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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

Preface

More than five years ago, before the widespread adoption of generative AI, we were searching for new ways to enhance application development and user experiences. A few years later, we found ourselves deeply immersed in the world of generative AI, which has opened countless possibilities for innovation. Before discovering the transformative potential of this technology, we, the authors, explored various machine learning techniques, experimenting with different models and reading countless research papers. With generative AI, we found more than just a powerful tool; we discovered a new paradigm that is reshaping how we approach software development and problem-solving.

This book is about sharing the excitement and insights we have gained while exploring and implementing generative AI solutions. It is intended to guide you through the wide world of generative AI applications, with a focus on practical design patterns and real-world implementations. We will cover concepts ranging from basic to advanced, taking you on a journey like the one I experienced while learning to harness the power of generative AI.

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