https://github.com/krpal2001/proctoring-application

Proctoring application utilizing Machine Learning in Python for comprehensive student monitoring, ensuring integrity and fairness in online assessments through advanced real-time analysis and detection.
https://github.com/krpal2001/proctoring-application

csv-files machine-learning machine-learning-algorithms mediapipe opencv python streamlit-webapp tensorflow

Last synced: 8 days ago
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Proctoring application utilizing Machine Learning in Python for comprehensive student monitoring, ensuring integrity and fairness in online assessments through advanced real-time analysis and detection.

• Host: GitHub
• URL: https://github.com/krpal2001/proctoring-application
• Owner: krpal2001
• Created: 2024-08-21T06:03:37.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-08-21T06:05:30.000Z (3 months ago)
• Last Synced: 2024-10-12T04:41:38.071Z (about 1 month ago)
• Topics: csv-files, machine-learning, machine-learning-algorithms, mediapipe, opencv, python, streamlit-webapp, tensorflow
• Language: Python
• Homepage:
• Size: 1.31 MB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
The Comprehensive Student Monitoring Solution represents an innovative approach to

enhancing the integrity and security of online education. This project introduces a robust

system incorporating advanced proctoring features, drowsiness detection algorithms, and

efficient attendance tracking mechanisms. With an impressive accuracy of 98% and a

precision rate of 96%, the system minimizes false positives and provides educators with

reliable insights. The integration of facial recognition, behavior analysis, and screen

monitoring elevates the system's capabilities, ensuring a secure and trustworthy environment

for online assessments. The implementation of a drowsiness detection algorithm further

enhances the fairness and validity of exam results, addressing a critical aspect of student

engagement during assessments. The user-friendly interface prioritizes a seamless

experience for educators, administrators, and students. The project's success not only

contributes to secure online assessments but also positions itself at the forefront of

innovative educational technology. Lessons learned from the iterative development process,

collaborative stakeholder involvement, and addressing challenges such as privacy concerns

and technological integration provide valuable insights. As the system sets a foundation for

ongoing advancements, the future roadmap includes continuous improvement, global

adoption through collaboration with international institutions, and staying responsive to

emerging technologies. In essence, the Comprehensive Student Monitoring Solution stands

as a transformative tool, meeting the dynamic needs of online education and ensuring a

conducive learning environment for students worldwide.