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Call for Papers:Vol.11 Issue.4

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Title: :  Visualizing and Forecasting Stocks Using Machine Learning
PaperId: :  26250
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26250
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Nandkishor MundhePune Institute of Computer Technology
Prof. Dr. B. A SonkamblePune Institute of Computer Technology

Abstract

Computer Engineering
Visualizing and Forecasting Stocks Using Machine Learning
In the era of digital finance, predicting stock market trends and presenting market data in an intuitive manner has become increasingly important for investors and analysts. This project, Visualizing and Forecasting Stocks Using Machine Learning, aims to combine data visualization techniques with machine learning models to enhance the understanding and prediction of stock market movements. Historical stock data is collected from reliable financial APIs and preprocessed to handle missing values, normalize scales, and extract meaningful features. For visualization, dynamic and interactive charts such as candlestick plots, line graphs, and correlation heatmaps are used to help users gain insights into stock behavior over time. On the forecasting side, the project implements and compares various machine learning models, including Linear Regression, ARIMA, LSTM (Long Short-Term Memory) networks, and Random Forests, to predict future stock prices. The models are evaluated based on metrics such as RMSE (Root Mean Square Error), MAE (Mean Absolute Error), and R² Score. Our results demonstrate that deep learning models like LSTM, when properly tuned, provide more accurate predictions for time-series financial data compared to traditional methods. This project not only serves as a practical tool for financial forecasting but also as a foundation for further research in algorithmic trading and investment strategy development. The integration of visualization with predictive analytics enables better decision-making and deeper insight into market dynamics

Citations

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IJARIIE Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. "Visualizing and Forecasting Stocks Using Machine Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 2286-2293
MLA Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. "Visualizing and Forecasting Stocks Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 2286-2293.
APA Nandkishor Mundhe, & Prof. Dr. B. A Sonkamble. (2025). Visualizing and Forecasting Stocks Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 2286-2293.
Chicago Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. "Visualizing and Forecasting Stocks Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 2286-2293.
Oxford Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. 'Visualizing and Forecasting Stocks Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 2286-2293. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Visualizing_and_Forecasting_Stocks_Using_Machine_Learning_ijariie26250.pdf (Accessed : 25 June 2025).
Harvard Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. (2025) 'Visualizing and Forecasting Stocks Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 2286-2293IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Visualizing_and_Forecasting_Stocks_Using_Machine_Learning_ijariie26250.pdf (Accessed : 25 June 2025)
IEEE Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble, "Visualizing and Forecasting Stocks Using Machine Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 2286-2293, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Visualizing_and_Forecasting_Stocks_Using_Machine_Learning_ijariie26250.pdf [Accessed : 25 June 2025].
Turabian Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. "Visualizing and Forecasting Stocks Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 (25 June 2025).
Vancouver Nandkishor Mundhe, and Prof. Dr. B. A Sonkamble. Visualizing and Forecasting Stocks Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 25 June 2025]; 11(2) : 2286-2293. Available from: https://ijariie.com/AdminUploadPdf/Visualizing_and_Forecasting_Stocks_Using_Machine_Learning_ijariie26250.pdf
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