Libraries

Loading the Dataset

Data Preprocessing

Finding the null values

Data Cleaning

Exploratory Data Analysis

Machine Learning

Data Preprocessing pipline

ML pipline

Decision Tree

KNN

Naive Bayes

Logistic Regression

Random Forest

Gradient Boosting Classifier

Feature Engineering

Select KBest

Extra Trees Classifier

Correlation

Mutual Info Classifier

Model training by Correlation Features

Model training by Select KBest Features

Model training by Extra Trees Classifier Features

Model training by Mutual Info Classifier Features

Conclusion