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Building AI Applications with Microsoft Semantic Kernel

You're reading from   Building AI Applications with Microsoft Semantic Kernel Easily integrate generative AI capabilities and copilot experiences into your applications

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Product type Paperback
Published in Jun 2024
Publisher Packt
ISBN-13 9781835463703
Length 252 pages
Edition 1st Edition
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Author (1):
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Lucas A. Meyer Lucas A. Meyer
Author Profile Icon Lucas A. Meyer
Lucas A. Meyer
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Table of Contents (14) Chapters Close

Preface 1. Part 1:Introduction to Generative AI and Microsoft Semantic Kernel FREE CHAPTER
2. Chapter 1: Introducing Microsoft Semantic Kernel 3. Chapter 2: Creating Better Prompts 4. Part 2: Creating AI Applications with Semantic Kernel
5. Chapter 3: Extending Semantic Kernel 6. Chapter 4: Performing Complex Actions by Chaining Functions 7. Chapter 5: Programming with Planners 8. Chapter 6: Adding Memories to Your AI Application 9. Part 3: Real-World Use Cases
10. Chapter 7: Real-World Use Case – Retrieval-Augmented Generation 11. Chapter 8: Real-World Use Case – Making Your Application Available on ChatGPT 12. Index 13. Other Books You May Enjoy

Getting to know the core plugins

Large language models are great at generating text and images, but they are currently unreliable for several other tasks, for example:

  • Retrieving data from external data sources, such as the filesystem and the web
  • Interacting with the system’s clock
  • Performing math, even simple arithmetic functions

The Semantic Kernel installation includes several plugins for tasks that are very frequently used. The core plugins are native plugins that provide functionality that LLMs struggle with.

To use the plugins in C#, you need to import the Microsoft.SemanticKernelCoreSkills library, and to use the plugins in Python, you need to import the plugins from the semantic_kernel.core_skills library.

Skills or plugins?

When the Microsoft Semantic Kernel was first released, plugins were called skills. This changed when OpenAI allowed developers to build extensions to ChatGPT and called these extensions plugins. Since the purpose is...

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