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Generative AI Application Integration Patterns

Generative AI Application Integration Patterns

By : Juan Pablo Bustos, Luis Lopez Soria
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Generative AI Application Integration Patterns

Generative AI Application Integration Patterns

By: Juan Pablo Bustos, Luis Lopez Soria

Overview of this book

Explore the transformative potential of GenAI in the application development lifecycle. Through concrete examples, you will go through the process of ideation and integration, understanding the tradeoffs and the decision points when integrating GenAI. With recent advances in models like Google Gemini, Anthropic Claude, DALL-E and GPT-4o, this timely resource will help you harness these technologies through proven design patterns. We then delve into the practical applications of GenAI, identifying common use cases and applying design patterns to address real-world challenges. From summarization and metadata extraction to intent classification and question answering, each chapter offers practical examples and blueprints for leveraging GenAI across diverse domains and tasks. You will learn how to fine-tune models for specific applications, progressing from basic prompting to sophisticated strategies such as retrieval augmented generation (RAG) and chain of thought. Additionally, we provide end-to-end guidance on operationalizing models, including data prep, training, deployment, and monitoring. We also focus on responsible and ethical development techniques for transparency, auditing, and governance as crucial design patterns.
Table of Contents (13 chapters)
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7
Integration Pattern: Real-Time Intent Classification
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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