International Journal of Advances in Electronics and Computer Science ( IJAECS )
A highly rated peer reviewed monthly International Journal
Editor-in-Chief : Dr. P. Suresh
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Publisher:IRAJ
ISSN (p): 2394-2835
Issues /Year :12
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Paper Detail


Paper Title
Diabetic Patient Classification: An Efficient Algorithm Based on Deep Learning Approach

Abstract
During the last decade, some important progress on machine learning ML area have been made, especially with the apparition of a new subfield called deep learning DL and CNN networks (Convolutional Neural Networks). This new tendency is used to perform much more sophisticated algorithms allowing high performance in many disciplines such as: pattern recognition, image classification, computer vision, as well as other supervised and unsupervised classification tasks. In this work, we have developed an automatic classifier that permits to classify a number of diabetic patients based on some blood characteristics by using ML approach and DL approach. Initially, we have proceeded to the classification task using many ML algorithms. Then we proposed a simple CNN model composed of many layers. Finally, we established a comparison between ML and DL algorithms. For programming, we have used Python, Tensor flow and Keras which are the most used in the field. Keywords - Diabetes Classification, Machine Learning, Deep Learning, Artificial Neural Networks, Convolutional Neural Networks


Author - Said Gadri

Published : Volume-7,Issue-3  ( Mar, 2020 )


DOIONLINE Number - IJAECS-IRAJ-DOIONLINE-17008   View Here

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| Published on 2020-05-18
   
   
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