Generative AI Made Simple
Generative AI Made Simple
From Fundamentals to Real-World Applications for Professionals and Students
About the Book
Discover the power of Generative AI — simplified for everyone! Learn what it is, how it works, and how to use it to supercharge your career, creativity, and productivity.
Table of Contents
Table of Contents
- Introduction
- Chapter 1: Introduction to AI and Generative AI
- 1.1 The Story of Human Progress
- 1.2 The Birth and Evolution of Artificial Intelligence
- 1.3 Understanding Artificial Intelligence
- 1.4 The Emergence of Generative AI
- 1.5 Why Generative AI Matters Today
- 1.6 The Human–AI Partnership
- 1.7 The Journey Ahead
- 1.8 Further Reading and References
- Chapter 2: How Generative AI Works
- 2.1 From Human Creativity to Machine Creativity
- 2.2 From Data to Intelligence: The Learning Journey
- 2.3 Neural Networks — The Brain Behind AI
- 2.4 What Makes Generative AI Special
- 2.5 The Training Process: Feeding the Brain
- 2.6 Understanding Tokens — The Language of AI
- 2.7 Parameters: The “Brainpower” of AI
- 2.8 The Hallucination Problem
- 2.9 Putting It All Together: How Generative AI Creates
- 2.10 Examples of Generative AI in Action
- 2.11 The Human Touch Behind Machine Magic
- 2.12 Key Takeaways
- Chapter 3: Prompt Engineering — The Art of Talking to AI
- 3.1 A Conversation with a Genius That Takes Instructions Literally
- 3.2 What Is a Prompt?
- 3.3 Why Prompt Engineering Matters
- 3.4 The Golden Rule: Be Clear, Be Specific, Be Structured
- 3.5 Types of Prompts and When to Use Them
- 3.6 The Power of Role Assignment
- 3.7 Crafting Better Prompts: Practical Tips
- 3.8 Prompt Engineering in Action
- 3.9 Advanced Prompt Techniques (Made Simple)
- 3.10 Common Mistakes Beginners Make
- 3.11 Practice Time — Try These Exercises
- 3.12 Key Takeaways
- Chapter 4: Mastering AI-Powered Writing
- 4.1 The New Writing Partner in the Room
- 4.2 AI as Your Writing Partner
- 4.3 Brainstorming Ideas with AI
- 4.4 Writing Professional Emails and Reports
- 4.5 Creating Blog Posts and Articles
- 4.6 Editing and Improving Tone or Style
- 4.7 Formatting and Summarization
- 4.8 Using AI to Overcome Writer’s Block
- 4.9 Maintaining Authenticity — Adding Your Human Voice
- 4.10 Best Tools for AI-Powered Writing
- 4.11 Example Prompt in Action
- 4.12 Key Takeaways
- Chapter 5: Creating Presentations and Documents with AI
- 5.1 From Doodles to Decks — The New Way to Create
- 5.2 AI for Storytelling and Presentation Design
- 5.3 Turning Ideas into Slide Outlines
- 5.4 Enhancing Visuals with AI
- 5.5 Tools That Make It Happen
- 5.6 Creating Reports and Proposals with AI
- 5.7 Best Practices for Engaging Decks
- 5.8 Practical Exercise — Build a Slide Deck in 10 Minutes
- 5.9 Key Takeaways
- Chapter 6: Image Generation and Editing with AI
- 6.1 When Words Become Pictures
- 6.2 How AI Creates Images from Text
- 6.3 Elements of a Great Image Prompt
- 6.4 Top Tools for Image Generation
- 6.5 Editing and Refining AI Images
- 6.6 Practical Use Cases
- 6.7 Ethics and Copyright in AI Art
- 6.8 Practical Examples
- 6.9 Exercise — Your First AI Image
- 6.10 Key Takeaways
- Chapter 7: Video Creation and Editing with AI
- 7.1 When Words and Images Come to Life
- 7.2 How AI Creates Videos
- 7.3 Elements of a Great Video Prompt
- 7.4 Top AI Video Tools
- 7.5 Editing and Refining AI Videos
- 7.6 Practical Use Cases
- 7.7 Ethics and Copyright in AI Videos
- 7.8 Prompt Templates for Video Creation
- 7.9 Practical Exercise — Create a Quick Video
- 7.10 Key Takeaways
- Chapter 8: Data Analysis with Generative AI
