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Files of my Titanic Kaggle Competition
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.ipynb_checkpoints
CV Analyser.ipynb
CV_ABC_1.csv
CV_ABC_2.csv
CV_ABC_deck_pred_1.csv
CV_ABC_deck_pred_2.csv
CV_DNN_1.csv
CV_DNN_2.csv
CV_DNN_deck_pred_1.csv
CV_DNN_deck_pred_2.csv
CV_GBC_1.csv
CV_GBC_2.csv
CV_GBC_deck_pred_1.csv
CV_GBC_deck_pred_2.csv
CV_KNN_1.csv
CV_KNN_2.csv
CV_KNN_deck_pred_1.csv
CV_KNN_deck_pred_2.csv
CV_LR_1.csv
CV_LR_2.csv
CV_LR_X_1.csv
CV_LR_X_2.csv
CV_LR_X_deck_pred_1.csv
CV_LR_X_deck_pred_2.csv
CV_LR_deck_pred_1.csv
CV_LR_deck_pred_2.csv
CV_MLP_1.csv
CV_MLP_2.csv
CV_MLP_deck_pred_1.csv
CV_MLP_deck_pred_2.csv
CV_RFC_1.csv
CV_RFC_2.csv
CV_RFC_deck_pred_1.csv
CV_RFC_deck_pred_2.csv
CV_SVM_1.csv
CV_SVM_2.csv
CV_SVM_deck_pred_1.csv
CV_SVM_deck_pred_2.csv
DNN CV model selection.ipynb
README.md
Titanic CV model selection.ipynb
Titanic Deck Predictor.ipynb
Titanic Submission Predictions.ipynb
Titanic-EDA.ipynb
Titanic_datatreatment.ipynb
data_raw_1.csv
data_raw_2.csv
data_test_1.csv
data_test_2.csv
data_test_deck_pred_1.csv
data_test_deck_pred_2.csv
data_train_1.csv
data_train_2.csv
data_train_deck_pred_1.csv
data_train_deck_pred_2.csv
predictions_VotingHard_data_1.csv
predictions_VotingHard_data_2.csv
predictions_VotingSoft_data_1.csv
predictions_VotingSoft_data_2.csv
test.csv
train.csv

README.md

Titanic-Kaggle

Files of my Titanic Kaggle Competition.

These include:

  • Titanic datatreatment: prepares the data to be fed to the models. Dummies categorical, scales numerical, engineers new features.
  • Titanic EDA: Exploratory Data Analysis of the treated data.
  • Titanic CV model selection: a comprehensive grid parameter scan of different models. It outputs data-frames (into CSV files) of the results for different parameters.
  • DNN CV model selection: grid parameter scans for multiperceptron models, using Keras and SciKit.
  • CV analyser: a notebook to study the results of Titanic CV model selection.
  • Titanic Submission Predictions: The generator of prediction files. It employs the best estimators assessed at CV analyser, and produces further ensemble predictions with voting.
  • Titanic Deck Predictor: an attempt to predict the deck to fill missing values. These turn out to worsen the predictions for survival chances and are therefore ignored for now.
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