DOWNLOAD [PDF] {EPUB} Designing Large Language
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
Ebook for general knowledge download Designing Large Language Model Applications: A Holistic Approach to LLMs 9781098150501 (English literature)
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
Designing Large Language Model Applications: A Holistic Approach .
掌握大型語言模型的潛力，透過實用策略開發應用程式。學習如何應對挑戰並優化性能| 書名：Designing Large Language Model Applications: A Holistic Approach to Llms .
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 modes. You'll take .
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Best LLMs Books | Understand Large Language Models .
Designing Large Language Model Applications: A Holistic Approach to LLMs. Pai, Suhas (Author); English (Publication Language); 364 Pages - 04/15/2025 ( .
[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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