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Lecture 11 of 21

Building a Retrieval-Augmented Generation Bot with ChatGPT and GPT-4

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Section 1: Lesson 1 Overview of Large Language Models4 videos

Topics

3m

Applications of LLMs

7m

Popular Modern LLMs

44m

What Are Large Language Models

55m
Section 2: Introduction1 videos

Introduction to Large Language Models (LLMs) and Prompt Engineering Introduction

5m
Section 3: Lesson 2 Semantic Search with LLMs3 videos

Introduction to Semantic Search

29m

Building a Semantic Search System

1h 8m

Optimizing Semantic Search with Cross-Encoders and Fine-Tuning

1h 13m
Section 4: Lesson 3 First Steps with Prompt Engineering3 videos

Working with Prompts Across Models

10m

Introduction to Prompt Engineering

55m

Building a Retrieval-Augmented Generation Bot with ChatGPT and GPT-4

1h 18mNow Playing
Section 5: Lesson 4 Retrieval Augmented Generation + AI Agents4 videos

Introduction to Retrival Augmented Generation (RAG)

25m

Building a RAG Bot

52m

Using Open Source Models with RAG

47m

Expanding into AI Agents

53m
Section 6: Lesson 5 Advanced Prompt Engineering5 videos

Batch Prompting + Prompt Chaining

18m

InputOutput Validation

21m

Chain-of-Thought Prompting

27m

Preventing Prompt Injection Attacks

10m

Assessing an LLM's Encoded Knowledge Level

13m
Section 7: Summary1 videos

Introduction to Large Language Models (LLMs) and Prompt Engineering Summary

3m