- 8.1 From Numbers to Insights — The AI Advantage
- 8.2 How AI Helps in Data Analysis
- 8.3 Elements of a Good Data Analysis Prompt
- 8.4 Top Tools for AI-Powered Data Analysis
- 8.5 Common Tasks AI Can Handle
- 8.6 Practical Use Cases
- 8.7 Editing and Refining AI Analysis
- 8.8 Prompt Templates for Data Analysis
- 8.9 Practical Exercise — Analyze Data with AI
- 8.10 Key Takeaways
- Chapter 9: Research and Learning Enhancement with AI
- 9.1 From Hours to Minutes — AI as Your Research Partner
- 9.2 How AI Supports Research and Learning
- 9.3 Elements of a Good Research Prompt
- 9.4 Top Tools for AI Research and Learning
- 9.5 Common Research Tasks AI Can Handle
- 9.6 Practical Use Cases
- 9.7 Refining AI Research Outputs
- 9.8 Prompt Templates for Research and Learning
- 9.9 Practical Exercise — Quick Research Summary
- 9.10 Key Takeaways
- Chapter 10: Code Generation and Development with AI
- 10.1 From Idea to Code — AI as Your Programming Partner
- 10.2 How AI Supports Coding
- 10.3 Elements of a Good Coding Prompt
- 10.4 Top AI Tools for Coding
- 10.5 Common Coding Tasks AI Can Handle
- 10.6 Debugging and Optimization
- 10.7 Prompt Templates for Coding
- 10.8 Practical Exercise — Generate a Python Script
- 10.9 Vibe Coding: A New Coding Paradigm
- 10.10 Key Takeaways
- Chapter 11: Building a Personal AI Workflow
- 11.1 Why You Need an AI Workflow
- 11.2 Understanding Workflow Components
- 11.3 Mapping AI Tools to Tasks
- 11.4 Designing Your Personal Workflow
- 11.5 Best Practices for a Smooth Workflow
- 11.6 Practical Exercise — Build a Mini Workflow
- 11.7 Maintaining and Evolving Your Workflow
- 11.8 Key Takeaways
- Chapter 12: Business Process Automation with AI
- 12.1 From Manual Tasks to Automated Workflows
- 12.2 How AI Enables Business Process Automation
- 12.3 Key Steps to Automate a Business Process
- 12.4 Tools for AI-Powered Automation
- 12.5 Common Business Processes to Automate
- 12.6 Practical Exercise — Automate a Simple Workflow
- 12.7 Best Practices for AI Automation
- 12.8 Key Takeaways
- Chapter 13: Industry-Specific Applications of Generative AI
- 13.1 Why Industry-Specific AI Matters
- 13.2 Marketing and Advertising
- 13.3 Healthcare
- 13.4 Finance and Banking
- 13.5 Manufacturing and Supply Chain
- 13.6 Retail and E-Commerce
- 13.7 Education and Learning
- 13.8 How to Approach Industry-Specific AI
- 13.9 Key Takeaways
- Chapter 14: AI Strategy and Implementation
- 14.1 Why AI Needs a Strategy
- 14.2 Key Steps to Implement AI Strategically
- 14.3 Common Challenges in AI Implementation
- 14.4 How to Avoid AI Failures
- 14.5 Practical Steps for a Successful AI Strategy
- 14.6 Example: Implementing AI in a Marketing Department
- 14.7 Key Takeaways
- Chapter 15: Ethics, Governance, and Compliance
- 15.1 The Importance of Ethical AI
- 15.2 AI Governance Frameworks
- 15.3 Regulatory Compliance and Global Standards
- 15.4 Mitigating Bias in AI Systems
- 15.5 Implementing Ethical AI in Practice
- 15.6 Key Takeaways
- Chapter 16: Future Trends and Career Development
- 16.1 The Rapid Evolution of AI
- 16.2 Emerging AI Technologies
- 16.3 AI and the Future of Work
- 16.4 Career Opportunities in the AI Era
- 16.5 How to Prepare for an AI-Powered Future
- 16.6 Practical Exercise — Personal AI Career Plan with Agentic AI
- 16.7 Key Takeaways
- Appendices
- Appendix A — Key Terms and Glossary
- Appendix B — Practical Prompt Templates
- Appendix C — Recommended AI Tools and Platforms
- Appendix D — References Used and Further Reads
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