Pietroobbiso / TO-LOAN-OR-NOT-TO-LOAN

Data Mining project whose goal is to predict which customers are more likely to successfully pay back a loan they are trying to request.

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To-loan-or-not-to-loan

Problem Description

The project, which consists in a predictive data mining task, is based on banking data. In particular, the target subject is a Czech bank that wants to improve their services. In order for the bank managers to understand who is a good client, that is, to whom to offer some additional services, and who is a bad client, that is, to whom to watch carefully to minimize the bank loses, we will try to predict whether a loan will end successfully or not.

ML models implemented

  • Decision Tree
  • Support Vector Machine
  • K-nearest neighbors

DL models implemented

  • Neural Networks (MLPclassifier)

Results

Main results:

alt text

About

Data Mining project whose goal is to predict which customers are more likely to successfully pay back a loan they are trying to request.

License:Apache License 2.0


Languages

Language:Python 100.0%