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Advanced-Bayesian-Inference

The laboratory from Advanced Statistical Inference Course at EURECOM which based on the Santander Customer Transaction Prediction dataset from Kaggle: https://www.kaggle.com/c/santander-customer-transaction-prediction/data

The major stages of this laboratory:

  • Data manipulation and the imbalance pre-processing
  • Implementation of Bayesian Linear Regression
  • Implementaion of Logistic Regression Classifier
    • MAP Estimation
    • Laplace Approximation