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Build and find Machine learning model that have good result to predict Travel insurance

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rendy-m/Machine-Learning-Model-for-predicting-travel-insurance

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Travel Insurance Prediction

  • This project was carried out with the aim to build and find Machine learning model that have good result to predict whether someone will buy Travel Insurance packages or not
  • Because in imbalanced data condition, F1 score is the proper metric to measure the model performance

Dataset Content

The dataset contains some information about : image

Data Cleaning

  • Split dataset into Training and Test (70%:30%)
  • Missing Values Checking
  • Duplicates Checking and Handling
  • Outlier Checking
  • Feature encoding

Modelling

  • Split Data training and test to X & y
  • Use Oversamping and set threshold to handling imbalanced data
  • Find the right Model based on the best F1 score

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Build and find Machine learning model that have good result to predict Travel insurance

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