Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti

This research project focuses on developing a laptop price prediction model using the decision tree algorithm based on laptop specifications. The objective is to provide a reliable tool for students, laptop buyers, and sellers to estimate laptop prices accurately. The project involves data collectio...

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Main Author: Abd Mokti, Nurnazifah
Format: Thesis
Language:English
Published: 2024
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/96444/1/96444.pdf
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spelling my-uitm-ir.964442024-06-05T23:35:29Z Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti 2024 Abd Mokti, Nurnazifah Algorithms This research project focuses on developing a laptop price prediction model using the decision tree algorithm based on laptop specifications. The objective is to provide a reliable tool for students, laptop buyers, and sellers to estimate laptop prices accurately. The project involves data collection, data preparation, and the implementation of the decision tree algorithm for price prediction. The decision tree's effectiveness and accuracy in predicting laptop prices are evaluated through rigorous testing and validation. The findings of this research aim to offer valuable insights into the relationship between laptop specifications and their corresponding prices, helpingusers make informed decisions in the laptop market. The model's interpretability and ease of use contribute to its practical applicability. The project's results and their implications are documented in a comprehensive report, providing a clear overview of the methodology, evaluation process, and potential real-world applications. Overall, this laptop price prediction model demonstrates the effectiveness of the decision tree algorithm in delivering accurate and valuable predictions for various stakeholders in the laptop industry. 2024 Thesis https://ir.uitm.edu.my/id/eprint/96444/ https://ir.uitm.edu.my/id/eprint/96444/1/96444.pdf text en public degree Universiti Teknologi MARA, Terengganu College of Computing, Informatics and Mathematics Isa, Norulhidayah
institution Universiti Teknologi MARA
collection UiTM Institutional Repository
language English
advisor Isa, Norulhidayah
topic Algorithms
spellingShingle Algorithms
Abd Mokti, Nurnazifah
Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti
description This research project focuses on developing a laptop price prediction model using the decision tree algorithm based on laptop specifications. The objective is to provide a reliable tool for students, laptop buyers, and sellers to estimate laptop prices accurately. The project involves data collection, data preparation, and the implementation of the decision tree algorithm for price prediction. The decision tree's effectiveness and accuracy in predicting laptop prices are evaluated through rigorous testing and validation. The findings of this research aim to offer valuable insights into the relationship between laptop specifications and their corresponding prices, helpingusers make informed decisions in the laptop market. The model's interpretability and ease of use contribute to its practical applicability. The project's results and their implications are documented in a comprehensive report, providing a clear overview of the methodology, evaluation process, and potential real-world applications. Overall, this laptop price prediction model demonstrates the effectiveness of the decision tree algorithm in delivering accurate and valuable predictions for various stakeholders in the laptop industry.
format Thesis
qualification_level Bachelor degree
author Abd Mokti, Nurnazifah
author_facet Abd Mokti, Nurnazifah
author_sort Abd Mokti, Nurnazifah
title Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti
title_short Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti
title_full Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti
title_fullStr Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti
title_full_unstemmed Laptop price prediction using decision tree algorithm / Nurnazifah Abd Mokti
title_sort laptop price prediction using decision tree algorithm / nurnazifah abd mokti
granting_institution Universiti Teknologi MARA, Terengganu
granting_department College of Computing, Informatics and Mathematics
publishDate 2024
url https://ir.uitm.edu.my/id/eprint/96444/1/96444.pdf
_version_ 1804889989047123968