-
Named Entity Disambiguation With Wikipedia As a Knowledge Base [ LingMon #77 ]
We focus on the problem of named entity disambiguation on a very detailed level. To each entity is assigned a concrete identifier of a corresponding Wikipedia article describing the entity. We will compare various context representations for proper disambiguation: bag of words representation, sentence structure representation and entity co-occurrence representation. We will show how we preprocess freely available dumps from Wikipedia in order to form indexes representing the context of named entities. Briefly we will cover also the topic of Czech DBpedia and the way it can be used to enrich textual content with structured data.
published: 18 Jan 2022
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Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as a...
published: 07 Jan 2021
-
What happens when the internet vanishes? - BBC News
New research shows that the internet was deliberately shutdown more than 200 times last year in 33 separate countries.
The outages, orchestrated by governments are affecting tens of millions of people all over the world. India saw by far the highest number of blackouts with the authorities claiming to use the measure to stop fake news spreading.
But across the world, there’s a growing concern from human rights groups that internet shutdowns are becoming a defining tool of government repression. Our Cyber-security Reporter Joe Tidy reports
Please subscribe HERE http://bit.ly/1rbfUog
published: 01 Mar 2020
-
Why Is Britain Also Known As Blighty?
BUY THE ORIGIN OF NAMES, WORDS AND EVERYTHING IN BETWEEN: VOLUME II
Search “word origins book” into Amazon to click on it there to help more people discover the book. Alternatively click on one of these links below or check wherever books are purchased in your part of the world!
Mango- https://bit.ly/wordoriginsbook
Barnes and noble- https://bit.ly/WordoriginsBook
Amazon- https://bit.ly/WordOriginsBook
Chapters indigo- https://bit.ly/WordOriginsbook
Indiebound- https://bit.ly/wordOriginsBook
Bookdepository: https://bit.ly/wordOriginsbook
Booktopia: https://bit.ly/Wordoriginsbook
The Origin of Names, Words and Everything in Between: Volume II is the much anticipated follow up book to the best selling original. Like the first volume this book is full of word origins, name meaning, historica...
published: 24 Sep 2021
-
The Difference between the UK, Great Britain & England Explained
New to the channel? Start here: https://www.youtube.com/playlist?list=PLqs5ohhass_STBfubAdle9dsyWrqu6G6r
Help support videos like this: https://www.patreon.com/cgpgrey
published: 30 Jan 2011
-
Map Charts with Disambiguation, the multiply trick, and two functions by Chris Menard
I'm trying to chart counties in Georgia. The problem is Map Charts can't tell if the county is Georgia or some other state. To fix this you need to use disambiguation.
Also shown in this video is the ISText and the T function. I combined conditional formatting with the IsText function.
I use paste special/multiple to change text to numbers.
Web sites mentioned in this video:
https://chrismenardtraining.com
https://chrismenardtraining.teachable.com/p/Excel-Tables
https://graphicious.co.uk/
And make sure you subscribe to my channel!
-- EQUIPMENT USED ---------------------------------
○ My camera – https://amzn.to/3vdgF5E
○ Microphone - https://amzn.to/3gphDXh
○ Camera tripod – https://amzn.to/3veN6Rg
○ Studio lights - https://amzn.to/3vaxyy5
○ Dual monitor mount stand - https://amzn.to...
published: 19 Feb 2018
-
When Cities Were Cesspools of Disease | Nat Geo Explores
Cities of the 19th century were breeding grounds for disease. Find out how poor living conditions played a role and how the discovery of the germ led to public health reforms still seen today.
➡ Subscribe: http://bit.ly/NatGeoSubscribe
➡ Watch all clips of Nat Geo Explores here: https://bit.ly/NGExplores
About National Geographic:
National Geographic is the world's premium destination for science, exploration, and adventure. Through their world-class scientists, photographers, journalists, and filmmakers, Nat Geo gets you closer to the stories that matter and past the edge of what's possible.
