Generative AI in Enterprise Builder's Insights | Supercloud 5
Channel: SiliconANGLE theCUBE
Date: 29/11/2023

Arjun Prakash, co-founder and CEO of Distyl AI, and Jerry Liu, co-founder and CEO of LlamaIndex, speak with Howie Xu, theCUBE panel host and AI and data executive, during the Supercloud 5 event about the possibilities and pitfalls around generative AI for enterprise applications. They explore how organizations can deploy generative AI throughout their projects, including by using techniques such as retrieval-augmented generation (RAG) and fine-tuning, as well as some of the difficulties to be found in this up-and-coming space.

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They also discuss the complexities of working with generative AI and some of the gaps, including potential hallucinations and determining the best way to instruct LLMs for each use case. Regarding RAG, the discussion centers around the challenges that come from data retrieval, incorporating additional parameters that lead to a higher probability of errors and working to bring about the maturation of RAG-as-a-service.

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Fine-tuning, where pre-trained models are modified for specific tasks, can offer better performance for less cost and is a useful way to teach LLMs less fact-based information. However, it is limited in its data retrieval abilities and may eventually prove unnecessary as this nascent tech continues to develop.

Check out the full article
https://siliconangle.com/2023/11/28/challenges-opportunities-generative-ai-enterprise-applications-supercloud5/

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