The following implementation is a part of competition: https://www.kaggle.com/c/titanic
Features considered:
- gender
- age
- fare
- siblings + parents travelling
- Embarked feature
- Name abbreviation feature (Mr. Mrs etc)
- Surname + siblings + parents travelling count
I achieved a score of 0.77512 in the following competition using GradientBoostingClassifier.