Supercharge AI with Knowledge Graphs: RAG System Mastery NEW

سرفصل های دوره

Enhance Large Language Models Using Structured Context and Retrieval-Augmented Generation - Neo4j, LangChain, Cypher

1. Introduction

1. Introduction and Pre-requisites

2. Course Structure

2. Download Code

1. Get code.html

3. Development Environment Setup

1. Development Environment Setup & the OpenAI Account- Overview

2. Setup the OpenAI API Key

4. Knowledge Graph Deep Dive

1. Knowledge Graph Deep Dive - Definition and Key Concepts

2. Knowledge Graph Structure - Construction and Application

3. Summary

5. Hands-On Knowledge Graph Deep Dive -Neo4j Introduction and Overview

1. Building Knowledge Graphs & Neo4j Introduction and Overview

2. Neo4J - Fundamentals

3. Neo4j Browser Overview

4. Setting up Neo4J - Create the Graph Database Instance and Connect to It

5. Connecting to Our Graph Database Programmatically

6. Programmatically creating Entities & Relationships Generating a Knowledge Graph

7. Run a Simple Query - Get All Entities Names

8. Running a Query to Get Paths-Relationships

9. Summary

6. Knowledge Graphs & RAG Systems

1. Knowledge Graph & RAG - Full Overview

2. Hands-on - Extracting CSV file Data & Transform it Into a Knowledge Graph

3. Neo4j Browser - View the Entire Graph Visually

4. Querying Knowledge Graph with LangChain Wrappers

5. Summary

7. Knowledge Graph & RAG - Index Creation and Vector Store - Embeddings

1. Creating a Vector Index, Creating Embeddings and Populating then Into the DB

2. Querying the Vector Index and Knowledge Graph

3. Summary

8. Hands-on User Cases - Graph Retrieval and RAG Systems - The Whole Flow

1. Graph Retriever & Knowledge Graph - Full Flow Overview

2. Hands-on The Roman Empire RAG System and Knowledge Graph

3. Setting up the Project and Loading Wikipedia Data and Splitting Docs into Chunks

4. Extract Graph Data and Generate the Knowledge Graph

5. Visualized the Whole Knowledge Graph

6. Graph Retriever and Entity Parser Setup

7. Create the Full Text Index and Necessary Functions to Return Entities

8. Define the RAG Chain and Put it All Together - GraphRAG

9. Summary

9. Wrap up

1. Next Steps

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تولید کننده: Udemy