Get More National Geographic:
Official Site: http://bit.ly/NatGeoOfficialSite
Facebook: http://bit.ly/FBNatGeo
Twitter: http://bit.ly/NatGeoTwitter
Instagram: http://bit.ly/NatGeoInsta
When Cities ...
published: 24 May 2020
-
The Great British Fake Off | Quick D
Please consider supporting my work on http://www.patreon.com/CaptainDisillusion
Captain Disillusion investigates a case of trademark-based VFX shenanigans.
published: 25 Dec 2021
-
Optimization (disambiguation)
If you find our videos helpful you can support us by buying something from amazon.
https://www.amazon.com/?tag=wiki-audio-20
Optimization (disambiguation)
Optimization, optimisation, or optimality may refer to: Mathematical optimization, the theory and computation of extrema or stationary points of functions.Engineering optimization, the use of optimization techniques to aid the engineering design process.
-Video is targeted to blind users
Attribution:
Article text available under CC-BY-SA
image source in video
https://www.youtube.com/watch?v=eBsshqdhxH4
published: 22 Jan 2016
47:13
Named Entity Disambiguation With Wikipedia As a Knowledge Base [ LingMon #77 ]
We focus on the problem of named entity disambiguation on a very detailed level. To each entity is assigned a concrete identifier of a corresponding Wikipedia a...
We focus on the problem of named entity disambiguation on a very detailed level. To each entity is assigned a concrete identifier of a corresponding Wikipedia article describing the entity. We will compare various context representations for proper disambiguation: bag of words representation, sentence structure representation and entity co-occurrence representation. We will show how we preprocess freely available dumps from Wikipedia in order to form indexes representing the context of named entities. Briefly we will cover also the topic of Czech DBpedia and the way it can be used to enrich textual content with structured data.
https://wn.com/Named_Entity_Disambiguation_With_Wikipedia_As_A_Knowledge_Base_Lingmon_77
We focus on the problem of named entity disambiguation on a very detailed level. To each entity is assigned a concrete identifier of a corresponding Wikipedia article describing the entity. We will compare various context representations for proper disambiguation: bag of words representation, sentence structure representation and entity co-occurrence representation. We will show how we preprocess freely available dumps from Wikipedia in order to form indexes representing the context of named entities. Briefly we will cover also the topic of Czech DBpedia and the way it can be used to enrich textual content with structured data.
- published: 18 Jan 2022
- views: 12
29:09
Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021...
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as an on-demand job.
We also discuss some of our learnings and process improvements that were needed to strike a balance between data science goals and engineering constraints and present our current work on improving performance through BERT-embedding based contextual similarity.
https://wn.com/Disambiguation_–_Linking_Data_Science_And_Engineering_|_Nlp_Summit_2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as an on-demand job.
We also discuss some of our learnings and process improvements that were needed to strike a balance between data science goals and engineering constraints and present our current work on improving performance through BERT-embedding based contextual similarity.
- published: 07 Jan 2021
- views: 346
4:28
What happens when the internet vanishes? - BBC News
New research shows that the internet was deliberately shutdown more than 200 times last year in 33 separate countries.
The outages, orchestrated by governments...
New research shows that the internet was deliberately shutdown more than 200 times last year in 33 separate countries.
The outages, orchestrated by governments are affecting tens of millions of people all over the world. India saw by far the highest number of blackouts with the authorities claiming to use the measure to stop fake news spreading.
But across the world, there’s a growing concern from human rights groups that internet shutdowns are becoming a defining tool of government repression. Our Cyber-security Reporter Joe Tidy reports
Please subscribe HERE http://bit.ly/1rbfUog
https://wn.com/What_Happens_When_The_Internet_Vanishes_BBC_News
New research shows that the internet was deliberately shutdown more than 200 times last year in 33 separate countries.
The outages, orchestrated by governments are affecting tens of millions of people all over the world. India saw by far the highest number of blackouts with the authorities claiming to use the measure to stop fake news spreading.
But across the world, there’s a growing concern from human rights groups that internet shutdowns are becoming a defining tool of government repression. Our Cyber-security Reporter Joe Tidy reports
Please subscribe HERE http://bit.ly/1rbfUog
- published: 01 Mar 2020
- views: 171011
12:48
Why Is Britain Also Known As Blighty?
