-
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
-
Cao Bao (disambiguation)
Cao Bao may refer to:
Cao Bao (Shutong) (曹褒; died 102), style name Shutong (叔通), Eastern Han Dynasty scholar. see Book of the Later Han
Cao Bao (died 196) (曹豹; died 196), vassal serving under the Eastern Han Dynasty warlord Tao Qian, later served Liu Bei and Lü Bu
Cao Bao (曹褒), Eastern Han Dynasty official, served as Administrator of Yingchuan, grandfather of Cao Ren
Source: https://en.wikipedia.org/wiki/Cao_Bao_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 01 Oct 2021
-
Quaestor (disambiguation)
The term Quaestor can refer to any number of officials:
Quaestor, a magistrate in the Roman Republic responsible for civil and military finances
Quaestor sacri palatii, head legal official of the late Roman/early Byzantine empires, established by Constantine the Great
Quaestor exercitus, 6th-century Byzantine military/administrative post established by Emperor Justinian
Quaestor (University of St Andrews), the Finance Director and Treasurer
Quaestor (European Parliament), officials elected to look after Members of the European Parliament
Questore, a rank of the Italian Police force
Chestor, the Romanian National Police rank equivalent to the rank of Police Commissioner
Source: https://en.wikipedia.org/wiki/Quaestor_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 22 Mar 2022
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Introduction to word sense disambiguation (WSD) (ايمان الرفاعي )
# Title #
Introduction to word sense disambiguation (WSD) (ايمان الرفاعي )
=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=
#DevMENA
#DevMENA2024
#ml
» All sessions are recorded and will remain online after the streaming ends.
You can watch them later anytime:
http://www.youtube.com/@DevMENA
Contact #
» Linkedin ⇒
https://www.linkedin.com/in/devmena/
» Twitter ⇒
https://twitter.com/DevMENA1
» Facebook ⇒
https://web.facebook.com/DevMENADD
» Instagram ⇒
https://www.instagram.com/devmena1/
published: 09 May 2024
-
Superset (disambiguation)
Superset may refer to:
Superset in mathematics and set theory
SuperSet Software, a group of friends who later became part of the early Novell
Superset (strength training), for supersets in strength training
Apache Superset, a data exploration and visualization web application
Source: https://en.wikipedia.org/wiki/Superset_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 15 Oct 2021
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🖋 Word Sense Disambiguation in Colab using KerasNLP.
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/wordnet_onto
📝 Research paper: https://www.mdpi.com/2076-3417/14/13/5550
published: 13 May 2024
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Episode 9: Disambiguation of Data Products: Examining Different Viewpoints
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardization, it can be difficult to fully understand what a data product is and how it can be utilized. We examine three different viewpoints on data products, including the business perspective, the technical perspective, and the user perspective. By the end of the video, we come to a conclusion on what a data product truly is and how it can be effectively utilized in today's data-driven world. Whether you're a business owner, a data analyst, or simply someone interested in the world of data, this video is sure to provide valuable insights and information.
published: 22 Jul 2024
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James Vernon (disambiguation)
James Vernon may refer to:
James Vernon (1646–1727), English politician
James Vernon the Younger (1677–1756), British diplomat, civil servant, and briefly a Member of Parliament
James Vernon (chemist) (1910–2000), Australian industrial chemist, Director of CSR (Colonial Sugar Refining Company) 1958–82
James Vernon (historian), late 20th century British historian
Jim Vernon, Scottish footballer
Source: https://en.wikipedia.org/wiki/James_Vernon_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 03 Apr 2022
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Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be inclusive. This requires accurate recovery of the albedo, regardless of age, sex, or ethnicity. While significant progress has been made on estimating 3D facial geometry, appearance estimation has received less attention. The task is fundamentally ambiguous because the observed color is a function of albedo and lighting, both of which are unknown. We find that current methods are biased towards light skin tones due to (1) strongly biased priors that prefer lighter pigmentation and (2) algorithmic solutions that disregard the light/albedo ambiguity. To address this, we propose a new evaluation dataset (FAIR) and an algorithm (TRUST) t...
published: 27 Oct 2022
-
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
published: 14 Feb 2019
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: 539
0:42
Cao Bao (disambiguation)
Cao Bao may refer to:
Cao Bao (Shutong) (曹褒; died 102), style name Shutong (叔通), Eastern Han Dynasty scholar. see Book of the Later Han
Cao Bao (died 196) (曹豹;...
