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Call for Papers:Vol.11 Issue.3

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Title: :  Automated Machine Learning
PaperId: :  12221
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 6 Issue 3 2020
DUI:    16.0415/IJARIIE-12221
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Manikantha KBNM Institute of Technology
Shreyans JainBNM Institute of Technology
Shreyas K ShankarBNM Institute of Technology
Sachin R BujariBNM Institute of Technology
Suraj C TBNM Institute of Technology

Abstract

Computer Science and Engineeirng
Keyword: - Data cleaning, Feature engineering, Hyper-parameter tuning, Lasso Regression, Ridge Regression, Logistic Regression, Neural Network
Automated machine learning, also referred to as AutoML is the process of automating the time consuming, iterative tasks of machine learning model development. Here the user need not have any knowledge of machine learning or python. In this paper we propose a web-based AutoML system which considerably reduces user intervention. The user has to just upload the dataset and mention the target column, which is taken by our system as the input and a model file is generated as the output which can be used by the user for prediction. In this system we use three different techniques namely Regression, Classification and Neural Networks for generating the best machine learning model for the uploaded dataset.

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IJARIIE Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. "Automated Machine Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 6 Issue 3 2020 Page 1663-1671
MLA Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. "Automated Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 6.3(2020) : 1663-1671.
APA Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, & Suraj C T. (2020). Automated Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education, 6(3), 1663-1671.
Chicago Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. "Automated Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 6, no. 3 (2020) : 1663-1671.
Oxford Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. 'Automated Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 6, no. 3, 2020, p. 1663-1671. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Automated_Machine_Learning_ijariie12221_converted.pdf (Accessed : 12 September 2023).
Harvard Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. (2020) 'Automated Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, 6(3), pp. 1663-1671IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Automated_Machine_Learning_ijariie12221_converted.pdf (Accessed : 12 September 2023)
IEEE Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T, "Automated Machine Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 6, no. 3, pp. 1663-1671, May-Jun 2020. [Online]. Available: https://ijariie.com/AdminUploadPdf/Automated_Machine_Learning_ijariie12221_converted.pdf [Accessed : 12 September 2023].
Turabian Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. "Automated Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 6 number 3 (12 September 2023).
Vancouver Manikantha K, Shreyans Jain, Shreyas K Shankar, Sachin R Bujari, and Suraj C T. Automated Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2020 [Cited : 12 September 2023]; 6(3) : 1663-1671. Available from: https://ijariie.com/AdminUploadPdf/Automated_Machine_Learning_ijariie12221_converted.pdf
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