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Generative AI Application Integration Patterns

You're reading from   Generative AI Application Integration Patterns Integrate large language models into your applications

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Product type Paperback
Published in Sep 2024
Publisher Packt
ISBN-13 9781835887608
Length 218 pages
Edition 1st Edition
Languages
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Authors (2):
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Luis Lopez Soria Luis Lopez Soria
Author Profile Icon Luis Lopez Soria
Luis Lopez Soria
Juan Pablo Bustos Juan Pablo Bustos
Author Profile Icon Juan Pablo Bustos
Juan Pablo Bustos
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Table of Contents (13) Chapters Close

Preface 1. Introduction to Generative AI Patterns 2. Identifying Generative AI Use Cases FREE CHAPTER 3. Designing Patterns for Interacting with Generative AI 4. Generative AI Batch and Real-Time Integration Patterns 5. Integration Pattern: Batch Metadata Extraction 6. Integration Pattern: Batch Summarization 7. Integration Pattern: Real-Time Intent Classification 8. Integration Pattern: Real-Time Retrieval Augmented Generation 9. Operationalizing Generative AI Integration Patterns 10. Embedding Responsible AI into Your GenAI Applications 11. Other Books You May Enjoy
12. Index

Integration Pattern: Batch Metadata Extraction

In this chapter, we will explore a metadata extraction use case, which serves as an excellent entry point to understand the capabilities of Generative Artificial Intelligence (GenAI). This topic is particularly relevant across industries and thought-provoking.

To illustrate this use case, let us consider a scenario where we work with a financial services company that requires the extraction of data from a 10-K report. These reports, filed annually with the Securities and Exchange Commission (SEC) by publicly traded companies, provide a comprehensive overview of their financial performance, operations, and significant events. They are extensive documents that are over 100 pages long and contain a wealth of information, structured across different sections across different data modalities (tables, text, etc.).

In this chapter, our objective is to identify the specific dataset and critical data points that need to be extracted from...

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