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PANDEMIC ANALYZER FOR EFFICIENT PREDICTION OF COVID-19 IN INDIA USING MACHINE LEARNING ALGORITHMS

    Authors

    • OWK.MRUDULA . 1
    • A. MARY SOWJANYA 2

    1 Research Scholar, Department of CS&SE, Andhra University College of Engineering (A), Visakhapatnam, AP, India

    2 Assistant Professor, Department of CS&SE, Andhra University College of Engineering (A), Visakhapatnam, AP, India.

,

Document Type : Research Article

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Abstract

With the rapid growth of COVID-19 pandemic infectious disease caused by the Corona Virus. It was first identified in Wuhan in December 2019. It expanded its circle all over the world and finally spreading its route to India. The whole world is fighting against the spread of this deadly disease, cases in India also gradually increasing day by day since May after lockdown. This article proposes how to contribute to utilizing the machine learning and deep learning models with the aim for understanding its everyday exponential behaviour along with the prediction of future reachability of the COVID-2019 across the nations by utilizing the real-time information from the Johns Hopkins. This paper studies the COVID-19 dataset and explore the data by data visualization with different libraries that are available in Python. The paper also discusses the current situation in India while tackling the Covid-19 pandemic and the ongoing development in AI and ML has significantly improved treatment, medication, screening tests, prediction, forecasting, contact tracing, and drug/vaccine development process for the Covid19 pandemic and reduce the human intervention in medical practice. However, most of the models are not deployed enough to show their real-world operation, but they are still up to the mark. Within this paper, we present Exploratory Data Analysis, Data Preprocessing, Data Cleaning and Manipulations, Machine Learning Algorithms, Pandemic Analyzing Engine GUI, and Deep Learning. We have performed linear regression, Decision Tree, SVM, Random Forest and for forecasting, we performed FBPrompet, ARIMA model to predict the next 15 day’s Pandemic situation.

Keywords

  • ARIMA model
  • CORONAVIRUS
  • Deep learning
  • forecasting
  • FB Prophet ModelMachine learning
  • prediction
  • Web Scraping
  • XML
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  • MLA
  • HARVARD
  • VANCOUVER
    • Article View: 593
    • PDF Download: 829
European Journal of Molecular & Clinical Medicine
Volume 7, Issue 3
November 2020
Page 2271-2285
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  • Article View: 593
  • PDF Download: 829

APA

., O., & SOWJANYA, A. M. (2020). PANDEMIC ANALYZER FOR EFFICIENT PREDICTION OF COVID-19 IN INDIA USING MACHINE LEARNING ALGORITHMS. European Journal of Molecular & Clinical Medicine, 7(3), 2271-2285.

MLA

OWK.MRUDULA .; A. MARY SOWJANYA. "PANDEMIC ANALYZER FOR EFFICIENT PREDICTION OF COVID-19 IN INDIA USING MACHINE LEARNING ALGORITHMS". European Journal of Molecular & Clinical Medicine, 7, 3, 2020, 2271-2285.

HARVARD

., O., SOWJANYA, A. M. (2020). 'PANDEMIC ANALYZER FOR EFFICIENT PREDICTION OF COVID-19 IN INDIA USING MACHINE LEARNING ALGORITHMS', European Journal of Molecular & Clinical Medicine, 7(3), pp. 2271-2285.

VANCOUVER

., O., SOWJANYA, A. M. PANDEMIC ANALYZER FOR EFFICIENT PREDICTION OF COVID-19 IN INDIA USING MACHINE LEARNING ALGORITHMS. European Journal of Molecular & Clinical Medicine, 2020; 7(3): 2271-2285.

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