Building a Text-to-SQL Query Application Using Generative AI
In this blog post, we will create an exciting end-to-end project: an application that converts natural language text into SQL queries and retrieves data from a SQL database. We'll be using a powerful Generative AI model to achieve this. The project will be implemented from scratch, and by the end, you'll have a functional application capable of understanding and executing SQL queries based on user input. Project Overview Setting Up the Environment Creating the Requirements File Writing the Code Step-by-Step Additional Improvements and Considerations Imagine having a student database and asking the application to retrieve all students' names or filter students based on specific criteria, such as marks greater than 85. The application will convert these natural language queries into SQL queries, execute them on the database, and return the results. Setting Up the Environment First, we need to set up a virtual environment to manage our project dependencies. conda create -n t...