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Book Overview & Buying
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Table Of Contents
LLMs in Enterprise
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This chapter explored the integration of LLMs into business processes. It began by providing a high-level overview of the common training recipe used to train most GPT systems, as well as offering some insight into the different strategies that businesses could use to leverage Generative AI technology. The chapter covered the use of APIs, fine-tuning pre-trained models, and the innovative application of RAG to tailor solutions that integrate smoothly with existing IT infrastructure.
The chapter detailed two primary approaches for LLM integration: fine-tuning pre-trained models with domain-specific data for customized solutions and implementing RAG to improve accuracy by combining generative models with information retrieval systems. For example, customer service departments can enhance response times using OpenAI’s API to integrate chatbots, while financial analytics firms might fine-tune LLMs on specific data for personalized client reports.
The exploration...