Build RAG Applications with LlamaIndex and JavaScript [NEW]

سرفصل های دوره

Build, Optimize, and Deploy Custom Data Engines Using LLMs, Advanced Selection Techniques, and RAG in JavaScript

1. Introduction

1. Introduction

2. Course Prerequisites & Who is This Course For

3. Course Structure

4. PLEASE WATCH - What Youll Build in This Course

2. Course Source code

1. Download source code.html

3. Development Environment Setup

1. Setup Dev. Environment - NodeJS Instructions

2. Setup OpenAI Account and the OpenAI API Key

4. LlamaIndex Deep Dive - Fundamentals

1. Deep Dive into LlamaIndex and Key Features - Overview

2. RAG Crash Course

3. LlamaIndex Flow - Overview

4. LlamaIndex - Data Ingestion, Indexing and Query Interface Overview

5. Hands-on - Setup LlamaIndex Simple RAG System

6. Summary

5. Check in

1. Quick Check in

6. LlamaIndex Deep Dive - Main Concepts and Data Loaders

1. LlamaIndex Core Concepts - Loaders Index

2. The Querying Stage - Overview

3. Querying Stage - ChatEngine & Querying Engine Full Overview

4. Hands-on Crate a Custom RAG System with LlamaIndex

5. Hands-on Structured Data Extraction

6. Hands-on Querying a PDF File

7. Hands-on Interacting with a RAG System Through a Express API - Full Hands-on

8. Summary

7. Agents & Advanced Queries with LlamaIndex

1. Agents and Advanced Queries - The RouterQueryEngine Overview

2. Hands-on - RAG System with Multiple Data Sources

3. Hands-on - Creating a RouterQueryEngine to Handle Multiple Query Engines

4. Hands-on Defining Functions and Querying Tools to Start Chatting with the Agent

8. Persist Your Data & Production-ready Techniques

1. Production-ready Techniques - Introduction

2. Hands-on Data with LlamaIndex

3. Hands-on Load Index with the Persisted Data and Stream Response

4. Summary

9. NextJS Full-stack Web Application Chatbot with One Command & Deployment

1. Chatbot App with NextJS - Full-stack Web App - Overview

2. Hands-on Generating a Full-stack Web App with create-llama CLI Command

3. Hands-on Customizing the App with Your Own Data and Chatting with It

4. Hands-on Deploying our NextJS Full-stack Chat App to Vercel

10. Wrap up

1. Wrap up and Next Steps

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تولید کننده: Udemy