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Heart Disease Prediction πŸ«€

Heart Disease Prediction using the UCI Dataset with basic machine learning algorithms and a Tkinter-based GUI.


πŸ“Œ Project Overview

This project includes:

  • Data cleaning and preprocessing
  • Training several machine learning models:
    • Logistic Regression
    • K-Nearest Neighbors (KNN)
    • Support Vector Machine (SVM)
    • Decision Tree
    • Random Forest
  • Hyperparameter tuning using GridSearchCV
  • Visualization of results and feature importance
  • GUI built with Tkinter for user input and prediction

πŸ›  Technologies Used

  • Python
  • pandas
  • scikit-learn
  • matplotlib
  • seaborn
  • tkinter

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Heart Disease Prediction using UCI Dataset with basic ML algorithms and a Tkinter-based GUI.

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