Titanic ML competition from Kaggle
More info : visit https://www.kaggle.com/c/titanic
Purpose : Predict which passengers survived
More info about Titanic shipwreck : visit https://en.wikipedia.org/wiki/Sinking_of_the_Titanic
- titanic.ipynb : Jupyter notebook
- train.csv: training dataset from Titanic-Machine Learning from Disaster https://www.kaggle.com/c/titanic
- test.csv: test dataset from Titanic-Machine Learning from Disaster https://www.kaggle.com/c/titanic
- my_submission.csv : predictions for test dataset
- Data visualisation
- Pre-processing with pipeline
- Imputer
- One-hot encoding
- Machine learning
- Model : Random Forest Classifier
- Evaluation of the accuracy score
- Optimisation of model parameters with Grid Search CV
Score = 0.79425