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Pulmonary disease identification using machine learning and deep learning techniques

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dc.contributor.author Rathnayake, Chandu
dc.date.accessioned 2024-04-29T06:21:07Z
dc.date.available 2024-04-29T06:21:07Z
dc.date.issued 2023
dc.identifier.citation Rathnayake, Chandu (2023) Pulmonary disease identification using machine learning and deep learning techniques. BSc. Dissertation, Informatics Institute of Technology en_US
dc.identifier.issn 2019289
dc.identifier.uri http://dlib.iit.ac.lk/xmlui/handle/123456789/2083
dc.description.abstract "The early detection and diagnosis of lung diseases can greatly improve the prognosis of affected individuals. However, the traditional methods of diagnosis rely heavily on subjective assessments of symptoms and medical imaging. This often leads to a delay in diagnosis and treatment. In light of this challenge, a system that can effectively predict lung diseases by combining patient symptoms and X-ray images can greatly enhance the accuracy and speed of diagnosis. This study presents a novel lung disease prediction system that utilizes both patient symptoms and X-ray images to provide a more comprehensive and reliable diagnosis. The solution proposed in this project is the development of a mobile application for detecting lung diseases. The application will utilize both patient symptoms and X-ray images to make a diagnosis. By combining these two sources of information, the application will provide a more comprehensive and accurate assessment of the patient's condition, reducing the chances of misdiagnosis. The goal is to create a tool that is accessible and convenient for individuals, especially considering the current circumstances where many patients are unable to visit the hospital. This application has the potential to help address the growing problem of lung diseases among young people, particularly those with smoking addictions, by providing them with a quick and easy way to assess their health." en_US
dc.language.iso en en_US
dc.subject Machine Learning en_US
dc.subject Deep learning en_US
dc.subject Convolutional Neural Network en_US
dc.title Pulmonary disease identification using machine learning and deep learning techniques en_US
dc.type Thesis en_US


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