BUY THE ORIGIN OF NAMES, WORDS AND EVERYTHING IN BETWEEN: VOLUME II
Search “word origins book” into Amazon to click on it there to help more people discover the...
BUY THE ORIGIN OF NAMES, WORDS AND EVERYTHING IN BETWEEN: VOLUME II
Search “word origins book” into Amazon to click on it there to help more people discover the book. Alternatively click on one of these links below or check wherever books are purchased in your part of the world!
Mango- https://bit.ly/wordoriginsbook
Barnes and noble- https://bit.ly/WordoriginsBook
Amazon- https://bit.ly/WordOriginsBook
Chapters indigo- https://bit.ly/WordOriginsbook
Indiebound- https://bit.ly/wordOriginsBook
Bookdepository: https://bit.ly/wordOriginsbook
Booktopia: https://bit.ly/Wordoriginsbook
The Origin of Names, Words and Everything in Between: Volume II is the much anticipated follow up book to the best selling original. Like the first volume this book is full of word origins, name meaning, historical fun facts, and geography trivia. All the information in this book is presented in a fun, light, easy to read and easy to understand manner, so everyone can enjoy and learn!
SOURCES AND FURTHER READING
Why Do Brits Call The UK Blighty?: https://www.bbcamerica.com/anglophenia/2014/08/brits-call-u-k-blighty
What Are The Origins Of The Word Blighty?: https://www.historyextra.com/period/what-are-the-origins-of-the-word-blighty-when-used-to-describe-great-britain/
Merry England: https://www.theguardian.com/books/booksblog/2006/nov/17/merryenglandwasrealenough
The British Raj: https://www.britannica.com/event/British-raj
Hobson-Jobson: https://www.bbc.co.uk/news/magazine-18796493
Bungalow On Etymonline: https://www.etymonline.com/word/bungalow#etymonline_v_18079
South African War: https://www.britannica.com/event/South-African-War
https://wn.com/Why_Is_Britain_Also_Known_As_Blighty
BUY THE ORIGIN OF NAMES, WORDS AND EVERYTHING IN BETWEEN: VOLUME II
Search “word origins book” into Amazon to click on it there to help more people discover the book. Alternatively click on one of these links below or check wherever books are purchased in your part of the world!
Mango- https://bit.ly/wordoriginsbook
Barnes and noble- https://bit.ly/WordoriginsBook
Amazon- https://bit.ly/WordOriginsBook
Chapters indigo- https://bit.ly/WordOriginsbook
Indiebound- https://bit.ly/wordOriginsBook
Bookdepository: https://bit.ly/wordOriginsbook
Booktopia: https://bit.ly/Wordoriginsbook
The Origin of Names, Words and Everything in Between: Volume II is the much anticipated follow up book to the best selling original. Like the first volume this book is full of word origins, name meaning, historical fun facts, and geography trivia. All the information in this book is presented in a fun, light, easy to read and easy to understand manner, so everyone can enjoy and learn!
SOURCES AND FURTHER READING
Why Do Brits Call The UK Blighty?: https://www.bbcamerica.com/anglophenia/2014/08/brits-call-u-k-blighty
What Are The Origins Of The Word Blighty?: https://www.historyextra.com/period/what-are-the-origins-of-the-word-blighty-when-used-to-describe-great-britain/
Merry England: https://www.theguardian.com/books/booksblog/2006/nov/17/merryenglandwasrealenough
The British Raj: https://www.britannica.com/event/British-raj
Hobson-Jobson: https://www.bbc.co.uk/news/magazine-18796493
Bungalow On Etymonline: https://www.etymonline.com/word/bungalow#etymonline_v_18079
South African War: https://www.britannica.com/event/South-African-War
- published: 24 Sep 2021
- views: 34064
5:15
The Difference between the UK, Great Britain & England Explained
New to the channel? Start here: https://www.youtube.com/playlist?list=PLqs5ohhass_STBfubAdle9dsyWrqu6G6r
Help support videos like this: https://www.patreon.co...
