{"product_id":"9781805128724","title":"Transformers for Natural Language Processing and Computer Vision - Third Edition: Explore Generative AI and Large Language Models with Hugging Face, ChatGPT, GPT-4V, and DALL-E 3","description":"\u003cb\u003eThe definitive guide to LLMs, from architectures, pretraining, and fine-tuning to Retrieval Augmented Generation (RAG), multimodal AI, risk mitigation, and practical implementations with ChatGPT, Hugging Face, and Vertex AI Get With Your Book: PDF Copy, AI Assistant, and Next-Gen Reader Free\u003c\/b\u003e\u003ch4\u003eKey Features\u003c\/h4\u003e\u003cul\u003e\n\u003cli\u003eCompare and contrast 20+ models (including GPT, BERT, and Llama) and multiple platforms and libraries to find the right solution for your project\u003c\/li\u003e\n\u003cli\u003eApply RAG with LLMs using customized texts and embeddings\u003c\/li\u003e\n\u003cli\u003eMitigate LLM risks, such as hallucinations, using moderation models and knowledge bases\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch4\u003eBook Description\u003c\/h4\u003eTransformers for Natural Language Processing and Computer Vision, Third Edition, explores Large Language Model (LLM) architectures, practical applications, and popular platforms (Hugging Face, OpenAI, and Google Vertex AI) used for Natural Language Processing (NLP) and Computer Vision (CV). The book guides you through a range of transformer architectures from foundation models and generative AI. You’ll pretrain and fine-tune LLMs and work through different use cases, from summarization to question-answering systems leveraging embedding-based search. You'll also implement Retrieval Augmented Generation (RAG) to enhance accuracy and gain greater control over your LLM outputs. Additionally, you’ll understand common LLM risks, such as hallucinations, memorization, and privacy issues, and implement mitigation strategies using moderation models alongside rule-based systems and knowledge integration. Dive into generative vision transformers and multimodal architectures, and build practical applications, such as image and video classification. Go further and combine different models and platforms to build AI solutions and explore AI agent capabilities. This book provides you with an understanding of transformer architectures, including strategies for pretraining, fine-tuning, and LLM best practices.\u003ch4\u003eWhat you will learn\u003c\/h4\u003e\u003cul\u003e\n\u003cli\u003eBreakdown and understand the architectures of the Transformer, BERT, GPT, T5, PaLM, ViT, CLIP, and DALL-E\u003c\/li\u003e\n\u003cli\u003eFine-tune BERT, GPT, and PaLM models\u003c\/li\u003e\n\u003cli\u003eLearn about different tokenizers and the best practices for preprocessing language data\u003c\/li\u003e\n\u003cli\u003ePretrain a RoBERTa model from scratch\u003c\/li\u003e\n\u003cli\u003eImplement retrieval augmented generation and rules bases to mitigate hallucinations\u003c\/li\u003e\n\u003cli\u003eVisualize transformer model activity for deeper insights using BertViz, LIME, and SHAP\u003c\/li\u003e\n\u003cli\u003eGo in-depth into vision transformers with CLIP, DALL-E, and GPT\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch4\u003eWho this book is for\u003c\/h4\u003e\u003cp\u003eThis book is ideal for NLP and CV engineers, data scientists, machine learning practitioners, software developers, and technical leaders looking to advance their expertise in LLMs and generative AI or explore latest industry trends. Familiarity with Python and basic machine learning concepts will help you fully understand the use cases and code examples. However, hands-on examples involving LLM user interfaces, prompt engineering, and no-code model building ensure this book remains accessible to anyone curious about the AI revolution.\u003c\/p\u003e","brand":"Packt Publishing","offers":[{"title":"Default Title","offer_id":46317558694129,"sku":"9781805128724","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0674\/5433\/7265\/files\/9781805128724_p0.jpg?v=1767106523","url":"https:\/\/shop.barnesandnoble.com\/products\/9781805128724","provider":"Barnes \u0026 Noble","version":"1.0","type":"link"}