-
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
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Introduction to Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
published: 30 Jul 2017
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Disambiguation of Data Mesh, Fabric, Centric, Driven, and Everything!
Dan DeMers, CEO and Co-Founder of Cinchy, and Dave McComb, President of Semantic Arts and Best-Selling Author to break down the ambiguity of six data systems and products you’ve likely heard of but want to understand the difference
published: 19 Mar 2021
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NWDS Talk - Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation
Presented by Laurel Orr
See more Northwest Database Society talks here:
http://db.cs.washington.edu/nwds/nwds.html
Abstract:
Named Entity Disambiguation (NED) is the task of mapping textual mentions to entities in a database. A key challenge in NED is generalizing to rarely seen entities, termed tail entities. Traditional NED systems use hand-tuned features to improve tail generalization, but these features make the system challenging to deploy and maintain. In 2018, a subset of the authors built and deployed a self-supervised NED system at a major technology company, which improved performance over its hand-tuned predecessor. Motivated to understand the core reasons for this improvement, we introduce Bootleg, a clean-slate, open-source, self-supervised NED system. In this talk, w...
published: 12 Feb 2021
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IWC 2020: Safety and Completeness of Disambiguation corresponds to Termination ... (Eelco Visser)
Talk 11
Full title: Safety and Completeness of Disambiguation corresponds to Termination and Confluence of Reordering
published: 05 Jul 2020
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Disambiguation how to overcome the search engine manipulation effect
Disambiguation – how to overcome the search engine manipulation effect is a tutorial about how FTC staff report details how Google favored its own shopping, travel services over rivals. In 2013, the Federal Trade Commission cleared Google of charges that the company had stifled competition by rigging its search results to promote its own content and services (like restaurant recommendations and flight results). But an FTC staff report obtained by the Wall Street Journal provides evidence that the company did exactly that.
With the attention of the super majority shifting rapidly toward the Internet and away from traditional sources of information, the potential impact of search engine rankings on consumer preferences will inevitably grow over time, as will the influence of people who have...
published: 17 Jan 2016
-
Biotechnology (disambiguation) | Wikipedia audio article
This is an audio version of the Wikipedia Article:
https://en.wikipedia.org/wiki/Biotechnology_(disambiguation)
Listening is a more natural way of learning, when compared to reading. Written language only began at around 3200 BC, but spoken language has existed long ago.
Learning by listening is a great way to:
- increases imagination and understanding
- improves your listening skills
- improves your own spoken accent
- learn while on the move
- reduce eye strain
Now learn the vast amount of general knowledge available on Wikipedia through audio (audio article). You could even learn subconsciously by playing the audio while you are sleeping! If you are planning to listen a lot, you could try using a bone conduction headphone, or a standard speaker instead of an earph...
published: 16 Jan 2019
-
ERN Webinar (February 2020)
DDEX Webinar on the Electronic Release Notification Message Suite Standard (ERN) held on 2020-02-27
published: 25 Sep 2020
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: 354
2:21
Introduction to Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
https://wn.com/Introduction_To_Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
- published: 30 Jul 2017
- views: 426
1:01:29
Disambiguation of Data Mesh, Fabric, Centric, Driven, and Everything!
Dan DeMers, CEO and Co-Founder of Cinchy, and Dave McComb, President of Semantic Arts and Best-Selling Author to break down the ambiguity of six data systems an...
Dan DeMers, CEO and Co-Founder of Cinchy, and Dave McComb, President of Semantic Arts and Best-Selling Author to break down the ambiguity of six data systems and products you’ve likely heard of but want to understand the difference
https://wn.com/Disambiguation_Of_Data_Mesh,_Fabric,_Centric,_Driven,_And_Everything
Dan DeMers, CEO and Co-Founder of Cinchy, and Dave McComb, President of Semantic Arts and Best-Selling Author to break down the ambiguity of six data systems and products you’ve likely heard of but want to understand the difference
- published: 19 Mar 2021
- views: 947
1:02:06
NWDS Talk - Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation
Presented by Laurel Orr
See more Northwest Database Society talks here:
http://db.cs.washington.edu/nwds/nwds.html
Abstract:
Named Entity Disambiguatio...
