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