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Modern Generative AI with ChatGPT and OpenAI Models
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Getting Started
About the Course
Introduction to Generative AI
Introduction to Generative Artificial Intelligence
Domains of Generative AI
The History and Current Status of Research
Summary
Quiz: Introduction to Generative AI
OpenAI and ChatGPT—Beyond the Market Hype
What Is OpenAI?
Using OpenAI APIs
Road to ChatGPT: The Math of the Model Behind It
Overcoming Limitations: Introducing Transformers
The Last Mile: Decoding Results
ChatGPT: The State of the Art
Summary
Quiz: OpenAI and ChatGPT—Beyond the Market Hype
Exercise: Content Moderation Using OpenAI
Solution: Content Moderation Using OpenAI
Getting Familiar with ChatGPT
Setting Up a ChatGPT Account
Getting Familiar with the User Interface (UI)
Organizing Chats
Summary
Quiz: Getting Familiar with ChatGPT
Understanding Prompt Design
What Is a Prompt and Why Is It Important?
Zero, One, and Few-Shot Learning: Typical of Transformers Mode
Principles of Well-Defined Prompts
Mitigating Bias and Prioritizing Ethics in ChatGPT
Summary
Quiz: Understanding Prompt Design
Boosting Day-to-Day Productivity with ChatGPT
ChatGPT as a Daily Assistant
Generating Text
Improving Writing Skills and Translation
Quick Information Retrieval and Competitive Intelligence
Summary
Quiz: Boosting Day-to-Day Productivity with ChatGPT
Developing the Future with ChatGPT
How Does ChatGPT Help Developers?
Generating, Optimizing, and Debugging Code
Generating Documentation and Code Explainability
Understanding Machine Learning (ML) Model Interpretability
Translation among Different Programming Languages
Summary
Quiz: Developing the Future with ChatGPT
Exercise: Script Explanation with OpenAI
Solution: Script Explanation with OpenAI
Mastering Marketing with ChatGPT
Marketers’ Need for ChatGPT
New Product Development and the Go-to-Market Strategy
A/B Testing for Marketing Comparison
Boosting Search Engine Optimization (SEO)
Sentiment Analysis to Improve Quality and Customer Satisfaction
Summary
Quiz: Mastering Marketing with ChatGPT
Research Reinvented with ChatGPT
Researchers’ Need for ChatGPT
Brainstorming Literature for Your Study
Providing Support for the Design and Framework of Your Experiment
Generating and Formatting a Bibliography
Generating a Presentation of the Study
Summary
Quiz: Research Reinvented with ChatGPT
OpenAI and ChatGPT for Enterprises—Introducing Azure OpenAI
OpenAI and Microsoft for Enterprise-Level AI: Introducing Azure
Why Introduce a Public Cloud?
Summary
Quiz: OpenAI and ChatGPT for Enterprises—Introducing Azure OpenAI
Trending Use Cases for Enterprises
How Azure OpenAI Is Used in Enterprises
Contract Analyzer and Generator
Frontend with Streamlit
Understanding Call Center Analytics
Exploring Semantic Search
Summary
Quiz: Trending Use Cases for Enterprises
Exercise: Vacation Planner Using Artificial Intelligence
Solution: Vacation Planner Using Artificial Intelligence
Epilogue and Final Thoughts
Looking Back
This Is Just the Beginning
Microsoft Bing and the Copilot System
The Impact of Generative Technologies on Industries
Ethical Implications of Generative AI
Final Thoughts
Appendix
Code Prerequisites
Summary
Recap the key insights in this section.
We'll cover the following
What we’ve learned
What’s next?
What we’ve learned
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