Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1783640358666633216 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7825660 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kotelukoliwia howdomachineslearnartificialintelligenceasanewerainmedicine AT warteckiadrian howdomachineslearnartificialintelligenceasanewerainmedicine AT mazureksylwia howdomachineslearnartificialintelligenceasanewerainmedicine AT kołodziejczakiga howdomachineslearnartificialintelligenceasanewerainmedicine AT mackiewiczandrzej howdomachineslearnartificialintelligenceasanewerainmedicine |