Название: A Practical Guide to Generative AI Using Amazon Bedrock: Building, Deploying, and Securing Generative AI Applications
Автор: Avik Bhattacharjee
Издательство: Apress
Год: 2025
Страниц: 489
Язык: английский
Формат: pdf
Размер: 16.1 MB

This comprehensive guide gives you the knowledge and skills you need to excel in Generative AI. From understanding the fundamentals to mastering techniques, this book offers a step-by-step approach to leverage Amazon Bedrock to build, deploy, and secure Generative AI applications.

The book presents structured chapters and practical examples to delve into key concepts such as prompt engineering, retrieval-augmented generation, and model evaluation. You will gain profound insights into the Amazon Bedrock platform. The book covers setup, life cycle management, and integration with Amazon SageMaker. The book emphasizes real-world applications, and provides use cases and best practices across industries on topics such as text summarization, image generation, and conversational AI bots. The book tackles vital topics including data privacy, security, responsible AI practices, and guidance on navigating governance and monitoring challenges while ensuring adherence to ethical standards and regulations.

Deep Learning architectures such as autoencoders, generative adversarial networks (GANs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), variational autoencoders (VAEs), attention mechanisms, and transformer-based models have made remarkable strides in the field of Generative Artificial Intelligence. These networks produce works that resemble those made by humans because they use neural networks to learn patterns and distributions within datasets. Generative AI applications cover areas ranging from content creation through data augmentation into image-to-image translation as well as language modeling.

The book provides the tools and knowledge needed to excel in the rapidly evolving field of Generative AI. Whether you're a data scientist, AI engineer, or business professional, this book will empower you to harness the full potential of Generative AI and drive innovation in your organization.

What You Will Learn:

Understand the fundamentals of Generative AI and Amazon Bedrock
Build Responsible Generative AI applications leveraging Amazon Bedrock
Know techniques and best practices
See real-world applications
Integrate and manage platforms
Handle securty and governance issues
Evaluate and optimze models
Gain future-ready insights
Understand the project life cycle when building Generative AI Applications

Who This Book Is For:
Data scientistys, AI/ML engineers and architects, software developers plus AI enthusiasts and studenta and educators, and leaders who want to evangelize within organizatios.