This is a contest held by college. Tried out various classification model and achieved mean cross validation score of 91.64 using svc.
LogisticRegression | 0.9159
DecisionTreeClassifier | 0.8960
RandomForestClassifier | 0.9071
GaussianNB | 0.9110
SVC | 0.9164
Voting Classifier | 0.9159
XG Boost | 0.92 (f1-score)
Deep Neural Network | 0.9159 (train test split)