Presented by Laurel Orr
See more Northwest Database Society talks here:
http://db.cs.washington.edu/nwds/nwds.html
Abstract:
Named Entity Disambiguation (NED) is the task of mapping textual mentions to entities in a database. A key challenge in NED is generalizing to rarely seen entities, termed tail entities. Traditional NED systems use hand-tuned features to improve tail generalization, but these features make the system challenging to deploy and maintain. In 2018, a subset of the authors built and deployed a self-supervised NED system at a major technology company, which improved performance over its hand-tuned predecessor. Motivated to understand the core reasons for this improvement, we introduce Bootleg, a clean-slate, open-source, self-supervised NED system. In this talk, we'll show how to succeed on the tail by reasoning over structured data. We demonstrate that Bootleg matches or exceeds state-of-the-art performance on three NED benchmarks and that the learned representations from Bootleg demonstrate up to 8% performance lift in a production task. Finally, we observe that embeddings from self-supervised models like Bootleg are increasingly being served to downstream applications, creating an embedding ecosystem. We initiate the study of the data management challenges associated with this ecosystem.
https://wn.com/Nwds_Talk_Bootleg_Chasing_The_Tail_With_Self_Supervised_Named_Entity_Disambiguation
Presented by Laurel Orr
See more Northwest Database Society talks here:
http://db.cs.washington.edu/nwds/nwds.html
Abstract:
Named Entity Disambiguation (NED) is the task of mapping textual mentions to entities in a database. A key challenge in NED is generalizing to rarely seen entities, termed tail entities. Traditional NED systems use hand-tuned features to improve tail generalization, but these features make the system challenging to deploy and maintain. In 2018, a subset of the authors built and deployed a self-supervised NED system at a major technology company, which improved performance over its hand-tuned predecessor. Motivated to understand the core reasons for this improvement, we introduce Bootleg, a clean-slate, open-source, self-supervised NED system. In this talk, we'll show how to succeed on the tail by reasoning over structured data. We demonstrate that Bootleg matches or exceeds state-of-the-art performance on three NED benchmarks and that the learned representations from Bootleg demonstrate up to 8% performance lift in a production task. Finally, we observe that embeddings from self-supervised models like Bootleg are increasingly being served to downstream applications, creating an embedding ecosystem. We initiate the study of the data management challenges associated with this ecosystem.
- published: 12 Feb 2021
- views: 99
29:22
IWC 2020: Safety and Completeness of Disambiguation corresponds to Termination ... (Eelco Visser)
Talk 11
Full title: Safety and Completeness of Disambiguation corresponds to Termination and Confluence of Reordering
Talk 11
Full title: Safety and Completeness of Disambiguation corresponds to Termination and Confluence of Reordering
https://wn.com/Iwc_2020_Safety_And_Completeness_Of_Disambiguation_Corresponds_To_Termination_..._(Eelco_Visser)
Talk 11
Full title: Safety and Completeness of Disambiguation corresponds to Termination and Confluence of Reordering
- published: 05 Jul 2020
- views: 42
1:45
Disambiguation how to overcome the search engine manipulation effect
Disambiguation – how to overcome the search engine manipulation effect is a tutorial about how FTC staff report details how Google favored its own shopping, tr...
Disambiguation – how to overcome the search engine manipulation effect is a tutorial about how FTC staff report details how Google favored its own shopping, travel services over rivals. In 2013, the Federal Trade Commission cleared Google of charges that the company had stifled competition by rigging its search results to promote its own content and services (like restaurant recommendations and flight results). But an FTC staff report obtained by the Wall Street Journal provides evidence that the company did exactly that.
