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How Do Machines Learn? Artificial Intelligence as a New Era in Medicine

With an increased number of medical data generated every day, there is a strong need for reliable, automated evaluation tools. With high hopes and expectations, machine learning has the potential to revolutionize many fields of medicine, helping to make faster and more correct decisions and improvin...

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Detalles Bibliográficos
Autores principales: Koteluk, Oliwia, Wartecki, Adrian, Mazurek, Sylwia, Kołodziejczak, Iga, Mackiewicz, Andrzej
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7825660/
https://www.ncbi.nlm.nih.gov/pubmed/33430240
http://dx.doi.org/10.3390/jpm11010032
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author Koteluk, Oliwia
Wartecki, Adrian
Mazurek, Sylwia
Kołodziejczak, Iga
Mackiewicz, Andrzej
author_facet Koteluk, Oliwia
Wartecki, Adrian
Mazurek, Sylwia
Kołodziejczak, Iga
Mackiewicz, Andrzej
author_sort Koteluk, Oliwia
collection PubMed
description With an increased number of medical data generated every day, there is a strong need for reliable, automated evaluation tools. With high hopes and expectations, machine learning has the potential to revolutionize many fields of medicine, helping to make faster and more correct decisions and improving current standards of treatment. Today, machines can analyze, learn, communicate, and understand processed data and are used in health care increasingly. This review explains different models and the general process of machine learning and training the algorithms. Furthermore, it summarizes the most useful machine learning applications and tools in different branches of medicine and health care (radiology, pathology, pharmacology, infectious diseases, personalized decision making, and many others). The review also addresses the futuristic prospects and threats of applying artificial intelligence as an advanced, automated medicine tool.
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spelling pubmed-78256602021-01-24 How Do Machines Learn? Artificial Intelligence as a New Era in Medicine Koteluk, Oliwia Wartecki, Adrian Mazurek, Sylwia Kołodziejczak, Iga Mackiewicz, Andrzej J Pers Med Review With an increased number of medical data generated every day, there is a strong need for reliable, automated evaluation tools. With high hopes and expectations, machine learning has the potential to revolutionize many fields of medicine, helping to make faster and more correct decisions and improving current standards of treatment. Today, machines can analyze, learn, communicate, and understand processed data and are used in health care increasingly. This review explains different models and the general process of machine learning and training the algorithms. Furthermore, it summarizes the most useful machine learning applications and tools in different branches of medicine and health care (radiology, pathology, pharmacology, infectious diseases, personalized decision making, and many others). The review also addresses the futuristic prospects and threats of applying artificial intelligence as an advanced, automated medicine tool. MDPI 2021-01-07 /pmc/articles/PMC7825660/ /pubmed/33430240 http://dx.doi.org/10.3390/jpm11010032 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Koteluk, Oliwia
Wartecki, Adrian
Mazurek, Sylwia
Kołodziejczak, Iga
Mackiewicz, Andrzej
How Do Machines Learn? Artificial Intelligence as a New Era in Medicine
title How Do Machines Learn? Artificial Intelligence as a New Era in Medicine
title_full How Do Machines Learn? Artificial Intelligence as a New Era in Medicine
title_fullStr How Do Machines Learn? Artificial Intelligence as a New Era in Medicine
title_full_unstemmed How Do Machines Learn? Artificial Intelligence as a New Era in Medicine
title_short How Do Machines Learn? Artificial Intelligence as a New Era in Medicine
title_sort how do machines learn? artificial intelligence as a new era in medicine
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7825660/
https://www.ncbi.nlm.nih.gov/pubmed/33430240
http://dx.doi.org/10.3390/jpm11010032
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