heart-disease-prediction
所属分类：Leetcode/题库
开发工具：Python
文件大小：0KB
下载次数：0
上传日期：2024-01-08 08:07:20
上 传 者：
sh-1993
说明： 在这个项目中，我们创建了一个系统，允许我们从诊断患者的数据库中预测心脏病患者。这是通过使用机器学习技术和应用PCA方法进行数据处理，并通过KNN算法准备收集的数据进行分类来实现的，这使得我们能够实现97.83%的准确率。
(in this project we create a system that allows us to predict cardiac patients from a database of diagnosed patients. This was achieved by using machine learning techniques and applying the PCA method for data processing and preparing the collected data for classification by the KNN algorithm, which allowed us to achieve an accuracy of 97.83%.)
文件列表:
GUI.py
Message_GUI_0.py
Message_GUI_1.py
application.py
back_button.png
back_button1.png
dataset.csv
heart.png
knn_model.pkl
# heart-disease-prediction
#### Heart diseases are considered as one of the most dangerous diseases as it threatens the organ on which human life depends, and as the diagnosis of diseases depends on medical tests and certain indicators. The cardiac disease diagnosis is considered to be the most complex and difficult, due to the large number of analyzes and indicators in this diagnosis, which has led many researchers to use data mining and machine learning techniques to be able to predict this disease.
#### This prompted us to create a system that allows us to predict cardiac patients from a database of diagnosed patients. This was achieved by using machine learning techniques and applying the ***PCA*** method for data processing and preparing the collected data for classification by the ***KNN algorithm***, which allowed us to achieve an accuracy of ***97.83%***.
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