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Liver Cirrhosis Stage Prediction Using Machine Learning | Web App

Liver Cirrhosis Stage Prediction Using Machine Learning | Web App

Liver Cirrhosis Stage Prediction

Project Name Liver Cirrhosis Stage Prediction
Language/s Used Python
Python Version (Recommended) 3.x
Type Web Application
Developer

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Project Objective

Liver cirrhosis is a serious and widespread condition, especially in North America, largely caused by chronic alcoholism and liver infections. This project focuses on predicting the stage of liver cirrhosis based on clinical and lifestyle factors.

Liver cirrhosis typically progresses through four stages:

  • Stage 1: Normal
  • Stage 2: Fatty Liver
  • Stage 3: Liver Fibrosis
  • Stage 4: Liver Cirrhosis

This system uses a machine learning model trained on real clinical data to predict the stage based on inputs provided by users, such as blood test results and health conditions.

Key Features

Predicts liver disease stage from 1 to 4
User-friendly Web Interface built with Flask
Supports input of all major liver health metrics
Pre-trained Machine Learning model (scikit-learn)
StandardScaler pre-processing integrated
CSV-based backend (no external database needed)
Heroku deployed and accessible 24/7
Full project source code with model files included


liver cirrhosis prediction using machine learning
liver cirrhosis prediction system using random forest
liver cirrhosis prediction using machine learning github
liver cirrhosis prediction system using random forest github
liver cirrhosis dataset
liver cirrhosis dataset kaggle
multi class prediction of cirrhosis outcomes
liver disease prediction using machine learning github
liver cirrhosis prediction using machine learning
liver cirrhosis prediction using machine learning github
liver cirrhosis prediction system using random forest
liver disease prediction using machine learning github
liver cirrhosis prediction system using random forest github
liver cirrhosis dataset
liver disease detection using deep learning
liver disease prediction dataset

Source Code Available

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