With the attention of the super majority shifting rapidly toward the Internet and away from traditional sources of information, the potential impact of search engine rankings on consumer preferences will inevitably grow over time, as will the influence of people who have the power to control such rankings. We conjecture, therefore, that unregulated product and service related search rankings poses a significant threat to the entire marketing efforts of every business.
Disambiguation – how to overcome the search engine manipulation effect - Add to this the effects of artificial intelligence and the search engine manipulation effect can change your SEO ranking profoundly and change the whole issue of SEO. What really helps you rank is not what the experts are telling you- Especially in 2016. You can work yourself hard and get little to no benefit. Why is this? Because very few understand the dynamic mix of Google’s huge financial investments and the relationship to “relevance”. Yes, “relevance”. Google wants relevance to serve you better “search” results. They also want what they have bought for 63 billion to be part of that solution. When you add artificial intelligence as being more a part of the solution you get a formula that is explosive with results. This is the missing piece of search engine optimization that could be transformative for your business. When it comes to internet search capability it is frightening how intuitive relevant preferential machine learning has actually become. This has totally revolutionized what has worked in the past to optimize Google Search Marketing. Google machine learning has gone so far beyond the capabilities of almost all marketing firms as to make them virtually irrelevant. The only competitive advantage of the future will belong to those who understand the vulnerabilities of machine learning and how to take marketing advantage to leverage optimization. It turns out that artificial intelligence 's great strengths actually are its weaknesses for those who understand its preferences. This represents a massive opportunity to give predictable preference, intuitive predilection, and priority level relevance to those marketing companies that know how to use it.
Disambiguation – how to overcome the search engine manipulation effect is a tutorial when doing research for low cost ways to empower your business with using Google new AI to empower your marketing to massive visibility and huge pull through to relevant searches. This hidden ability to explode relevance and video priority has been described as the most explosive marketing tactic in 25 years. Sycamore can empower your business on the internet and produce huge business growth with new customers. Over 99% of local business competition use no AI leveraged marketing which is an astounding opportunity for a local business.
This is a “must see and learn” video to make part of your research when considering the immense importance of cyber-marketing for small business added to AI leveraged keyword optimization for your business with AI sensitive relevance to get customers to your business and Disambiguation – how to overcome the search engine manipulation effect .
For more information:
Call 919-999-2013
www.sycamoreonline.com
For more video information go to:
https://www.youtube.com/watch?v=K0EUP-Hy_Eg
https://wn.com/Disambiguation_How_To_Overcome_The_Search_Engine_Manipulation_Effect
Disambiguation – how to overcome the search engine manipulation effect is a tutorial about how FTC staff report details how Google favored its own shopping, travel services over rivals. In 2013, the Federal Trade Commission cleared Google of charges that the company had stifled competition by rigging its search results to promote its own content and services (like restaurant recommendations and flight results). But an FTC staff report obtained by the Wall Street Journal provides evidence that the company did exactly that.
With the attention of the super majority shifting rapidly toward the Internet and away from traditional sources of information, the potential impact of search engine rankings on consumer preferences will inevitably grow over time, as will the influence of people who have the power to control such rankings. We conjecture, therefore, that unregulated product and service related search rankings poses a significant threat to the entire marketing efforts of every business.
Disambiguation – how to overcome the search engine manipulation effect - Add to this the effects of artificial intelligence and the search engine manipulation effect can change your SEO ranking profoundly and change the whole issue of SEO. What really helps you rank is not what the experts are telling you- Especially in 2016. You can work yourself hard and get little to no benefit. Why is this? Because very few understand the dynamic mix of Google’s huge financial investments and the relationship to “relevance”. Yes, “relevance”. Google wants relevance to serve you better “search” results. They also want what they have bought for 63 billion to be part of that solution. When you add artificial intelligence as being more a part of the solution you get a formula that is explosive with results. This is the missing piece of search engine optimization that could be transformative for your business. When it comes to internet search capability it is frightening how intuitive relevant preferential machine learning has actually become. This has totally revolutionized what has worked in the past to optimize Google Search Marketing. Google machine learning has gone so far beyond the capabilities of almost all marketing firms as to make them virtually irrelevant. The only competitive advantage of the future will belong to those who understand the vulnerabilities of machine learning and how to take marketing advantage to leverage optimization. It turns out that artificial intelligence 's great strengths actually are its weaknesses for those who understand its preferences. This represents a massive opportunity to give predictable preference, intuitive predilection, and priority level relevance to those marketing companies that know how to use it.
