Diabetes-Prediction

Diabetes Prediction Using Machine Learning. Data cleaning, visualization, modeling and cross validation applied.

Dataset

https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database/code?datasetId=228&sortBy=voteCount

Techniques Used

• Data Cleaning
• Data Visualization
• Machine Learning Modeling

Algortihms Used

1. Desicion Tree
2. Logistic Regression
3. Random Forest
4. Neural Network

Model Evaluation Methods Used

1. Classification Metrics
   • Accuracy
   • Logarithmic Loss
   • Confusion Matrix
     • F1 Score
     • Recall
     • Precision
2. Regression Metrics
   • Mean Squared Error
   • Root Mean Squared Error