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Title: :  Student Grade Prediction using Gradient Boosting Classifier
PaperId: :  19302
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 1 2023
DUI:    16.0415/IJARIIE-19302
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Annakula SrikanthB V Raju Institute of Technology
Alluri Abhi KarthikeyaB V Raju Institute of Technology
Dr. B Venkateswara RaoB V Raju Institute of Technology

Abstract

Computer Engineering
Gradient Boosting Classifier Algorithm, Student Grade Prediction, Predictive Accuracy, Performance Indicator
Educational institutions are increasingly interested in predictive analytics applications, which utilize advanced analytics, including machine learning, to provide high-quality performance data and meaningful insights across all education levels. One crucial performance indicator for students is their grades, and over the past decade, researchers have explored various machine learning techniques to predict them. However, imbalanced datasets have posed significant challenges to achieving accurate predictions. Our project aims to analyze machine learning techniques comprehensively to improve the accuracy of predicting final grades for students in their respective courses, specifically addressing the issue of imbalanced multi-classification. Our proposed model shows promising results that can enhance the predictive accuracy of student grade predictions.

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IJARIIE Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. "Student Grade Prediction using Gradient Boosting Classifier" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 1 2023 Page 1758-1763
MLA Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. "Student Grade Prediction using Gradient Boosting Classifier." International Journal Of Advance Research And Innovative Ideas In Education 9.1(2023) : 1758-1763.
APA Annakula Srikanth, Alluri Abhi Karthikeya, & Dr. B Venkateswara Rao. (2023). Student Grade Prediction using Gradient Boosting Classifier. International Journal Of Advance Research And Innovative Ideas In Education, 9(1), 1758-1763.
Chicago Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. "Student Grade Prediction using Gradient Boosting Classifier." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 1 (2023) : 1758-1763.
Oxford Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. 'Student Grade Prediction using Gradient Boosting Classifier', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 1, 2023, p. 1758-1763. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Student_Grade_Prediction_using_Gradient_Boosting_Classifier_ijariie19302.pdf (Accessed : 01 May 2025).
Harvard Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. (2023) 'Student Grade Prediction using Gradient Boosting Classifier', International Journal Of Advance Research And Innovative Ideas In Education, 9(1), pp. 1758-1763IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Student_Grade_Prediction_using_Gradient_Boosting_Classifier_ijariie19302.pdf (Accessed : 01 May 2025)
IEEE Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao, "Student Grade Prediction using Gradient Boosting Classifier," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 1, pp. 1758-1763, Jan-Feb 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/Student_Grade_Prediction_using_Gradient_Boosting_Classifier_ijariie19302.pdf [Accessed : 01 May 2025].
Turabian Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. "Student Grade Prediction using Gradient Boosting Classifier." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 1 (01 May 2025).
Vancouver Annakula Srikanth, Alluri Abhi Karthikeya, and Dr. B Venkateswara Rao. Student Grade Prediction using Gradient Boosting Classifier. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 01 May 2025]; 9(1) : 1758-1763. Available from: https://ijariie.com/AdminUploadPdf/Student_Grade_Prediction_using_Gradient_Boosting_Classifier_ijariie19302.pdf
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