New to the channel? Start here: https://www.youtube.com/playlist?list=PLqs5ohhass_STBfubAdle9dsyWrqu6G6r
Help support videos like this: https://www.patreon.com/cgpgrey
https://wn.com/The_Difference_Between_The_Uk,_Great_Britain_England_Explained
New to the channel? Start here: https://www.youtube.com/playlist?list=PLqs5ohhass_STBfubAdle9dsyWrqu6G6r
Help support videos like this: https://www.patreon.com/cgpgrey
- published: 30 Jan 2011
- views: 22409961
7:03
Map Charts with Disambiguation, the multiply trick, and two functions by Chris Menard
I'm trying to chart counties in Georgia. The problem is Map Charts can't tell if the county is Georgia or some other state. To fix this you need to use disambig...
I'm trying to chart counties in Georgia. The problem is Map Charts can't tell if the county is Georgia or some other state. To fix this you need to use disambiguation.
Also shown in this video is the ISText and the T function. I combined conditional formatting with the IsText function.
I use paste special/multiple to change text to numbers.
Web sites mentioned in this video:
https://chrismenardtraining.com
https://chrismenardtraining.teachable.com/p/Excel-Tables
https://graphicious.co.uk/
And make sure you subscribe to my channel!
-- EQUIPMENT USED ---------------------------------
○ My camera – https://amzn.to/3vdgF5E
○ Microphone - https://amzn.to/3gphDXh
○ Camera tripod – https://amzn.to/3veN6Rg
○ Studio lights - https://amzn.to/3vaxyy5
○ Dual monitor mount stand - https://amzn.to/3vbZSjJ
○ Web camera – https://amzn.to/2Tg75Sn
○ Shock mount - https://amzn.to/3g96FGj
○ Boom Arm - https://amzn.to/3g8cNi6
-- SOFTWARE USED ---------------------------------
○ Screen recording – Camtasia – https://chrismenardtraining.com/camtasia
○ Screenshots – Snagit – https://chrismenardtraining.com/snagit
○ YouTube keyword search – TubeBuddy – https://www.tubebuddy.com/chrismenard
DISCLAIMER: Links included in this description might be affiliate links. If you purchase a product or service with the links I provide, I may receive a small commission. There is no additional charge to you! Thank you for supporting my channel, so I can continue to provide you with free content each week!
https://wn.com/Map_Charts_With_Disambiguation,_The_Multiply_Trick,_And_Two_Functions_By_Chris_Menard
I'm trying to chart counties in Georgia. The problem is Map Charts can't tell if the county is Georgia or some other state. To fix this you need to use disambiguation.
Also shown in this video is the ISText and the T function. I combined conditional formatting with the IsText function.
I use paste special/multiple to change text to numbers.
Web sites mentioned in this video:
https://chrismenardtraining.com
https://chrismenardtraining.teachable.com/p/Excel-Tables
https://graphicious.co.uk/
And make sure you subscribe to my channel!
-- EQUIPMENT USED ---------------------------------
○ My camera – https://amzn.to/3vdgF5E
○ Microphone - https://amzn.to/3gphDXh
○ Camera tripod – https://amzn.to/3veN6Rg
○ Studio lights - https://amzn.to/3vaxyy5
○ Dual monitor mount stand - https://amzn.to/3vbZSjJ
○ Web camera – https://amzn.to/2Tg75Sn
○ Shock mount - https://amzn.to/3g96FGj
○ Boom Arm - https://amzn.to/3g8cNi6
-- SOFTWARE USED ---------------------------------
○ Screen recording – Camtasia – https://chrismenardtraining.com/camtasia
○ Screenshots – Snagit – https://chrismenardtraining.com/snagit
○ YouTube keyword search – TubeBuddy – https://www.tubebuddy.com/chrismenard
DISCLAIMER: Links included in this description might be affiliate links. If you purchase a product or service with the links I provide, I may receive a small commission. There is no additional charge to you! Thank you for supporting my channel, so I can continue to provide you with free content each week!
