https://github.com/r-gg/covid-19-eda-nn-rf

Covid stay days EDA and modeling with neural networks and random forests. (Bachelor's thesis)
https://github.com/r-gg/covid-19-eda-nn-rf

bachelor-thesis covid-data exploratory-data-analysis neural-networks ordinal-regression random-forest

Last synced: 3 months ago
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Covid stay days EDA and modeling with neural networks and random forests. (Bachelor's thesis)

• Host: GitHub
• URL: https://github.com/r-gg/covid-19-eda-nn-rf
• Owner: r-gg
• License: gpl-3.0
• Created: 2024-04-28T21:28:19.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2024-04-28T21:42:35.000Z (about 1 year ago)
• Last Synced: 2025-01-21T12:46:57.149Z (4 months ago)
• Topics: bachelor-thesis, covid-data, exploratory-data-analysis, neural-networks, ordinal-regression, random-forest
• Language: Jupyter Notebook
• Homepage:
• Size: 1.6 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Predicting COVID-19 hospitalization duration with Neural networks and Random forests

Project carried out in the scope of my Bachelor's Thesis. 

Files:

- Jupyter notebook ~ Code for generating the plots, creating, training and evaluating the models.

- PDF of my Bachelor's Thesis

For the main findings of the Exploratory Data analysis and an empirical comparison of the performance of Neural Networks in context of predicting the length of hospitalization please refer to the provided pdf.