Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2021.
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Brac University
2023
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10361-179242023-03-22T05:36:41Z Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm Ahmed, Istear Karmakar, Tushar Anadi, Iffat Sumaita Azad, MD.Shahriar Sharif, Faiza Ibnat Arif, Hossain Department of Computer Science and Engineering, Brac University Data analysis University student Major subject Job sector prediction KNN Decision tree algorithm Computer algorithms. This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2021. Cataloged from PDF version of thesis. Includes bibliographical references (pages 31-32). The students are at a loss when it comes to choosing their major or field of work due to inefficient school system and decision making of the parents. This problem can be resolved to some extent by using classifiers. The accuracy of the decision the students will take can be gauged these using classifiers. These classifiers such as KNeighbor classifier and Decision tree classifier help to gauge the accuracy of the prediction. Decision tree classifier is more accurate in predicting the correct outcome. This use of classifier will help the students to take the right decision in case of their study and career field. Based on a student’s extra-curricular activity, Olympiad and HSC grade it predicts the major subject of an undergraduate student. Again, based on an undergraduate student’s major subject, CGPA and extra-curricular activity it predicts job of the student. Istear Ahmed Tushar Karmakar IffatSumaitaAnadi MD.Shahriar Azad Faiza Ibnat Sharif B. Computer Science and Engineering 2023-02-28T05:56:10Z 2023-02-28T05:56:10Z 2021 2021-09 Thesis ID: 19101662 ID: 19101663 ID: 17101353 ID: 17101181 ID: 18301287 http://hdl.handle.net/10361/17924 en Brac University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 32 pages application/pdf Brac University |
institution |
Brac University |
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Institutional Repository |
language |
English |
topic |
Data analysis University student Major subject Job sector prediction KNN Decision tree algorithm Computer algorithms. |
spellingShingle |
Data analysis University student Major subject Job sector prediction KNN Decision tree algorithm Computer algorithms. Ahmed, Istear Karmakar, Tushar Anadi, Iffat Sumaita Azad, MD.Shahriar Sharif, Faiza Ibnat Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm |
description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2021. |
author2 |
Arif, Hossain |
author_facet |
Arif, Hossain Ahmed, Istear Karmakar, Tushar Anadi, Iffat Sumaita Azad, MD.Shahriar Sharif, Faiza Ibnat |
format |
Thesis |
author |
Ahmed, Istear Karmakar, Tushar Anadi, Iffat Sumaita Azad, MD.Shahriar Sharif, Faiza Ibnat |
author_sort |
Ahmed, Istear |
title |
Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm |
title_short |
Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm |
title_full |
Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm |
title_fullStr |
Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm |
title_full_unstemmed |
Accuracy of data analysis on university student's major subject and job sector prediction using KNN and decision tree algorithm |
title_sort |
accuracy of data analysis on university student's major subject and job sector prediction using knn and decision tree algorithm |
publisher |
Brac University |
publishDate |
2023 |
url |
http://hdl.handle.net/10361/17924 |
work_keys_str_mv |
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