Generative AI on Aws: Building Context-Aware Multimodal Reasoning Applications - Brossura

Fregly, Chris; Barth, Antje; Eigenbrode, Shelbee

Brossura

ISBN 10: 1098159225 ISBN 13: 9781098159221

Casa editrice: O'Reilly Media, 2023

Riassunto

Companies today are moving rapidly to integrate generative AI into their products and services. But there's a great deal of hype (and misunderstanding) about the impact and promise of this technology. With this book, Chris Fregly, Antje Barth, and Shelbee Eigenbrode from AWS help CTOs, ML practitioners, application developers, business analysts, data engineers, and data scientists find practical ways to use this exciting new technology.

You'll learn the generative AI project life cycle including use case definition, model selection, model fine-tuning, retrieval-augmented generation, reinforcement learning from human feedback, and model quantization, optimization, and deployment. And you'll explore different types of models including large language models (LLMs) and multimodal models such as Stable Diffusion for generating images and Flamingo/IDEFICS for answering questions about images.

• Apply generative AI to your business use cases
• Determine which generative AI models are best suited to your task
• Perform prompt engineering and in-context learning
• Fine-tune generative AI models on your datasets with low-rank adaptation (LoRA)
• Align generative AI models to human values with reinforcement learning from human feedback (RLHF)
• Augment your model with retrieval-augmented generation (RAG)
• Explore libraries such as LangChain and ReAct to develop agents and actions
• Build generative AI applications with Amazon Bedrock

Dettagli dell'edizione

• Editore: O'Reilly Media
• Data di pubblicazione: 2023
• Lingua: Inglese
• ISBN 10: 1098159225
• ISBN 13: 9781098159221
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 289
• Contatto del produttore: O'Reilly; https://oreilly.com; ; 1005 Gravenstein Highway North; Sebastopol; CA; 95472; U.S.A.
• Persona responsabile: non disponibile