The MaML Podcast - Medicine & Machine Learning

Jerry Liu - Building LlamaIndex, the Data Framework for LLMs

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Jun 21, 2023
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ANECDOTE

LlamaIndex Origin

  • Jerry Liu's initial exploration of LLMs involved building a customer bot using GPT-3.
  • This personal project evolved into LlamaIndex, driven by the need to connect private data with LLMs.
INSIGHT

LLMs vs. Traditional ML

  • Traditional machine learning emphasized a cycle of data preparation, training, experimentation, and deployment.
  • LLMs shift this focus by using pre-trained models, changing how data is used and experiments are conducted.
INSIGHT

LlamaIndex Functionality

  • LlamaIndex connects external data to LLMs, focusing on formatting and structuring data for inference, not training.
  • It processes data into chunks, enabling LLMs to use private information during inference.
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