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The video teaches how to create your own AI that answers questions based on your custom knowledge base using open AI API and GPT 3 model.

  • ๐Ÿค–
    00:00
    Create your own AI that answers questions based on your custom knowledge base using open AI API and GPT 3 model.
    • Learn how to create your own AI that can answer questions based on your custom knowledge base, as opposed to relying on general knowledge from the internet.
    • We use open AI API with GPT 3 model and break our knowledge database into small chunks to find relevant context and give only necessary information to our AI.
  • ๐Ÿ“ˆ
    02:38
    Use the open source library GPT index, which utilizes the GPT3 API, to create an index of your data by uploading it to a folder named "context data" and following a simple tutorial in Google notebook.
  • ๐Ÿ“Š
    04:03
    The speaker created a custom knowledge base using a fake user research data and a script generated by GPT-2 for a small use case, but the data is not insightful and cannot be shared.
  • ๐Ÿ”
    05:43
    Install GPT index and line channel libraries, create two functions (construct index and search index) to analyze interview data.
  • ๐Ÿ“š
    07:17
    Learn how to set parameters for a language model and use the GPT index Library to query an AI model with user input and context information.
    • The lecture discusses setting parameters for a large language model, including maximum length, temperature, and model name, using the Open AI API documentation to ask questions and receive answers.
    • The lecture explains how to use the GPT index Library to define a path, load data, create and save an index in Json format, and query an AI model with user input and context information.
  • ๐Ÿ”‘
    10:20
    To use openai API, sign up on their website to get an API key, construct an index with the data path, and start asking questions.
  • ๐Ÿค–
    12:15
    Our AI uses information from interviews about cooking and domestic appliances to answer questions and can also break down the data into clusters and brainstorm ideas based on the information.
  • ๐Ÿค–
    13:53
    Define functions, install dependencies, and run functions to create your own AI with a custom knowledge base.
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