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banknote-authentication's Introduction

banknote-authentication

A project to explore Wavelet data to distinguish between real and fake banknotes.

As part of the University of London's Specialization on K-Means Clustering algorithms, I was required to build a model that could be able to distinguish between fake and real banknotes. After building the model, I was unhappy with the result. I explored two alternative techniques - Logistic Regression and Support Vector Machines (SVM). These models perform better on binary classification problems.

I created a model of each, and evaluated the results. In the end, the SVM won.

Installations:

  • Numpy
  • Pandas
  • Matplotlib
  • Scipy
  • Sklearn

Interacting with the Project

The main file, Banknote Autentication Project.ipynb, is a Jupyter notebook. All the code and outputs are displayed for ease of use.

The data files included are the Banknote-authentication-dataset.csv and Banknote Authentication GT Labels.csv. The first is the original dataset provided by the University of London and the second is the original dataset from OpenML.

banknote-authentication's People

Contributors

danieldacruz7 avatar

Watchers

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