Asthma Prediction Project

Description

This repository contains the code for a machine learning project aimed at predicting asthma. The project utilizes various data augmentation, preprocessing, and machine learning techniques to analyze and predict asthma based on input data.

Features

• Data augmentation in feature space on tabular data scripts to enhance the dataset for better model training.
• Data preprocessing for cleaning and preparing the dataset for model ingestion.
• Implementation of various machine learning models for the prediction of asthma.

Prerequisites

Before you begin, ensure you have met the following requirements:

• Python 3.x
• pip package manager

Installing

To install Asthma_prediction_ML, follow these steps:

# Clone the repository
git clone https://github.com/nguyhu01/Asthma_prediction_ML.git

# Navigate to the project directory
cd Asthma_prediction_ML

# Install the required dependencies
pip install -r requirements.txt

Usage

To use Asthma_prediction_ML, follow these steps:

# Run the main script 
python run.py

# To modify the parameters (optional)
python run.py --test_size={value} --random_state={value} --lr={value} --max_depth={value}

Built With

Python - The programming language used. Additional libraries and frameworks used.

Contributing

Contributions to the Asthma_prediction_ML project are welcome. Please adhere to this project's code of conduct.

Versioning

For the versions available, see the tags on this repository.

Authors

Huy Nguyen - Initial work - nguyhu01

License

This project is licensed under the MIT License - see the LICENSE.md file for details.