Building a RAG Chatbot- Complete Tutorial

1 Lab Activation

2 Building a RAG Chatbot- Complete Tutorial

3 What are LLMs?

4 LLM Powered Chatbots

5 What is RAG?

6 Step 1: Collecting Data

7 Step 1: Collecting Data - Data Formats

8 Step 1: Collecting Data - Writing Web Scraper

9 Step 2: Cleaning and Processing Data

10 Step 2: Cleaning and Processing Data - Cleaning Functions

11 Step 3: Converting Data to Documents

12 Step 3: Converting Data to Documents

13 Step 4: Storing Docs in Vector Store

14 Step 4: Storing Docs in Vector Store - Creating Vector Store

15 Step 4: Storing Docs in Vector Store - Storing Documents

16 Step 5: Defining LLM Prompt

17 Step 5: Defining LLM Prompt - Prompt Roles

18 Step 5: Defining LLM Prompt - Constructing System prompt

19 Step 5: Defining LLM Prompt - Constructing Prompt Template

20 Step 6: Chaining all the components

21 Step 6: Chaining all the components

22 Step 7: Making the chatbot user-interactive

23 Step 7: Making the chatbot user-interactive

24 Step 8: Demonstration of Chatbot

25 Step 8: Demonstration of Chatbot

26 Congratulations