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RAG from Scratch

▸ How Rag Works

MHow RAG Works - Code Walkthrough MHow RAG Works - Conceptual Overview { }Example

▸ Intro To Llms

▸ Node Llama Cpp Basics

MCode Walkthrough: node-llama-cpp Basics MConcepts: LLMs and node-llama-cpp { }Example

▸ Building Llm Wrapper

MBuilding an LLM Wrapper - Code Walkthrough MBuilding an LLM Wrapper - Conceptual Overview { }Example

▸ Data Loading

MCode Documentation: PDF Text Extraction for RAG MConceptual Guide: Document Loading for RAG Systems { }Example

▸ Text Splitting And Chunking

MText Splitting Code Walkthrough MText Splitting Concepts and Architecture { }Example

▸ Intro To Embeddings

▸ Text Similarity Basics

MText Similarity Basics - Code Walkthrough MText Similarity Basics - Conceptual Overview { }Example

▸ Generate Embeddings

MGenerate Embeddings - Code Walkthrough MGenerate Embeddings - Conceptual Overview { }Example

▸ Building Vector Store

▸ In Memory Store

MBuilding an In-Memory Vector Store - Code Walkthrough MBuilding an In-Memory Vector Store - Conceptual Overview { }Example

▸ Nearest Neighbor Search

MNearest Neighbor Search Algorithms - Code Walkthrough MNearest Neighbor Search Algorithms - Conceptual Overview { }Example

▸ Metadata Filtering

MAdvanced Metadata Filtering - Code Walkthrough MAdvanced Metadata Filtering - Conceptual Overview { }Example

▸ Retrieval Strategies

▸ Basic Retrieval

MBasic Retrieval Strategy - Code Walkthrough MBasic Retrieval Strategy - Conceptual Overview { }Example { }Showcase

▸ Query Preprocessing

MQuery Preprocessing - Code Walkthrough MQuery Preprocessing { }Example

▸ Hybrid Search

MHybrid Search - Code Walkthrough MHybrid Search { }Example

▸ Multi Query Retrieval

MMulti-Query Retrieval - Code Walkthrough MMulti-Query Retrieval: The Big Picture { }Config { }Example { }Logger { }Multi Query Retrieval

▸ Query Rewriting

MQuery Rewriting - Code Walkthrough MQuery Rewriting: The Big Picture { }Config { }Example { }Query Rewriter

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Intro To Embeddings

Text Similarity Basics

Generate Embeddings