex
 36 LlamaIndex Workshop: Evaluation-Driven Development (EDD)
LlamaIndex Workshop: Evaluation-Driven Development (EDD)
LlamaIndex
 37 LlamaIndex Webinar: Building LLM Apps for Production, Part 1 (co-hosted with Anyscale)
LlamaIndex Webinar: Building LLM Apps for Production, Part 1 (co-hosted with Anyscale)
LlamaIndex
 38 LlamaIndex Webinar: Learn about Fine-tuning + RAG (w/ Victoria Lin, author of RA-DIT)
LlamaIndex Webinar: Learn about Fine-tuning + RAG (w/ Victoria Lin, author of RA-DIT)
LlamaIndex
 39 LlamaIndex Webinar: What's next for AI after OpenAI Dev Day?
LlamaIndex Webinar: What's next for AI after OpenAI Dev Day?
LlamaIndex
 40 Introducing create-llama
Introducing create-llama
LlamaIndex
 41 LlamaIndex Webinar: PrivateGPT - Production RAG with Local Models
LlamaIndex Webinar: PrivateGPT - Production RAG with Local Models
LlamaIndex
 42 Multi-modal Retrieval Augmented Generation with LlamaIndex
Multi-modal Retrieval Augmented Generation with LlamaIndex
LlamaIndex
 43 LlamaIndex Webinar: LLaVa Deep Dive
LlamaIndex Webinar: LLaVa Deep Dive
LlamaIndex
 ▶ A deep dive into Retrieval-Augmented Generation with Llamaindex
A deep dive into Retrieval-Augmented Generation with Llamaindex
LlamaIndex
 45 LlamaIndex Workshop: Multimodal + Advanced RAG Workhop with Gemini
LlamaIndex Workshop: Multimodal + Advanced RAG Workhop with Gemini
LlamaIndex
 46 LlamaIndex Webinar: Efficient Parallel Function Calling Agents with LLMCompiler
LlamaIndex Webinar: Efficient Parallel Function Calling Agents with LLMCompiler
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 47 Introduction to Query Pipelines (Building Advanced RAG, Part 1)
Introduction to Query Pipelines (Building Advanced RAG, Part 1)
LlamaIndex
 48 LLMs for Advanced Question-Answering over Tabular/CSV/SQL Data (Building Advanced RAG, Part 2)
LLMs for Advanced Question-Answering over Tabular/CSV/SQL Data (Building Advanced RAG, Part 2)
LlamaIndex
 49 LlamaIndex Webinar: Advanced Tabular Data Understanding with LLMs
LlamaIndex Webinar: Advanced Tabular Data Understanding with LLMs
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 50 Ollama X LlamaIndex Multi-Modal
Ollama X LlamaIndex Multi-Modal
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 51 Build Agents from Scratch (Building Advanced RAG, Part 3)
Build Agents from Scratch (Building Advanced RAG, Part 3)
LlamaIndex
 52 LlamaIndex Webinar: Build No-Code RAG with Flowise
LlamaIndex Webinar: Build No-Code RAG with Flowise
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 53 LlamaIndex Sessions: Practical Tips and Tricks for Productionizing RAG (feat. Sisil @ Jasper)
LlamaIndex Sessions: Practical Tips and Tricks for Productionizing RAG (feat. Sisil @ Jasper)
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 54 Introduction to LlamaIndex v0.10
Introduction to LlamaIndex v0.10
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 55 Build SELF-DISCOVER from Scratch with LlamaIndex
Build SELF-DISCOVER from Scratch with LlamaIndex
LlamaIndex
 56 Introducing LlamaCloud (and LlamaParse)
Introducing LlamaCloud (and LlamaParse)
LlamaIndex
 57 LlamaIndex Sessions: 12 RAG Pain Points and Solutions
LlamaIndex Sessions: 12 RAG Pain Points and Solutions
LlamaIndex
 58 LlamaIndex Webinar: RAG Beyond Basic Chatbots
LlamaIndex Webinar: RAG Beyond Basic Chatbots
LlamaIndex
 59 A Comprehensive Cookbook for Claude 3
A Comprehensive Cookbook for Claude 3
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 60 LlamaIndex Webinar: RAPTOR - Tree-Structured Indexing and Retrieval
LlamaIndex Webinar: RAPTOR - Tree-Structured Indexing and Retrieval
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5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
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5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)