Bank Deposit Subscription Classification Task

[Code]

  • Worked on a binary classification task with a highly imbalanced dataset.
  • Applied various machine learning techniques such as oversampling (SMOTE), Bayesian optimization, and K-Nearest Neighbors, using frameworks like LGBMClassifier.
  • Explored multiple approaches to optimize performance, including standardization, PCA, and stepwise method.