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Title: :  AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION
PaperId: :  20556
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 3 2023
DUI:    16.0415/IJARIIE-20556
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rahul SangamnereSinhgad college of engineering
Shivam MahajanSinhgad college of engineering
Surbhi BajiraoSinhgad college of engineering
Robin SinghSinhgad college of engineering
S.V. PatilSinhgad college of engineering

Abstract

Computer Engineering
Encoding, Big Data, Automated machine learning, data preprocessing, feature engineering.
Data preprocessing is a crucial step in Machine Learning, as it directly affects the quality of data and the information obtained from it. However, the numerous options available for each transformation task can overwhelm inexperienced users. To address this, we have developed a simple Python-based Auto-preprocessing architecture for Automated Machine Learning. This architecture provides automated, interactive, and data-driven support to help users efficiently perform data preprocessing tasks. Our method offers valuable insights into datasets and effectively handles standard data preprocessing tasks. It begins by detecting any issues in the data and presents them to the user through engaging visualizations. Then, it recommends the most effective data cleaning and preparation techniques by evaluating state-of-the-art methods. To evaluate the effectiveness of our approach, we applied the architecture to ten diverse datasets for automatic data preprocessing before feeding them into a Machine Learning algorithm. We compared the results obtained using our approach with those achieved by manually preprocessed data using the same algorithm. The results demonstrated that our approach not only simplified and streamlined the entire process but also significantly improved the model's performance.

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IJARIIE Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. "AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 3 2023 Page 2864-2868
MLA Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. "AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION." International Journal Of Advance Research And Innovative Ideas In Education 9.3(2023) : 2864-2868.
APA Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, & S.V. Patil. (2023). AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION. International Journal Of Advance Research And Innovative Ideas In Education, 9(3), 2864-2868.
Chicago Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. "AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 3 (2023) : 2864-2868.
Oxford Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. 'AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, 2023, p. 2864-2868. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AUTOMATED_DATASET_PREPROCESSING_USING_WINSORIZARTION_AND_VISUALIZATION_ijariie20556.pdf (Accessed : ).
Harvard Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. (2023) 'AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION', International Journal Of Advance Research And Innovative Ideas In Education, 9(3), pp. 2864-2868IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AUTOMATED_DATASET_PREPROCESSING_USING_WINSORIZARTION_AND_VISUALIZATION_ijariie20556.pdf (Accessed : )
IEEE Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil, "AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, pp. 2864-2868, May-Jun 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/AUTOMATED_DATASET_PREPROCESSING_USING_WINSORIZARTION_AND_VISUALIZATION_ijariie20556.pdf [Accessed : ].
Turabian Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. "AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 3 ().
Vancouver Rahul Sangamnere, Shivam Mahajan, Surbhi Bajirao, Robin Singh, and S.V. Patil. AUTOMATED DATASET PREPROCESSING USING WINSORIZARTION AND VISUALIZATION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : ]; 9(3) : 2864-2868. Available from: https://ijariie.com/AdminUploadPdf/AUTOMATED_DATASET_PREPROCESSING_USING_WINSORIZARTION_AND_VISUALIZATION_ijariie20556.pdf
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