Prompt Engineering Using ChatGPT: Crafting Effective Interactions and Building GPT Apps

Prompt Engineering Using ChatGPT: Crafting Effective Interactions and Building GPT Apps

Prompt Engineering Using ChatGPT: Crafting Effective Interactions and Building GPT Apps
Автор: Tabatabaian Mehrzad
Дата выхода: 2024
Издательство: Mercury Learning and Information LLC.
Количество страниц: 143
Размер файла: 1.4 MB
Тип файла: PDF
Добавил: codelibs
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Cover....1

Half Title....2

Title....4

Copyright....5

Dedication....6

Contents....8

Preface ....12

Introduction ....16

History of LLM and GPT ....18

About the Author ....20

Chapter 1: Foundations Of Prompts....22

1.1 The Role of Prompts in Interacting with ChatGPT....22

1.2 Anatomy of a Well-Constructed Prompt....22

The Essence of Clarity and Specificity....22

Harnessing the Power of Context....23

Avoiding Leading or Biased Language....23

1.3 Exploring Different Prompt Styles....23

Interrogative Prompts: Seeking Direct Answers....23

Imperative Prompts: Issuing Commands....23

Declarative Prompts: Providing Context or Information....24

Conversational Prompts: Fostering Dialogue....24

1.4 Prompt Examples and Analysis....24

Engineering and Technical Fields....24

Creative Writing and Content Generation....25

Healthcare and Medical Research:....25

Conversational AI and Virtual Assistants:....25

Educational and Learning Applications:....25

Role-Goal-Context Style:....26

Chapter 2: Crafting Contextual Prompts....28

2.1 Leveraging Context for More Relevant Responses....28

2.2 Harnessing Prior Chat Turns for Smooth Conversations....29

2.3 Incorporating the User’s Name and Details for Personalization....30

Chapter 3: Asking Specific Questions....34

3.1 Techniques for Asking Clear and Direct Questions....34

3.2 Navigating Ambiguity: How to Get Precise Answers....35

The Ambiguity Conundrum....35

3.3 Uncovering Hidden Information with Well-Formed Queries....36

Chapter 4: Providing Constraints And Guidelines....38

4.1 Setting Constraints for Desired Output....38

The Role of Constraints in AI Interaction....38

4.2 Ensuring Ethical and Responsible Responses....39

Ethics in AI: A Fundamental Imperative....40

4.3 Combining Constraints for Tailored Content....41

The Synergy of Multiple Constraints....41

Chapter 5: Creative Prompts For Diverse Content....44

5.1 Inspiring Creative Writing with Open-Ended Prompts....44

Fostering Creativity Through Openness....44

5.2 Generating Poetry, Stories, and Dialogues....45

AI as a Creative Muse....45

5.3 Using Prompts to Generate Ideas and Concepts....46

Prompts as Creative Catalysts....47

5.4 Exploring Creativity through Multimodal Prompts....48

The Power of Multimodal Creativity....48

Chapter 6: Debugging And Iterating Prompts....50

6.1 Interpreting and Analyzing Model Responses....50

Deciphering Model Outputs....50

6.2 Identifying Misunderstandings and Errors....51

The Challenge of Misunderstandings....52

6.3 Strategies for Iterating and Improving Prompts....53

The Iterative Prompt Refinement Cycle....53

Chapter 7: Advanced Prompt Engineering....56

7.1 Using Temperature, Top-p, and Max Tokens for Control....56

Temperature: Modulating Creativity....56

Top-p (Nucleus Sampling): Ensuring Relevance....57

Max Tokens: Limiting Response Length....57

7.2 Incorporating Conditional Logic in Prompts....57

Conditional Logic: Steering Model Responses....58

7.3 Dynamic Prompts for Interactive Experiences....59

Chapter 8: Effective Use of Prompts and GPT-4 With Plugins....62

8.1 An Introduction to Plugins....62

8.2 Integrating Plugins for Enhanced AI Conversations....62

How To Get Plugins....63

8.3 Benefits of Using Plugins....67

8.4 Popular ChatGPT/GPT-4 Plugins....67

Chapter 9: Real-World Applications....70

9.1 Applying Prompt Engineering in Customer Support....70

Enhancing Customer Support with Prompt Engineering....70

9.2 Generating Content for Social Media and Marketing....71

Transforming Social Media with AI-Powered Content....71

9.3 Educational Use Cases: Teaching and Learning with ChatGPT....72

Transforming Education with AI-Powered Chatbots....73

9.4 Business Applications....74

Enhancing Business Operations with AI Chatbots....74

9.5 Technical and Engineering Applications....76

Chapter 10: Future Trends and Ethical Considerations....80

10.1 The Evolving Landscape of AI-Generated Content....80

The Unfolding Revolution of AI-Generated Content....81

10.2 Addressing Bias and Fairness in Prompts and Responses....82

The Perils of Bias in AI-Generated Content....83

10.3 Ethical Considerations for Prompt Engineering....84

Ethical Imperatives in Prompt Engineering....85

Chapter 11: GPTS and GPT Application Builder....88

11.1 New Features Announced with GPTs....88

11.2 How to Build GPTs....88

11.3 Example 1- A GPT App for Coloring Pages....91

11.4 Example 2- A GPT App for Story Writers....93

11.5 Winding down the ChatGPT plugins....95

11.5.1 Case Study 1: Prompt Professor....100

11.5.2 Case Study 2: Wolfram....104

11.5.3 Case Study 3: Scholar GPT....106

11.5.4 Case Study 4: Finance Wizard....108

11.5.5 Case Study 5: The Designer’s Mood Board....110

11.6 The Future of GPTs and GPT Builder....112

Appendix A: Miscellaneous Topics....116

A.1 Topics for Future Research and Development in AI....116

A.2 Teaching with AI....127

Your Personal Interactive Tutor....131

A.3 Multimodal GPT-4 with Voice and Image as Prompts....131

TopAI.Tools....131

A.4 Common Pitfalls and Solutions....132

Appendix B: Glossary....134

References....138

Index....142

This book is designed for mastering the art and science of prompt engineering in the realm of artificial intelligence. It provides a thorough exploration of the fundamental principles, practical techniques, and real-world applications of prompt engineering, with a special focus on ChatGPT and its advanced iterations, including GPT-4 and GPT plug-ins. You will learn the essential role of prompts in interacting with ChatGPT, understand the anatomy of a well-constructed prompt, and explore different prompt styles. The book also shows how to set constraints and guidelines to steer AI responses towarddesired outcomes and ensure ethical and responsible interactions. Whether you're a novice of generative AI or seeking advanced insights, this book is your companion for mastering prompt engineering and building innovative GPT applications.

 FEATURES:

  • Discusses the fundamental groundwork for understanding prompts, their role in guiding AI models, and their impact on the quality of generated responses
  • Provides real-world applications demonstrating how prompt engineering is applied across various domains, from customer support and education to business and technical fields
  • Includes a chapter on GPT-4 Plugins showing how to extend the capabilities of GPT-4 and create more versatile AI-powered applications
  • Describes techniques for formulating clear and direct questions to obtain precise answers from AI models

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