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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

Summary

This chapter explored the intricacies of evaluating potential use cases for GenAI, equipping you with the tools to discern optimal applications for this transformative technology. By examining different viewpoints and criteria, we’ve established a framework to determine whether a given use case aligns with GenAI’s strengths and limitations.

The key takeaways are as follows:

  • At the heart of every successful GenAI implementation lies clear and demonstrable business value. Ask yourself how GenAI will directly enhance your current operations, unlock new revenue streams, or improve customer experience. Without a tangible benefit, the technology itself holds little merit.
  • We identified two broad categories of use cases where GenAI shines: comprehension and generation. Comprehension focuses on analyzing and extracting meaning from data, while generation leverages that understanding to produce entirely new content. Consider which category your use...
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Generative AI Application Integration Patterns
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