https://github.com/robson-python/academic-performance

Project to evaluate students' academic performance.
https://github.com/robson-python/academic-performance

csv-import data data-analysis data-science jupyter-notebook machine-learning matplotlib pandas python scikit-learn seaborn vscode

Last synced: 1 day ago
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Project to evaluate students' academic performance.

• Host: GitHub
• URL: https://github.com/robson-python/academic-performance
• Owner: Robson-Python
• License: gpl-3.0
• Created: 2025-01-23T14:09:45.000Z (19 days ago)
• Default Branch: main
• Last Pushed: 2025-02-05T16:09:39.000Z (6 days ago)
• Last Synced: 2025-02-05T17:24:14.508Z (5 days ago)
• Topics: csv-import, data, data-analysis, data-science, jupyter-notebook, machine-learning, matplotlib, pandas, python, scikit-learn, seaborn, vscode
• Language: Jupyter Notebook
• Homepage:
• Size: 1.21 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Academic-Performance

Project to evaluate students' academic performance.

This project was my academic evaluation work for my Python course taken at the FEA.Dev institution at the University of São Paulo - USP. I made some improvements from the original project using approaches I learned in other courses and managed to achieve this result.

This is a project for exploratory and predictive analysis of students' academic performance. The dataframe was analyzed, cleaned and modeled. Then I performed the exploratory analysis and, together with the data visualization, I was able to extract the main insights and thus create a predictive analysis to improve students' academic performance.

I also did an Artificial Intelligence project with the variation of new students' grades based on the analysis of the previous project that can be seen in the file alunos_ia.ipynb.

Software and equipment used for development: Python 3.12.8 - Libraries (Pandas, Numpy, Matplotlib, Seaborn, scikit-learn)

Operating System: Windows 11 Home Single Language.

Computer: HP 256 G9 - Intel Core I3.

Data Analysis and Machine Learning

© 2025 - by Robson Silva - Python Programmer and Data Analyst.