Cao Bao may refer to:
Cao Bao (Shutong) (曹褒; died 102), style name Shutong (叔通), Eastern Han Dynasty scholar. see Book of the Later Han
Cao Bao (died 196) (曹豹; died 196), vassal serving under the Eastern Han Dynasty warlord Tao Qian, later served Liu Bei and Lü Bu
Cao Bao (曹褒), Eastern Han Dynasty official, served as Administrator of Yingchuan, grandfather of Cao Ren
Source: https://en.wikipedia.org/wiki/Cao_Bao_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/Cao_Bao_(Disambiguation)
Cao Bao may refer to:
Cao Bao (Shutong) (曹褒; died 102), style name Shutong (叔通), Eastern Han Dynasty scholar. see Book of the Later Han
Cao Bao (died 196) (曹豹; died 196), vassal serving under the Eastern Han Dynasty warlord Tao Qian, later served Liu Bei and Lü Bu
Cao Bao (曹褒), Eastern Han Dynasty official, served as Administrator of Yingchuan, grandfather of Cao Ren
Source: https://en.wikipedia.org/wiki/Cao_Bao_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 01 Oct 2021
- views: 0
1:00
Quaestor (disambiguation)
The term Quaestor can refer to any number of officials:
Quaestor, a magistrate in the Roman Republic responsible for civil and military finances
Quaestor sacri...
The term Quaestor can refer to any number of officials:
Quaestor, a magistrate in the Roman Republic responsible for civil and military finances
Quaestor sacri palatii, head legal official of the late Roman/early Byzantine empires, established by Constantine the Great
Quaestor exercitus, 6th-century Byzantine military/administrative post established by Emperor Justinian
Quaestor (University of St Andrews), the Finance Director and Treasurer
Quaestor (European Parliament), officials elected to look after Members of the European Parliament
Questore, a rank of the Italian Police force
Chestor, the Romanian National Police rank equivalent to the rank of Police Commissioner
Source: https://en.wikipedia.org/wiki/Quaestor_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/Quaestor_(Disambiguation)
The term Quaestor can refer to any number of officials:
Quaestor, a magistrate in the Roman Republic responsible for civil and military finances
Quaestor sacri palatii, head legal official of the late Roman/early Byzantine empires, established by Constantine the Great
Quaestor exercitus, 6th-century Byzantine military/administrative post established by Emperor Justinian
Quaestor (University of St Andrews), the Finance Director and Treasurer
Quaestor (European Parliament), officials elected to look after Members of the European Parliament
Questore, a rank of the Italian Police force
Chestor, the Romanian National Police rank equivalent to the rank of Police Commissioner
Source: https://en.wikipedia.org/wiki/Quaestor_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 22 Mar 2022
- views: 1
33:22
Introduction to word sense disambiguation (WSD) (ايمان الرفاعي )
# Title #
Introduction to word sense disambiguation (WSD) (ايمان الرفاعي )
=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=
#DevMENA
#DevMENA2024
#ml
» A...
# Title #
Introduction to word sense disambiguation (WSD) (ايمان الرفاعي )
=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=
#DevMENA
#DevMENA2024
#ml
» All sessions are recorded and will remain online after the streaming ends.
You can watch them later anytime:
http://www.youtube.com/@DevMENA
Contact #
» Linkedin ⇒
https://www.linkedin.com/in/devmena/
» Twitter ⇒
https://twitter.com/DevMENA1
» Facebook ⇒
https://web.facebook.com/DevMENADD
» Instagram ⇒
https://www.instagram.com/devmena1/
https://wn.com/Introduction_To_Word_Sense_Disambiguation_(Wsd)_(ايمان_الرفاعي_)
# Title #
Introduction to word sense disambiguation (WSD) (ايمان الرفاعي )
=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=
#DevMENA
#DevMENA2024
#ml
» All sessions are recorded and will remain online after the streaming ends.
