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Book Designing Large Language Model Applications: A Holistic Approach to LLMs PDF Download - Suhas Pai
Download or Read Online Designing Large Language Model Applications: A Holistic Approach to LLMs Free Book by Suhas Pai

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Designing Large Language Model Applications: A Holistic Approach to LLMs
Suhas Pai
Page: 364
Format: pdf, ePub, mobi, fb2
ISBN: 9781098150501
Publisher: O'Reilly Media, Incorporated

Download or Read Online Designing Large Language Model Applications: A Holistic Approach to LLMs Free Book (PDF ePub Mobi) by Suhas Pai
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Large language models (LLMs) have proven themselves to be powerful tools for solving a wide range of tasks, and enterprises have taken note. But transitioning from demos and prototypes to full-fledged applications can be difficult. This book helps close that gap, providing the tools, techniques, and playbooks that practitioners need to build useful products that incorporate the power of language models. Experienced ML researcher Suhas Pai offers practical advice on harnessing LLMs for your use cases and dealing with commonly observed failure modes. You’ll take a comprehensive deep dive into the ingredients that make up a language model, explore various techniques for customizing them such as fine-tuning, learn about application paradigms like RAG (retrieval-augmented generation) and agents, and more. Understand how to prepare datasets for training and fine-tuning Develop an intuition about the Transformer architecture and its variants Adapt pretrained language models to your own domain and use cases Learn effective techniques for fine-tuning, domain adaptation, and inference optimization Interface language models with external tools and data and integrate them into an existing software ecosystem

[PDF] Designing Large Language Model Applications - PDF Coffee
We will discuss the various architectural backbones- specifically encoder-only models, encoder-decoder models, and decoder-only models, and the rationale used .
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Designing Large Language Model Applications: A Holistic Approach to LLMs . This book helps close that gap, providing the tools, techniques, and playbooks .
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Designing Large Language Model Applications: A Holistic Approach to Llms. With this book, you`ll learn the tools, techniques, and playbooks .
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Experienced ML researcher Suhas Pai offers practical advice on harnessing LLMs for your use cases and dealing with commonly observed failure .
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With this book, youll learn the tools, techniques, and playbooks for . A Holistic Approach to LLMs. Designing Large Language Model Applications .
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