[download pdf] Designing Large Language Model
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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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
AI Solutions for Academia & Research | Clarivate
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This article summarizes architectural and training details of pre-trained LLMs and delves deeper into the details of concepts like fine-tuning, .
Designing Large Language Model Applications 1st edition
Designing Large Language Model Applications: A Holistic Approach to LLMs 1st Edition is written by Suhas Pai and published by O'Reilly Media.
Designing Large Language Model Applications by Suhas Pai
Designing Large Language Model Applications: A Holistic Approach (Paperback) . With this book, you'll learn the tools, techniques, and .
Designing Large Language Model Applications: A Holistic Approach .
Designing Large Language Model Applications: A Holistic Approach to LLMs. Author, Suhas Pai. Publisher, "O'Reilly Media, Inc.", 2025. ISBN, 1098150473 .
Awesome-LLM: a curated list of Large Language Model - GitHub
Here is a curated list of papers about large language models, especially relating to ChatGPT. It also contains frameworks for LLM training, tools to deploy LLM .
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