- published: 19 Feb 2018
- views: 322
5:34
When Cities Were Cesspools of Disease | Nat Geo Explores
Cities of the 19th century were breeding grounds for disease. Find out how poor living conditions played a role and how the discovery of the germ led to public ...
Cities of the 19th century were breeding grounds for disease. Find out how poor living conditions played a role and how the discovery of the germ led to public health reforms still seen today.
➡ Subscribe: http://bit.ly/NatGeoSubscribe
➡ Watch all clips of Nat Geo Explores here: https://bit.ly/NGExplores
About National Geographic:
National Geographic is the world's premium destination for science, exploration, and adventure. Through their world-class scientists, photographers, journalists, and filmmakers, Nat Geo gets you closer to the stories that matter and past the edge of what's possible.
Get More National Geographic:
Official Site: http://bit.ly/NatGeoOfficialSite
Facebook: http://bit.ly/FBNatGeo
Twitter: http://bit.ly/NatGeoTwitter
Instagram: http://bit.ly/NatGeoInsta
When Cities Were Cesspools of Disease | Nat Geo Explores
https://youtu.be/hKKzUcqZgMY
National Geographic
https://www.youtube.com/natgeo
https://wn.com/When_Cities_Were_Cesspools_Of_Disease_|_Nat_Geo_Explores
Cities of the 19th century were breeding grounds for disease. Find out how poor living conditions played a role and how the discovery of the germ led to public health reforms still seen today.
➡ Subscribe: http://bit.ly/NatGeoSubscribe
➡ Watch all clips of Nat Geo Explores here: https://bit.ly/NGExplores
About National Geographic:
National Geographic is the world's premium destination for science, exploration, and adventure. Through their world-class scientists, photographers, journalists, and filmmakers, Nat Geo gets you closer to the stories that matter and past the edge of what's possible.
Get More National Geographic:
Official Site: http://bit.ly/NatGeoOfficialSite
Facebook: http://bit.ly/FBNatGeo
Twitter: http://bit.ly/NatGeoTwitter
Instagram: http://bit.ly/NatGeoInsta
When Cities Were Cesspools of Disease | Nat Geo Explores
https://youtu.be/hKKzUcqZgMY
National Geographic
https://www.youtube.com/natgeo
- published: 24 May 2020
- views: 155574
4:43
The Great British Fake Off | Quick D
Please consider supporting my work on http://www.patreon.com/CaptainDisillusion
Captain Disillusion investigates a case of trademark-based VFX shenanigans.
Please consider supporting my work on http://www.patreon.com/CaptainDisillusion
Captain Disillusion investigates a case of trademark-based VFX shenanigans.
https://wn.com/The_Great_British_Fake_Off_|_Quick_D
Please consider supporting my work on http://www.patreon.com/CaptainDisillusion
Captain Disillusion investigates a case of trademark-based VFX shenanigans.
- published: 25 Dec 2021
- views: 1757648
2:14
Optimization (disambiguation)
If you find our videos helpful you can support us by buying something from amazon.
https://www.amazon.com/?tag=wiki-audio-20
Optimization (disambiguation)
O...
If you find our videos helpful you can support us by buying something from amazon.
https://www.amazon.com/?tag=wiki-audio-20
Optimization (disambiguation)
Optimization, optimisation, or optimality may refer to: Mathematical optimization, the theory and computation of extrema or stationary points of functions.Engineering optimization, the use of optimization techniques to aid the engineering design process.
-Video is targeted to blind users
Attribution:
Article text available under CC-BY-SA
image source in video
https://www.youtube.com/watch?v=eBsshqdhxH4
https://wn.com/Optimization_(Disambiguation)
If you find our videos helpful you can support us by buying something from amazon.
https://www.amazon.com/?tag=wiki-audio-20
Optimization (disambiguation)
Optimization, optimisation, or optimality may refer to: Mathematical optimization, the theory and computation of extrema or stationary points of functions.Engineering optimization, the use of optimization techniques to aid the engineering design process.
-Video is targeted to blind users
Attribution:
Article text available under CC-BY-SA
image source in video
https://www.youtube.com/watch?v=eBsshqdhxH4
- published: 22 Jan 2016
- views: 6