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LLMs in Enterprise

You're reading from   LLMs in Enterprise Design strategies for large language model development, design patterns and best practices

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Product type Paperback
Published in Apr 2025
Publisher Packt
ISBN-13 9781836203070
Length
Edition 1st Edition
Languages
Concepts
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Authors (2):
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Ahmed Menshawy Ahmed Menshawy
Author Profile Icon Ahmed Menshawy
Ahmed Menshawy
Mahmoud Fahmy Mahmoud Fahmy
Author Profile Icon Mahmoud Fahmy
Mahmoud Fahmy
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Toc

4 Fine-Tuning and Retrieval-Augmented Generation(RAG) Strategies

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The integration of LLMs into business processes represents a significant technological shift, offering massive potential for enhancing productivity, innovation, and customer engagement. This chapter covers the three primary strategies for integrating LLM capabilities into a business process:

  • Using External APIs: One straightforward approach is to utilize external APIs provided by companies such as OpenAI or Google. These APIs allow businesses to access powerful LLMs without needing to invest in the infrastructure or expertise required to develop and maintain these models. This strategy is ideal for companies looking for a quick and scalable solution to incorporate advanced language capabilities into their operations.
  • Closed Book Strategy - Fine-Tuning: Another approach involves fine-tuning a pre-existing LLM using the company's proprietary data....
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