Project created for HackAI 2024. We made a full stack web application that uses a machine learning model to predict the price of a house based off of certain information about the house. We used HTML, CSS, and JavaScript for the frontend and Node.js and Python for the backend. More specifically we used the Sci-kit Learn library to implement the machine learning model. We used the model on the backend to prevent user information from being easily accesible by anyone else.
This was the first time either of us had made a full stack web application and practically the first time we had ever written code in Python. So this project was full of opportunities to learn about both web development and machine learning.
In the future we want to be able to flesh out our UI and improve the accuracy of our machine learning model through techniques like regularization.
- Install all libraries and packages if not already installed
- In the terminal execute the server.js file
- Open the either of the html files with live server
- Navigate to form page and submit the form