International Journal For Multidisciplinary Research
E-ISSN: 2582-2160
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A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal
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Volume 6 Issue 6
November-December 2024
Indexing Partners
Cardiovascular Disease Detection using Deep Learning
Author(s) | AADIT TRIVEDI, AARYA SHAH, Dr. M. L. Sworna Kokila |
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Country | India |
Abstract | Cardiovascular diseases have surged as the leading global cause of death, necessitating a focus on early detection and continuous monitoring. This study employs deep learning, specifically the MobileNet Architecture, on a public ECG dataset to predict four cardiac abnormalities: abnormal heartbeat, myocardial infarction, history of myocardial infarction, and normal cases. The developed model demonstrates a notable training accuracy of 97.34% and validation accuracy of 91.00%, showcasing its efficacy in disease classification. With the potential to save lives and reduce healthcare costs, this algorithmic approach offers a reliable, time-efficient alternative to manual diagnosis in detecting heart disorders, providing valuable support to medical professionals.. |
Keywords | Cardiovascular diseases, deep learning, MobileNet Architecture, ECG dataset, early detection, disease classification, healthcare, medical professionals. |
Field | Computer > Artificial Intelligence / Simulation / Virtual Reality |
Published In | Volume 6, Issue 1, January-February 2024 |
Published On | 2024-02-28 |
Cite This | Cardiovascular Disease Detection using Deep Learning - AADIT TRIVEDI, AARYA SHAH, Dr. M. L. Sworna Kokila - IJFMR Volume 6, Issue 1, January-February 2024. DOI 10.36948/ijfmr.2024.v06i01.13749 |
DOI | https://doi.org/10.36948/ijfmr.2024.v06i01.13749 |
Short DOI | https://doi.org/gtktjf |
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E-ISSN 2582-2160
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