{"product_id":"generative-ai-on-aws-building-context-aware-multimodal-reasoning-applications-9781098159221","title":"Generative AI on AWS: Building Context-Aware Multimodal Reasoning Applications","description":"\u003cp\u003eCompanies 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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eApply generative AI to your business use cases\u003c\/li\u003e \u003cli\u003eDetermine which generative AI models are best suited to your task \u003c\/li\u003e \u003cli\u003ePerform prompt engineering and in-context learning\u003c\/li\u003e \u003cli\u003eFine-tune generative AI models on your datasets with low-rank adaptation (LoRA)\u003c\/li\u003e \u003cli\u003eAlign generative AI models to human values with reinforcement learning from human feedback (RLHF)\u003c\/li\u003e \u003cli\u003eAugment your model with retrieval-augmented generation (RAG)\u003c\/li\u003e \u003cli\u003eExplore libraries such as LangChain and ReAct to develop agents and actions\u003c\/li\u003e \u003cli\u003eBuild generative AI applications with Amazon Bedrock\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":50613010891026,"sku":"9781098159221","price":57.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_5ee7af23-b519-4c50-a87e-9a8cbc4825c2.jpg?v=1732383574","url":"https:\/\/surprise-castle.myshopify.com\/products\/generative-ai-on-aws-building-context-aware-multimodal-reasoning-applications-9781098159221","provider":"Surprise Castle","version":"1.0","type":"link"}