{"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\u003e • Author(s): Suhas Pai\u003cbr\u003e • Publisher: MIXGD\u003cbr\u003e • Publisher Imprint: MIXGD\u003cbr\u003e • Subject: Computer Science and Information Technology\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45410404794519,"sku":"9781098150501","price":5488.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098150501.webp?v=1769199259","url":"https:\/\/atlanticbooks.com\/products\/designing-large-language-model-applications-a-holistic-approach-to-llms-9781098150501","provider":"Atlantic Books","version":"1.0","type":"link"}