Improving Learning Experience of Students using Machine Learning

Sagar R; vishal L; shree krishna; Anuj Raj; Dr. V Porkodi

Improving Learning Experience of Students using Machine Learning

May 2023

Vol-9, Issue-3

Paper ID: 20159

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer science

Keywords

- Prediction Machine Learning KNN Algorithm

Abstract

This study aims to improve the learning experience of students by predicting their academic performance using machine learning algorithms. The research utilizes a dataset consisting of student information, such as demographics, prior academic performance, and engagement in extracurricular activities. Several machine learning models were applied to the dataset to predict student performance. The results showed that the decision tree algorithm outperformed other models, achieving an accuracy of 86.5%. The model's performance was further improved by using feature selection techniques and ensemble methods. The early prediction of student performance can assist educators in identifying students who require additional support and interventions, resulting in an enhanced learning experience for all students.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Sagar R	Rajarajeswari college of engineering
2	vishal L	Rajarajeswari college of engineering
3	shree krishna	Rajarajeswari college of engineering
4	Anuj Raj	Rajarajeswari college of engineering
5	Dr. V Porkodi	Rajarajeswari college of engineering

How to Cite

Use the following formats to cite this article in your research.

APA Style

R, Sagar, L, vishal, krishna, shree, Raj, Anuj, & Porkodi, Dr. V (2023). Improving Learning Experience of Students using Machine Learning. International Journal of Advance Research and Innovative Ideas In Education, 9(3), 768-772.

MLA Style

R, Sagar, et al. "Improving Learning Experience of Students using Machine Learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, 2023, pp. 768-772.

IEEE Style

Sagar R, vishal L, shree krishna, Anuj Raj, and Dr. V Porkodi, "Improving Learning Experience of Students using Machine Learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 3, pp. 768-772, 2023.

Vancouver Style

R Sagar, L vishal, krishna shree, Raj Anuj, Porkodi Dr. V. Improving Learning Experience of Students using Machine Learning. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(3):768-772.

Harvard Style

R, Sagar, L, vishal, krishna, shree, Raj, Anuj, & Porkodi, Dr. V (2023) 'Improving Learning Experience of Students using Machine Learning', International Journal of Advance Research and Innovative Ideas In Education, 9(3), pp. 768-772.

Chicago Style

R, Sagar, et al. "Improving Learning Experience of Students using Machine Learning." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 768-772.

Turabian Style

R, Sagar, et al. "Improving Learning Experience of Students using Machine Learning." International Journal of Advance Research and Innovative Ideas In Education 9, no. 3 (2023): 768-772.