Prompt Engineering for Beginners: Making A.I. Work for You.
معرفی کتاب «Prompt Engineering for Beginners: Making A.I. Work for You.» نوشتهٔ Mark Baars، منتشرشده توسط نشر 2024 در سال 2024. این کتاب در فرمت pdf، زبان انگلیسی ارائه شده است.
Foreword by Chat GPT Introduction What is AI? Importance of Prompt Engineering Real World Examples Customer Support Chatbots Healthcare Applications Educational Tools Content Creation and Marketing Course Objectives Course Structure Chapter 1: Basics of AI and Natural Language Processing (NLP) Introduction to Artificial Intelligence Key Concepts and Terminology Understanding Natural Language Processing (NLP) How AI Models Interpret Prompts Exercises - General Exercises Chapter 1 Exercise 1: Exploring AI Concepts Exercise 2: Understanding NLP Tasks Exercise 3: AI and Human Language Chapter 2: Understanding Prompt Engineering What is Prompt Engineering? Why is Prompt Engineering Important? Types of AI Models and Their Interaction with Prompts Key Elements of Effective Prompts Techniques for Writing Effective Prompts Common Challenges in Prompt Engineering Summary Exercises Chapter 2 Exercise 1: Crafting Basic Prompts Exercise 2: Evaluating Prompt Effectiveness Exercise 3: Identifying Key Elements Chapter 3: Crafting Effective Prompts Introduction Elements of a Good Prompt Basic Prompt Structures Direct Instructions Question-Based Prompts Contextual Prompts Fill-in-the-Blank Prompts Advanced Prompting Techniques Iterative Refinement Multi-Turn Prompts Role-Based Prompts Scenario-Based Prompts Examples of Effective Prompts Creative Writing: Technical Explanation: Customer Service: Educational Content: Refining Your Prompts Summary Exercises Chapter 3 Exercise 1: Creating Clear Prompts Exercise 2: Providing Context Exercise 3: Using Specificity Chapter 4: Advanced Prompt Engineering Techniques Introduction Contextual Prompts Iterative Prompting Chain of Thought Prompts Role-Based Prompts Scenario-Based Prompts Multi-Turn Prompts Conditional Prompts Prompt Chaining Troubleshooting and Refining Prompts Case Studies and Examples Customer Support Automation Educational Content Creation Creative Writing Assistance Character Development Plot Development Creative Writing Assistance Summary Exercises Chapter 4 Exercise 1: Iterative Refinement Exercise 2: Multi-Turn Prompts Exercise 3: Role-Based Prompts Chapter 5: Practical Applications Introduction Business and Marketing Customer Support Automation Education and Training Content Creation Creative Industries Writing and Content Generation Healthcare Patient Support and Information Medical Research and Documentation Technology and Development Code Generation and Documentation Troubleshooting and Technical Support Legal and Compliance Document Review and Analysis Summary Exercises Chapter 5 Exercise 1: Business Use Case Exercise 2: Educational Content Exercise 3: Creative Writing Chapter 6: Common Pitfalls and Troubleshooting Introduction Common Pitfalls in Prompt Engineering Ambiguity Over-Complexity Lack of Context Bias and Ethical Concerns Over-Specification Troubleshooting and Refining Prompts Analyzing AI Responses Iterative Testing Using Examples and Templates Soliciting Feedback Prompt Chaining Case Studies and Real-World Examples Case Study 1: Customer Support Chatbot Case Study 2: Educational Content Creation Summary Exercises Chapter 6 Exercise 1: Addressing Ambiguity Exercise 2: Reducing Complexity Exercise 3: Adding Context Chapter 7: Prompts for Creative Media Introduction Prompts for Image Generation Key Elements Image Genreation Examples Image Generation Simple Prompt Detailed Prompt Stylistic Prompt . Prompts for Music Generation Key Elements Music Generation Examples Music Generation Prompts for Video Generation Key Elements Examples Video Generation Simple Prompt Detailed Prompt Narrative Prompt Case Studies and Real-World Examples Case Study: AI in Advertising Case Study: AI in Content Creation Exercises Chapter 7 Exercise 1: Scriptwriting with AI Exercise 2: Character Development Exercise 3: Storyboarding and Plot Development Exercise 4: Write a number 1 hit Chapter 8: Ethical Considerations in Prompt Engineering Introduction Types of Bias in AI Data Bias Algorithmic Bias Selection Bias Confirmation Bias Identifying Bias in Prompts Common Sources of Bias in Prompts Language and Terminology Cultural Assumptions Underrepresentation Techniques for Reducing Bias in Prompts Conclusion Exercises Chapter 8 Exercise 1: Identifying Biases Exercise 2: Creating Inclusive Prompts Exercise 3: Ethical Scenarios . Recap Recap of Key Points The Future of Prompt Engineering Final Thoughts
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