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Title: :  Home Price Prediction Using Machine Learning
PaperId: :  26636
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26636
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
G TusharVidya Vikas Institute of Engineering & Technology
Rajeshwari CVidya Vikas Institute of Engineering & Technology
Arpitha MVidya Vikas Institute of Engineering & Technology

Abstract

Computer Science & Engineering
Keyword: - Machine Learning, Home Price Prediction, Real Estate, Linear Regression, Location-Based Features, Flask, Python & Data Analytics.
ABSTRACT The rapid expansion of the real estate industry, particularly in urban areas like Bangalore, has highlighted the need for efficient, accurate, and data-driven property valuation methods. Traditional techniques for estimating home prices often rely on manual assessments and subjective judgment, which can result in inconsistencies and lack of transparency. This paper introduces a machine learning-based predictive model designed to estimate home prices using key features such as total square footage, number of bedrooms (BHK), number of bathrooms, and geographic location. The model is trained using a structured dataset, where location is encoded using one-hot encoding to handle the city's diverse neighbourhoods, enabling the model to capture regional price variations effectively. The implementation includes a user-friendly web application built with Python and Flask, which allows users to input property details and receive instant price estimates. A database is integrated for user authentication and data storage. The model demonstrates strong predictive performance for properties within the Bangalore region, offering valuable support for buyers, sellers, and real estate agents. By automating the valuation process, this system enhances decision-making, promotes market transparency, and reduces the time and effort traditionally required for home price estimation.

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IJARIIE G Tushar, Rajeshwari C, and Arpitha M. "Home Price Prediction Using Machine Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 1585-1588
MLA G Tushar, Rajeshwari C, and Arpitha M. "Home Price Prediction Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 1585-1588.
APA G Tushar, Rajeshwari C, & Arpitha M. (2025). Home Price Prediction Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 1585-1588.
Chicago G Tushar, Rajeshwari C, and Arpitha M. "Home Price Prediction Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 1585-1588.
Oxford G Tushar, Rajeshwari C, and Arpitha M. 'Home Price Prediction Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 1585-1588. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Home_Price_Prediction_Using_Machine_Learning_ijariie26636.pdf (Accessed : ).
Harvard G Tushar, Rajeshwari C, and Arpitha M. (2025) 'Home Price Prediction Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 1585-1588IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Home_Price_Prediction_Using_Machine_Learning_ijariie26636.pdf (Accessed : )
IEEE G Tushar, Rajeshwari C, and Arpitha M, "Home Price Prediction Using Machine Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 1585-1588, May-Jun 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Home_Price_Prediction_Using_Machine_Learning_ijariie26636.pdf [Accessed : ].
Turabian G Tushar, Rajeshwari C, and Arpitha M. "Home Price Prediction Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver G Tushar, Rajeshwari C, and Arpitha M. Home Price Prediction Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 1585-1588. Available from: http://ijariie.com/AdminUploadPdf/Home_Price_Prediction_Using_Machine_Learning_ijariie26636.pdf
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