Through this project I analyse the cab surge price prediction using Machine Learning, and choose the technique resulting in overall best accuracy. The techniques used are Logistic Regression, Decision Tree Classifier, Random Forest Classifier and XG Boost Classifier, and XG Boost Classifier performs the best wth 70.16% accuracy rate.