• Homegrown LLMs and Retrieval Augmented Generation (RAG) technologies

  • 2025/02/26
  • 再生時間： 1 時間 10 分
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Homegrown LLMs and Retrieval Augmented Generation (RAG) technologies

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  • In today’s conversation Ruben Puentedura acknowledges the limitations of “AI”, shares his research and experience with Retrieval Augmented Generation (RAG) technologies, and talks about the affordances of home grown LLMs (Large Language Models) combined with external resources. We are joined by Bryan Alexander and Tom Haymes.

    Dr. Puentedura is the Founder and President of Hippasus, a consulting practice focusing on transformative applications of information technologies to education.

    From Local to Global: A Graph RAG Approach to Query-Focused Summarization https://arxiv.org/pdf/2404.16130

    Code a simple RAG from scratch https://huggingface.co/blog/ngxson/make-your-own-rag

    More from Ruben Puentedura https://www.linkedin.com/in/rubenpuentedura/ Tom Haymes: https://www.linkedin.com/in/tomhaymes/ Bryan Alexander: https://bryanalexander.org/ Mark Corbett Wilson: https://www.linkedin.com/in/markcorbettwilson/

    Talking with machines by Mark Corbett Wilson @mcorbettwilson on social media
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あらすじ・解説

In today’s conversation Ruben Puentedura acknowledges the limitations of “AI”, shares his research and experience with Retrieval Augmented Generation (RAG) technologies, and talks about the affordances of home grown LLMs (Large Language Models) combined with external resources. We are joined by Bryan Alexander and Tom Haymes.

Dr. Puentedura is the Founder and President of Hippasus, a consulting practice focusing on transformative applications of information technologies to education.

From Local to Global: A Graph RAG Approach to Query-Focused Summarization https://arxiv.org/pdf/2404.16130

Code a simple RAG from scratch https://huggingface.co/blog/ngxson/make-your-own-rag

More from Ruben Puentedura https://www.linkedin.com/in/rubenpuentedura/ Tom Haymes: https://www.linkedin.com/in/tomhaymes/ Bryan Alexander: https://bryanalexander.org/ Mark Corbett Wilson: https://www.linkedin.com/in/markcorbettwilson/

Talking with machines by Mark Corbett Wilson @mcorbettwilson on social media
続きを読む 一部表示

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