Prompt Engineering for Improved Performance

Module 1: Course Overview

Module 2: Prompting at a Glance

Introduction

Prompting Basics

Demo: ChatGPT in Action

Prompt Development

Demo: Zero-shot Learning

Demo: Few-shot Learning

Demo: Instruction Prompting

Prompting Failures

Conclusion

Module 3: Master Advanced Prompting Techniques

Introduction

Chain-of-thought Prompting

Demo: Chain-of-thought Prompting

Knowledge Augmentation

Demo: Knowledge Augmentation

Prompt Tuning

Demo: Prompt Tuning

Conclusion

Module 4: Optimize Prompts for Specific Use Cases

Introduction

Demo: Summarizing Text

Demo: Expanding Text

Text-to-image Generation

Demo: Text-to-image Generation

Demo: Inferring Sentiment

Text Transformation

Demo: Text Transformation

Conclusion

Module 5: Design Prompts That Improve Performance

Introduction

Factors That Impact Latency

Improve Prompt Design

Conclusion