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.

• 🤖
  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.
• 📈
  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.
• 📊
  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.
• 🔍
  05:43

  Install GPT index and line channel libraries, create two functions (construct index and search index) to analyze interview data.
• 📚
  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.
• 🔑
  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.
• 🤖
  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.
• 🤖
  13:53

  Define functions, install dependencies, and run functions to create your own AI with a custom knowledge base.