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Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match?
Big data has been a game changer of machine learning. But, big data is a form of centralized version of data only available and accessible to the technology giants. A way to decentralize this data and make machine learning accessible to the smaller organizations is via the blockchain technology. Thi...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer - Medknow
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9359239/ https://www.ncbi.nlm.nih.gov/pubmed/35648013 http://dx.doi.org/10.4103/ijo.IJO_143_22 |
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author | Ramesh, Prasanna Venkatesh Devadas, Aji Kunnath Ray, Prajnya Ramesh, Shruthy Vaishali Joshua, Tensingh Priyan, Vinoth Ramesh, Meena Kumari Rajasekaran, Ramesh |
author_facet | Ramesh, Prasanna Venkatesh Devadas, Aji Kunnath Ray, Prajnya Ramesh, Shruthy Vaishali Joshua, Tensingh Priyan, Vinoth Ramesh, Meena Kumari Rajasekaran, Ramesh |
author_sort | Ramesh, Prasanna Venkatesh |
collection | PubMed |
description | Big data has been a game changer of machine learning. But, big data is a form of centralized version of data only available and accessible to the technology giants. A way to decentralize this data and make machine learning accessible to the smaller organizations is via the blockchain technology. This peer-to-peer network creates a common database accessible to those in the network. Furthermore, blockchain helps in securing the digital data and prevents data tampering due to human interactions. This technology keeps a constant track of the document in terms of creation, editing, etc., and makes this information accessible to all. It is a chain of data being distributed across many computers, with a database containing details about each transaction. This record helps in data security and prevents data modification. This technology also helps create big data from multiple sources of small data paving way for creating a well serving artificial intelligence model. Here in this manuscript, we discuss about the usage of blockchain, its current role in machine learning and challenges faced by it. |
format | Online Article Text |
id | pubmed-9359239 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Wolters Kluwer - Medknow |
record_format | MEDLINE/PubMed |
spelling | pubmed-93592392022-08-10 Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? Ramesh, Prasanna Venkatesh Devadas, Aji Kunnath Ray, Prajnya Ramesh, Shruthy Vaishali Joshua, Tensingh Priyan, Vinoth Ramesh, Meena Kumari Rajasekaran, Ramesh Indian J Ophthalmol Current Ophthalmology Big data has been a game changer of machine learning. But, big data is a form of centralized version of data only available and accessible to the technology giants. A way to decentralize this data and make machine learning accessible to the smaller organizations is via the blockchain technology. This peer-to-peer network creates a common database accessible to those in the network. Furthermore, blockchain helps in securing the digital data and prevents data tampering due to human interactions. This technology keeps a constant track of the document in terms of creation, editing, etc., and makes this information accessible to all. It is a chain of data being distributed across many computers, with a database containing details about each transaction. This record helps in data security and prevents data modification. This technology also helps create big data from multiple sources of small data paving way for creating a well serving artificial intelligence model. Here in this manuscript, we discuss about the usage of blockchain, its current role in machine learning and challenges faced by it. Wolters Kluwer - Medknow 2022-06 2022-05-31 /pmc/articles/PMC9359239/ /pubmed/35648013 http://dx.doi.org/10.4103/ijo.IJO_143_22 Text en Copyright: © 2022 Indian Journal of Ophthalmology https://creativecommons.org/licenses/by-nc-sa/4.0/This is an open access journal, and articles are distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License, which allows others to remix, tweak, and build upon the work non-commercially, as long as appropriate credit is given and the new creations are licensed under the identical terms. |
spellingShingle | Current Ophthalmology Ramesh, Prasanna Venkatesh Devadas, Aji Kunnath Ray, Prajnya Ramesh, Shruthy Vaishali Joshua, Tensingh Priyan, Vinoth Ramesh, Meena Kumari Rajasekaran, Ramesh Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? |
title | Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? |
title_full | Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? |
title_fullStr | Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? |
title_full_unstemmed | Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? |
title_short | Under lock and key: Incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - A perfect match? |
title_sort | under lock and key: incorporation of blockchain technology in the field of ophthalmic artificial intelligence for big data management - a perfect match? |
topic | Current Ophthalmology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9359239/ https://www.ncbi.nlm.nih.gov/pubmed/35648013 http://dx.doi.org/10.4103/ijo.IJO_143_22 |
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