Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Designing Large Language Model Applications: A Holistic Approach to Llms

Designing Large Language Model Applications: A Holistic Approach to Llms

Pai, Suhas

Paperback

General Computers

Publisher Price: $79.99

ISBN10: 1098150503
ISBN13: 9781098150501
Publisher: O'Reilly Media
Published: Apr 15 2025
Pages: 364
Weight: 1.28
Height: 0.76 Width: 7.00 Depth: 9.19
Language: English

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

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