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Building AI Applications with Microsoft Semantic Kernel: Easily integrate generative AI capabilities and copilot experiences into your applications

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£47.58
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Book Details
Language
English
Publishers
Packt Publishing - ebooks Account; 1st edition (21 Jun. 2024)
Weight
0.44 KG
Publication Date
21/06/2024
ISBN-10
1835463703
Pages
252 pages
ISBN-13
9781835463703
Dimensions
1.45 x 19.05 x 23.5 cm
SKU
9781835463703
Author Name
Lucas A. Meyer (Author)
Lucas A. Meyer is an experienced practitioner in the field of Artificial Intelligence and has substantial experience in using AI to create a better world. With a specialization in natural language processing (NLP) since 2016, Lucas has recently focused on leveraging large language models (LLMs), such as OpenAI's GPT, to address and solve pressing societal issues.Armed with a unique blend of expertise, Lucas holds degrees in Computer Science and Financial Economics, as well as an MBA. This diverse educational background enables him to seamlessly navigate between deeply technical discussions and practical, real-world applications, always emphasizing the economic implications and benefits of technology.A seasoned presenter, Lucas excels in communicating the complexities and potentials of AI. Whether addressing high school students, engineers, CEOs and CFOs of Fortune 100 companies, or heads of state, Lucas is known for making AI accessible and inspiring, highlighting its potential for social good.Passionate about continuous learning and driven by a mission to help others, Lucas brings both technical acumen and a heartfelt commitment to every project and presentation. Join him on a journey through the transformative world of AI and discover how technology can be a force for positive change.Read more about this authorRead less about this author
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Unlock the power of GenAI by effortlessly linking your C# and Python apps with cutting-edge models, orchestrating diverse AI services with finesse, and crafting bespoke applications through immersive, real-world examplesKey FeaturesLink your C# and Python applications with the latest AI models from OpenAICombine and orchestrate different AI services such as text and image generatorsCreate your own AI apps with real-world use case examples that show you how to use basic generative AI, create images, process documents, use a vector databasePurchase of the print or Kindle book includes a free PDF eBookBook DescriptionIn 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.

What you will learnWrite reusable AI prompts and connect to different AI providersCreate new plugins that extend the capabilities of AI servicesUnderstand how to combine multiple plugins to execute complex actionsOrchestrate multiple AI services to accomplish a taskLeverage the powerful planner to automatically create appropriate AI callsUse vector databases as additional memory for your AI tasksDeploy your application to ChatGPT, making it available to hundreds of millions of usersWho this book is forThis book is for beginner-level to experienced . NET or Python software developers who want to quickly incorporate the latest AI technologies into their applications, without having to learn the details of every new AI service.

Product managers with some development experience will find this book helpful while creating proof-of-concept applications. This book requires working knowledge of programming basics.

Table of ContentsIntroducing Microsoft Semantic KernelCreating Better PromptsExtending Semantic KernelPerforming Complex Actions by Chaining FunctionsProgramming with PlannersAdding Memories to Your AI ApplicationReal-World Use Case – Retrieval-Augmented GenerationReal-World Use Case – Making Your Application Available on ChatGPT. .

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