Diabetes mellitus refers to a group of diseases that affect how your body uses blood sugar (glucose). Glucose is vital to your health because it's an important source of energy for the cells that make up your muscles and tissues. It's also your brain's main source of fuel. The underlying cause of diabetes varies by type. But, no matter what type of diabetes you have, it can lead to excess sugar in your blood. Too much sugar in your blood can lead to serious health problems.
ML Model: Random Forest Classifier
Accuracy: 85%
Conditions that affect the heart's structure and function. Common risk factors include high blood pressure, high cholesterol, and smoking.
ML Model: Support Vector Machine
Accuracy: 88%
A condition that impairs kidney function. Early detection through specific markers can help prevent progression to kidney failure.
ML Model: Gradient Boosting
Accuracy: 87%
Various conditions that affect liver function. Early detection through blood tests can help identify liver problems before they become severe.
ML Model: XGBoost
Accuracy: 86%
A serious disease caused by parasites that infect red blood cells. Detection through blood cell image analysis can provide quick diagnosis.
ML Model: Convolutional Neural Network
Accuracy: 94%
An infection that inflames the air sacs in the lungs. Early detection through chest X-ray analysis can lead to better treatment outcomes.
ML Model: Deep Learning CNN
Accuracy: 92%