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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 Summarization

In this chapter, we will explore the application of Generative AI (GenAI) to summarize documents, an invaluable capability across industries. However, before delving into a specific use case, it’s essential to recognize that search intelligence powered by GenAI supports multiple use cases beyond document summarization. These include test case generation, document search supporting text, audio, and video-based data, as well as various analysis business use cases. Our focus, however, will be on a compelling use case within the financial services sector, where document summarization can streamline processes and enhance regulatory compliance efforts.

To illustrate this use case, let’s consider a scenario where a financial services company is faced with the daunting task of reviewing a high volume of client applications. These applications often span multiple pages and encompass a wide range of information, including personal details...

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