You can watch them later anytime:
http://www.youtube.com/@DevMENA
Contact #
» Linkedin ⇒
https://www.linkedin.com/in/devmena/
» Twitter ⇒
https://twitter.com/DevMENA1
» Facebook ⇒
https://web.facebook.com/DevMENADD
» Instagram ⇒
https://www.instagram.com/devmena1/
- published: 09 May 2024
- views: 181
0:25
Superset (disambiguation)
Superset may refer to:
Superset in mathematics and set theory
SuperSet Software, a group of friends who later became part of the early Novell
Superset (strengt...
Superset may refer to:
Superset in mathematics and set theory
SuperSet Software, a group of friends who later became part of the early Novell
Superset (strength training), for supersets in strength training
Apache Superset, a data exploration and visualization web application
Source: https://en.wikipedia.org/wiki/Superset_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/Superset_(Disambiguation)
Superset may refer to:
Superset in mathematics and set theory
SuperSet Software, a group of friends who later became part of the early Novell
Superset (strength training), for supersets in strength training
Apache Superset, a data exploration and visualization web application
Source: https://en.wikipedia.org/wiki/Superset_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 15 Oct 2021
- views: 4
11:39
🖋 Word Sense Disambiguation in Colab using KerasNLP.
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/word...
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/wordnet_onto
📝 Research paper: https://www.mdpi.com/2076-3417/14/13/5550
https://wn.com/🖋_Word_Sense_Disambiguation_In_Colab_Using_Kerasnlp.
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/wordnet_onto
📝 Research paper: https://www.mdpi.com/2076-3417/14/13/5550
- published: 13 May 2024
- views: 147
17:12
Episode 9: Disambiguation of Data Products: Examining Different Viewpoints
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardi...
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardization, it can be difficult to fully understand what a data product is and how it can be utilized. We examine three different viewpoints on data products, including the business perspective, the technical perspective, and the user perspective. By the end of the video, we come to a conclusion on what a data product truly is and how it can be effectively utilized in today's data-driven world. Whether you're a business owner, a data analyst, or simply someone interested in the world of data, this video is sure to provide valuable insights and information.
https://wn.com/Episode_9_Disambiguation_Of_Data_Products_Examining_Different_Viewpoints
In this video, we delve into the world of data products and the need for disambiguation. With many different definitions floating around and a lack of standardization, it can be difficult to fully understand what a data product is and how it can be utilized. We examine three different viewpoints on data products, including the business perspective, the technical perspective, and the user perspective. By the end of the video, we come to a conclusion on what a data product truly is and how it can be effectively utilized in today's data-driven world. Whether you're a business owner, a data analyst, or simply someone interested in the world of data, this video is sure to provide valuable insights and information.
- published: 22 Jul 2024
- views: 701
0:44
James Vernon (disambiguation)
James Vernon may refer to:
James Vernon (1646–1727), English politician
James Vernon the Younger (1677–1756), British diplomat, civil servant, and briefly a Me...
James Vernon may refer to:
James Vernon (1646–1727), English politician
James Vernon the Younger (1677–1756), British diplomat, civil servant, and briefly a Member of Parliament
James Vernon (chemist) (1910–2000), Australian industrial chemist, Director of CSR (Colonial Sugar Refining Company) 1958–82
James Vernon (historian), late 20th century British historian
Jim Vernon, Scottish footballer
Source: https://en.wikipedia.org/wiki/James_Vernon_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/James_Vernon_(Disambiguation)
James Vernon may refer to:
James Vernon (1646–1727), English politician
James Vernon the Younger (1677–1756), British diplomat, civil servant, and briefly a Member of Parliament
James Vernon (chemist) (1910–2000), Australian industrial chemist, Director of CSR (Colonial Sugar Refining Company) 1958–82
James Vernon (historian), late 20th century British historian
Jim Vernon, Scottish footballer
Source: https://en.wikipedia.org/wiki/James_Vernon_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 03 Apr 2022
- views: 2
4:54
Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be i...
