Weather Forecast Web Application

This is a React web application that uses scikit-learn machine learning model and FastAPI to predict the tomorrow weather and to visualize historical data in our datasets.

Requirements

React Web Application

• Node.js
• React
• React Router
• D3.js
• Material-UI (@mui/material, @mui/icons-material)
• TopoJSON

To install the required packages, run the following command:

npm install

FastAPI and scikit-learn

• fastapi[standard]
• scikit-learn==1.5.1
• pandas==2.2.2
• numpy==1.26.4
• joblib==1.4.2

To install the required packages, run the following command:

pip install fastapi[standard] scikit-learn==1.5.1 pandas==2.2.2 numpy==1.26.4 joblib==1.4.2

AI Models

The machine learning models are trained and saved in the server/models directory.

Usage

To start the React web application, run the following command:

npm start

To start the FastAPI server, run the following command:

cd server
fastapi run main.py

To access the web application, open your browser and go to http://localhost:3000.