Evaluation of Impact of Data Processing on Quality of Machine Learning Model
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 79 | Views: 225

Research Paper | Computer Science and Information Technology | Ukraine | Volume 9 Issue 8, August 2020 | Popularity: 6.8 / 10


     

Evaluation of Impact of Data Processing on Quality of Machine Learning Model

Solovei Olga, Solovei Bohdan


Abstract: In the article is considered a question of how initial data processing impacts the quality of machine learning model. As a result of the research had been received models’ quality score when data is processed by different methods: standardization and scaling. The summary specifies what data process method to be used depending on the chosen machine learning model. All calculations were performed by the functions from Phyton libraries


Keywords: data processing method, confusion matrix, F1-scope, mean absolute error, machine learning model


Edition: Volume 9 Issue 8, August 2020


Pages: 641 - 643



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Solovei Olga, Solovei Bohdan, "Evaluation of Impact of Data Processing on Quality of Machine Learning Model", International Journal of Science and Research (IJSR), Volume 9 Issue 8, August 2020, pp. 641-643, https://www.ijsr.net/getabstract.php?paperid=SR20811133634, DOI: https://www.doi.org/10.21275/SR20811133634

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