README.md

Diabetes_Prediction-And-Analysis-of-ROC-curve

In This Repository, I put Jupyter File Which has following Topics Cover:

   import pandas as pd
   import numpy as np
   import matplotlib.pyplot as plt
   import seaborn as sns
   %matplotlib inline

1. Data Preprocessing

• Handle Null Values
• Deal with Outliers
• Scale data With from sklearn.preprocessing import StandardScaler

2. Build Model

• KNearestNeighbors

  • For more accuracy Decide n_neighbor value.
  • ROC CURVE Analysis

• Logistic Regression

  • ROC CURVE Analysis

• Random Forest

  • ROC CURVE Analysis

3. Analysis of ROC CURVE (KNN, Logistic Regression, Random Forest)