{"product_id":"designing-large-language-model-applications-a-holistic-approach-to-llms-9781098150501","title":"Designing Large Language Model Applications: A Holistic Approach to Llms","description":"\u003cp\u003eTransformer-based language models are powerful tools for solving a variety of language tasks and represent a phase shift in the field of natural language processing. But the transition from demos and prototypes to full-fledged applications has been slow. With this book, you'll learn the tools, techniques, and playbooks for building useful products that incorporate the power of language models. \u003c\/p\u003e\u003cp\u003e Experienced ML researcher Suhas Pai provides practical advice on dealing with commonly observed failure modes and counteracting the current limitations of state-of-the-art models. You'll take a comprehensive deep dive into the Transformer architecture and its variants. And you'll get up-to-date with the taxonomy of language models, which can offer insight into which models are better at which tasks. \u003c\/p\u003e\u003cp\u003e You'll learn: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eClever ways to deal with failure modes of current state-of-the-art language models, and methods to exploit their strengths for building useful products \u003c\/li\u003e\n\u003cli\u003eHow to develop an intuition about the Transformer architecture and the impact of each architectural decision \u003c\/li\u003e\n\u003cli\u003eWays to adapt pretrained language models to your own domain and use cases \u003c\/li\u003e\n\u003cli\u003eHow to select a language model for your domain and task from among the choices available, and how to deal with the build-versus-buy conundrum \u003c\/li\u003e\n\u003cli\u003eEffective fine-tuning and parameter efficient fine-tuning, and few-shot and zero-shot learning techniques \u003c\/li\u003e\n\u003cli\u003eHow to interface language models with external tools and integrate them into an existing software ecosystem \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/15\/2025\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098150501\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 354","brand":"Suhas Pai","offers":[{"title":"Default Title","offer_id":45111924752565,"sku":"9781098150501","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_f04d2d3e-a10a-474d-9895-607c91c7a0ec.jpg?v=1739887595","url":"https:\/\/pastforward.org\/products\/designing-large-language-model-applications-a-holistic-approach-to-llms-9781098150501","provider":"Past Forward","version":"1.0","type":"link"}