ChingTien / Kaggle_Titanic

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Titanic Survival Prediction

Titanic

Libraries

  • pandas
  • numpy
  • matplotlib
  • seaborn
  • sklearn
    • RandomForestClassifier

Process

  1. Import libraries and data
  2. Information and description
  3. HeatMap for EDA
  4. Plot possible variables
  5. Create new columns(family_size, title)
  6. Deal with missing values
  7. Encode categorical data
  8. Use random forest to predict age
  9. Train model and predict result
  10. Submit

Model Performance

oob_score_ : 0.8171

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