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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...

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Autores principales: Ramesh, Prasanna Venkatesh, Devadas, Aji Kunnath, Ray, Prajnya, Ramesh, Shruthy Vaishali, Joshua, Tensingh, Priyan, Vinoth, Ramesh, Meena Kumari, Rajasekaran, Ramesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wolters Kluwer - Medknow 2022
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.
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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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