Hi, this is Serena Nick from Tech Foundation. In this article, I will show you how to create your own AI that can answer questions based on your custom knowledge base.
Why do you need to create custom AI if you already have GPT-3? Well, while GPT-3 can provide general knowledge answers based on the internet, it cannot answer questions about specific knowledge, such as user research data. That’s why creating your own AI with a custom knowledge base is necessary.
Creating your own AI is relatively easy. You just need a few lines of code and the OpenAI API. We will be using the GPT-3 model and the GPT index library to index our custom knowledge base.
To start, you need to upload your data to be indexed. In our case, we have a folder called ‘context data’ with interview files about cooking and using domestic appliances. We will use these interviews as our custom knowledge base.
Next, we install the necessary dependencies, including the GPT index library and the line channel library.
Once the dependencies are installed, we can create our index by running the ‘construct_index’ function. This function takes the directory path of our data and creates an index out of it. The index will contain all the relevant information from our interviews.
After creating the index, we can start querying our AI model using the ‘query_ai’ function. This function takes a question and context information as input and returns the AI’s answer based on the indexed data.
With our custom AI, we can ask questions about cooking at home, for example, and get answers based on the specific knowledge from our interviews. We can even use the AI to brainstorm ideas for a marketing campaign based on the interviews.
Creating your own AI with a custom knowledge base allows you to have more control and accuracy in answering questions. It’s a powerful tool that can be used in various domains.
I hope this article was helpful in guiding you through the process of creating your own AI with a custom knowledge base. Don’t forget to subscribe to our channel for more informative content. Thank you!
