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  Published Paper Details:

  Paper Title

A COMPREHENSIVE STUDY OF MALARIA DETECTION USING MACHINE LEARNING

  Authors

  Prajna KB,  K Shreshta Subodh Shetty

  Keywords

Machine learning , SVM , CNN , deep transfer learning

  Abstract


Malaria is a disease which is transmitted to people by the bites of female Anopheles mosquitoes. The major symptoms of malaria are fever, tiredness, vomiting, headaches. If it is very severe it can cause the patient to go to coma or cause death. It is preventable and curable. With the normal malaria detection methods, requires a lot of effort in differentiating infected and uninfected cells. Typically, it is really difficult to carry out this process in rural areas. Machine Learning is application of Artificial intelligence which that provides systems the ability to automatically learn and improve from experience without being explicitly programmed. The primary aim is to allow the computers learn automatically without human intervention or assistance and adjust actions accordingly. In this paper we have modelled using four models basic CNN , SVM , and other two models with deep transfer learning . The pre trained with image augmentation gives an accuracy of 96.1 %.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2105922

  Paper ID - 207878

  Page Number(s) - i606-i616

  Pubished in - Volume 9 | Issue 5 | May 2021

  DOI (Digital Object Identifier) -    http://doi.one/10.1729/Journal.27525

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Prajna KB,  K Shreshta Subodh Shetty,   "A COMPREHENSIVE STUDY OF MALARIA DETECTION USING MACHINE LEARNING", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 5, pp.i606-i616, May 2021, Available at :http://www.ijcrt.org/papers/IJCRT2105922.pdf

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ISSN: 2320-2882
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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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