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be inclusive. This requires accurate recovery of the albedo, regardless of age, sex, or ethnicity. While significant progress has been made on estimating 3D facial geometry, appearance estimation has received less attention. The task is fundamentally ambiguous because the observed color is a function of albedo and lighting, both of which are unknown. We find that current methods are biased towards light skin tones due to (1) strongly biased priors that prefer lighter pigmentation and (2) algorithmic solutions that disregard the light/albedo ambiguity. To address this, we propose a new evaluation dataset (FAIR) and an algorithm (TRUST) to improve albedo estimation and, hence, fairness. Specifically, we create the first facial albedo evaluation benchmark where subjects are balanced in terms of skin color, and measure accuracy using the Individual Typology Angle (ITA) metric. We then address the light/albedo ambiguity by building on a key observation: the image of the full scene –as opposed to a cropped image of the face– contains important information about lighting that can be used for disambiguation. TRUST regresses facial albedo by conditioning on both the face region and a global illumination signal obtained from the scene image. Our experimental results show significant improvement compared to state- of-the-art methods on albedo estimation, both in terms of accuracy and fairness. The evaluation benchmark and code are available for research purposes at https://trust.is.tue.mpg.de.
PDF: https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136730072.pdf
Project: https://trust.is.tue.mpg.de/index.html
Code: https://github.com/HavenFeng/TRUST
Dataset: https://trust.is.tue.mpg.de/login.php
Reference:
@inproceedings{TRUST:ECCV2022,
title = {Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation},
author = {Feng, Haiwen and Bolkart, Timo and Tesch, Joachim and Black, Michael J. and Abrevaya, Victoria},
booktitle = {European Conference on Computer Vision (ECCV)},
publisher = {Springer International Publishing},
month = oct,
year = {2022},
doi = {},
month_numeric = {10}
}
https://wn.com/Towards_Racially_Unbiased_Skin_Tone_Estimation_Via_Scene_Disambiguation
Virtual facial avatars will play an increasingly important role in immersive communication, games and the metaverse, and it is therefore critical that they be inclusive. This requires accurate recovery of the albedo, regardless of age, sex, or ethnicity. While significant progress has been made on estimating 3D facial geometry, appearance estimation has received less attention. The task is fundamentally ambiguous because the observed color is a function of albedo and lighting, both of which are unknown. We find that current methods are biased towards light skin tones due to (1) strongly biased priors that prefer lighter pigmentation and (2) algorithmic solutions that disregard the light/albedo ambiguity. To address this, we propose a new evaluation dataset (FAIR) and an algorithm (TRUST) to improve albedo estimation and, hence, fairness. Specifically, we create the first facial albedo evaluation benchmark where subjects are balanced in terms of skin color, and measure accuracy using the Individual Typology Angle (ITA) metric. We then address the light/albedo ambiguity by building on a key observation: the image of the full scene –as opposed to a cropped image of the face– contains important information about lighting that can be used for disambiguation. TRUST regresses facial albedo by conditioning on both the face region and a global illumination signal obtained from the scene image. Our experimental results show significant improvement compared to state- of-the-art methods on albedo estimation, both in terms of accuracy and fairness. The evaluation benchmark and code are available for research purposes at https://trust.is.tue.mpg.de.
PDF: https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136730072.pdf
Project: https://trust.is.tue.mpg.de/index.html
Code: https://github.com/HavenFeng/TRUST
Dataset: https://trust.is.tue.mpg.de/login.php
Reference:
@inproceedings{TRUST:ECCV2022,
title = {Towards Racially Unbiased Skin Tone Estimation via Scene Disambiguation},
author = {Feng, Haiwen and Bolkart, Timo and Tesch, Joachim and Black, Michael J. and Abrevaya, Victoria},
booktitle = {European Conference on Computer Vision (ECCV)},
publisher = {Springer International Publishing},
month = oct,
year = {2022},
doi = {},
month_numeric = {10}
}
- published: 27 Oct 2022
- views: 1087
9:18
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisill...
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
https://wn.com/Laminar_Flow_Disambiguation
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
- published: 14 Feb 2019
- views: 9885559