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Building AI Applications with Microsoft Semantic Kernel

Building AI Applications with Microsoft Semantic Kernel

By : Lucas A. Meyer
3.9 (9)
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Building AI Applications with Microsoft Semantic Kernel

Building AI Applications with Microsoft Semantic Kernel

3.9 (9)
By: Lucas A. Meyer

Overview of this book

In the fast-paced world of AI, developers are constantly seeking efficient ways to integrate AI capabilities into their apps. Microsoft Semantic Kernel simplifies this process by using the GenAI features from Microsoft and OpenAI. Written by Lucas A. Meyer, a Principal Research Scientist in Microsoft’s AI for Good Lab, this book helps you get hands on with Semantic Kernel. It begins by introducing you to different generative AI services such as GPT-3.5 and GPT-4, demonstrating their integration with Semantic Kernel. You’ll then learn to craft prompt templates for reuse across various AI services and variables. Next, you’ll learn how to add functionality to Semantic Kernel by creating your own plugins. The second part of the book shows you how to combine multiple plugins to execute complex actions, and how to let Semantic Kernel use its own AI to solve complex problems by calling plugins, including the ones made by you. The book concludes by teaching you how to use vector databases to expand the memory of your AI services and how to help AI remember the context of earlier requests. You’ll also be guided through several real-world examples of applications, such as RAG and custom GPT agents. By the end of this book, you'll have gained the knowledge you need to start using Semantic Kernel to add AI capabilities to your applications.
Table of Contents (14 chapters)
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1
Part 1:Introduction to Generative AI and Microsoft Semantic Kernel
4
Part 2: Creating AI Applications with Semantic Kernel
9
Part 3: Real-World Use Cases
11
Chapter 8: Real-World Use Case – Making Your Application Available on ChatGPT

Introducing Microsoft Semantic Kernel

The generative artificial intelligence (GenAI) space is evolving quickly, with dozens of new products and services being launched weekly; it is becoming hard for developers to keep up with the ever-changing features and application programming interfaces (APIs) for each of the services. In this book, you will learn about Microsoft Semantic Kernel, an API that will make it a lot easier for you to use GenAI as a developer, making your code shorter, simpler, and more maintainable. Microsoft Semantic Kernel will allow you, as a developer, to use a single interface to connect with several different GenAI providers. Microsoft used Semantic Kernel to develop its copilots, such as Microsoft 365 Copilot.

Billions of people already use GenAI as consumers, and you are probably one of them. We will start this chapter by showing some examples of what you can do with GenAI as a consumer. Then, you will learn how you can start using GenAI as a developer to...

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Building AI Applications with Microsoft Semantic Kernel
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