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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

Using generative AI to solve simple problems

Microsoft Semantic Kernel distinguishes between two types of functions that can be loaded into it: semantic functions and native functions.

Semantic functions are functions that connect to AI services, usually LLMs, to perform a task. The service is not part of your codebase. Native functions are regular functions written in the language of your application.

The reason to differentiate a native function from any other regular function in your code is that the native function will have additional attributes that will tell the kernel what it does. When you load a native function into the kernel, you can use it in chains that combine native and semantic functions. In addition, Semantic Kernel planner can use the function when creating a plan to achieve a user goal.

Creating semantic functions

We have already created a semantic function (knock) in the previous section. Now, we’re going to add a parameter to it. The default...

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