https://github.com/alessandrosocc/machine-learning-project-2022

Final project for the Machine Learning course at the University of Cagliari in 2022. Analysis of a dataset, use of Machine Learning techniques with Oversampling and Undersampling techniques. Final report with the results obtained.
https://github.com/alessandrosocc/machine-learning-project-2022

imblearn machine-learning matplotlib-pyplot oversampling pandas scikit-learn spambase-dataset undersampling

Last synced: 27 days ago
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Final project for the Machine Learning course at the University of Cagliari in 2022. Analysis of a dataset, use of Machine Learning techniques with Oversampling and Undersampling techniques. Final report with the results obtained.

• Host: GitHub
• URL: https://github.com/alessandrosocc/machine-learning-project-2022
• Owner: alessandrosocc
• License: gpl-3.0
• Created: 2024-01-02T12:53:05.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2024-01-02T13:00:28.000Z (about 2 years ago)
• Last Synced: 2025-03-29T18:37:36.648Z (11 months ago)
• Topics: imblearn, machine-learning, matplotlib-pyplot, oversampling, pandas, scikit-learn, spambase-dataset, undersampling
• Language: Python
• Homepage:
• Size: 1.4 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Spambase: a binary classification problem

Final Project for the Machine Learning Course in 2022 at University of Cagliari.

## The Project

Analysis of the dataset "Spambase". Use of Machine Learning with Oversampling and Undersampling techniques using scikit-learn, pandas, matplotlib and imblearn. Final report with the results obtained.

The project consists of two versions:

- CLI version 

  - Run the file main.py

- GUI version

  - Run the file mainWindow.py

You can import the environment with: `conda env create -n ML --file Project_ML_Env.yml`

You can find the final report here: [Final Report](RelazioneFinale.pdf)

> **Authors: Alessandro Soccol, Giovanni Murgia, Pietro Cosseddu, Marco Cosseddu, Arturo Rodriguez**