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Designing Large Language Model Applications: A Holistic Approach to LLMs by Suhas Pai

• 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

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Free downloading e books pdf Designing Large Language Model Applications: A Holistic Approach to LLMs (English Edition)

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
But wait, this book is about utilizing pre-trained LLMs to design and build user applications. Why do we need to discuss the nuances of pre-training billion .
Designing Large Language Model Applications: A Holistic Approach .
Experienced ML researcher Suhas Pai offers practical advice on harnessing LLMs for your use cases and dealing with commonly observed failure .
Barnes and Noble Designing Large Language Model Applications
Designing Large Language Model Applications: A Holistic Approach to LLMs. Current price: $79.99.
1. Introduction - Designing Large Language Model Applications [Book]
In this chapter, we will introduce language models and define what makes a language model large. We will provide a brief history of LLMs.
Designing Large Language Model Applications - PDFCOFFEE.COM
Designing Large Language Model Applications A Holistic Approach With Early . But wait, this book is about utilizing pre-trained LLMs to design and build user .
Designing Large Language Model Applications
With this book, you'll learn the tools, techniques, and playbooks for building useful products that incorporate the power of language models.
Designing Large Language Model Applications - by Suhas Pai .
Designing Large Language Model Applications - by Suhas Pai (Paperback) · $66.53 ; Designing Large Language Model Applications: A Holistic Approach to LLMs · $79.99.
[PDF] A HOLISTIC APPROACH FOR TEST AND EVALUATION OF LARGE .
As large language models (LLMs) become increasingly prevalent in diverse applications, ensuring the utility and safety of model generations becomes paramount.

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