What Is Machine Learning, Artificial Neural Networks and Deep Learning?-Examples of Practical Applications in Medicine

被引:121
作者
Kufel, Jakub [1 ]
Bargiel-Laczek, Katarzyna [2 ]
Kocot, Szymon [3 ]
Kozlik, Maciej [4 ]
Bartnikowska, Wiktoria [2 ]
Janik, Michal [5 ]
Czogalik, Lukasz [5 ]
Dudek, Piotr [5 ]
Magiera, Mikolaj [5 ]
Lis, Anna [6 ]
Paszkiewicz, Iga [5 ]
Nawrat, Zbigniew [1 ]
Cebula, Maciej [7 ]
Gruszczynska, Katarzyna [8 ]
机构
[1] Med Univ Silesia, Fac Med Sci Zabrze, Dept Biophys, PL-41808 Zabrze, Poland
[2] Med Univ Silesia, Fac Med Sci Katowice, Dept Radiol & Nucl Med, Paediat Radiol Students Sci Assoc,Div Diagnost Ima, PL-40752 Katowice, Poland
[3] Bright CodersFactory, Technologiczna 2, PL-45839 Opole, Poland
[4] Med Univ Silesia, Div Cardiol & Struct Heart Dis, PL-40635 Katowice, Poland
[5] Med Univ Silesia, Fac Med Sci Zabrze, Student Sci Assoc, Dept Biophys, Jordana 19, PL-41808 Zabrze, Poland
[6] Med Univ Silesia, Fac Med Sci Katowice, Cardiol Students Sci Assoc, Department Cardiol 3, PL-40635 Katowice, Poland
[7] Individual Specialist Med Practice Maciej Cebula, PL-40754 Katowice, Poland
[8] Med Univ Silesia, Sch Med Katowice, Dept Radiodiagnost Invas Radiol & Nucl Med, Dept Radiol & Nucl Med, Medykow 14, PL-40752 Katowice, Poland
关键词
AI; artificial intelligence; medicine; AI in medicine; HEALTH-CARE; INTELLIGENCE; PREDICTION; SVM;
D O I
10.3390/diagnostics13152582
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Machine learning (ML), artificial neural networks (ANNs), and deep learning (DL) are all topics that fall under the heading of artificial intelligence (AI) and have gained popularity in recent years. ML involves the application of algorithms to automate decision-making processes using models that have not been manually programmed but have been trained on data. ANNs that are a part of ML aim to simulate the structure and function of the human brain. DL, on the other hand, uses multiple layers of interconnected neurons. This enables the processing and analysis of large and complex databases. In medicine, these techniques are being introduced to improve the speed and efficiency of disease diagnosis and treatment. Each of the AI techniques presented in the paper is supported with an example of a possible medical application. Given the rapid development of technology, the use of AI in medicine shows promising results in the context of patient care. It is particularly important to keep a close eye on this issue and conduct further research in order to fully explore the potential of ML, ANNs, and DL, and bring further applications into clinical use in the future.
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页数:22
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