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ccfd's Introduction

CCFD

My steps:

  • Import the modules
  • Read the Dataset
  • Check for relative proportions of Fraudulant Cases
  • Plot the named features
  • Reorder the columns Amount, Time then the rest
  • Plot the distributions of the features
  • Check for null values
  • Separate response and features (Undersampling before cross validation leads to overfitting)
  • Use SkLearn for splitting
  • Create the cross validation framework
  • Import the imbalance learn module, classifiers, metrics
  • Import Random Forest
  • Used metrics such as accuracy, precision, recall, F1 score
  • Define get_model_best_estimator_and_metrics
  • Cumulatively create a table for the ROC curve

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