https://github.com/alecbytes/datasciencefinalproject

UF Online Summer 2023 Data Science Final Project
https://github.com/alecbytes/datasciencefinalproject

Last synced: 2 months ago
JSON representation

UF Online Summer 2023 Data Science Final Project

• Host: GitHub
• URL: https://github.com/alecbytes/datasciencefinalproject
• Owner: AlecBytes
• Created: 2023-06-26T16:59:18.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2023-08-08T17:22:49.000Z (almost 3 years ago)
• Last Synced: 2025-01-09T04:37:16.045Z (over 1 year ago)
• Language: Jupyter Notebook
• Size: 33.2 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: readme.txt

Awesome Lists containing this project

README

          
The project consists of several Python Jupyter notebooks:

DataExploration.ipynb

    - Data exploration through statistical descriptions and analysis.

GenreModels.ipynb & PopularityModels.ipynb

    - Data preprocessing and model training.

    - To train a model

        1. Run the code blocks listed under the preprocessing header.

        2. Find the header of the specific model you wish to train and run the code blocks below it.

Results_genre.ipynb & Results_popularity.ipynb

    - Visualizations of the results such as accuracy, f1-score, RMSE, and runtime.

IDE: VS Code

Requirments:

    - Python

    - Python packages

        - pandas

        - numpy

        - sklearn

        - xgboost

        - matplotlib

        - seaborn

        - tensorflow

        - keras