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Topics covered:
Basic knowledge of Python is required to complete this project. You can check out our Python course at Forundations of Python.
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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
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