Disambiguation – how to overcome the search engine manipulation effect is a tutorial when doing research for low cost ways to empower your business with using Google new AI to empower your marketing to massive visibility and huge pull through to relevant searches. This hidden ability to explode relevance and video priority has been described as the most explosive marketing tactic in 25 years. Sycamore can empower your business on the internet and produce huge business growth with new customers. Over 99% of local business competition use no AI leveraged marketing which is an astounding opportunity for a local business.
This is a “must see and learn” video to make part of your research when considering the immense importance of cyber-marketing for small business added to AI leveraged keyword optimization for your business with AI sensitive relevance to get customers to your business and Disambiguation – how to overcome the search engine manipulation effect .
For more information:
Call 919-999-2013
www.sycamoreonline.com
For more video information go to:
https://www.youtube.com/watch?v=K0EUP-Hy_Eg
- published: 17 Jan 2016
- views: 24
0:34
Biotechnology (disambiguation) | Wikipedia audio article
This is an audio version of the Wikipedia Article:
https://en.wikipedia.org/wiki/Biotechnology_(disambiguation)
Listening is a more natural way of l...
This is an audio version of the Wikipedia Article:
https://en.wikipedia.org/wiki/Biotechnology_(disambiguation)
Listening is a more natural way of learning, when compared to reading. Written language only began at around 3200 BC, but spoken language has existed long ago.
Learning by listening is a great way to:
- increases imagination and understanding
- improves your listening skills
- improves your own spoken accent
- learn while on the move
- reduce eye strain
Now learn the vast amount of general knowledge available on Wikipedia through audio (audio article). You could even learn subconsciously by playing the audio while you are sleeping! If you are planning to listen a lot, you could try using a bone conduction headphone, or a standard speaker instead of an earphone.
Listen on Google Assistant through Extra Audio:
https://assistant.google.com/services/invoke/uid/0000001a130b3f91
Other Wikipedia audio articles at:
https://www.youtube.com/results?search_query=wikipedia+tts
Upload your own Wikipedia articles through:
https://github.com/nodef/wikipedia-tts
Speaking Rate: 0.8120347160011628
Voice name: en-AU-Wavenet-D
"I cannot teach anybody anything, I can only make them think."
- Socrates
SUMMARY
=======
Biotechnology is the use of living systems and organisms to develop or make products. It may also refer to:
Biotechnology engineering
Biotechnology High School, a public high school in Freehold Township, New Jersey
Biotechnology Industry Organization, an American trade organization
Biotechnology Heritage Award, recognizes individuals who have made significant contributions to the development of biotechnology
https://wn.com/Biotechnology_(Disambiguation)_|_Wikipedia_Audio_Article
This is an audio version of the Wikipedia Article:
https://en.wikipedia.org/wiki/Biotechnology_(disambiguation)
Listening is a more natural way of learning, when compared to reading. Written language only began at around 3200 BC, but spoken language has existed long ago.
Learning by listening is a great way to:
- increases imagination and understanding
- improves your listening skills
- improves your own spoken accent
- learn while on the move
- reduce eye strain
Now learn the vast amount of general knowledge available on Wikipedia through audio (audio article). You could even learn subconsciously by playing the audio while you are sleeping! If you are planning to listen a lot, you could try using a bone conduction headphone, or a standard speaker instead of an earphone.
Listen on Google Assistant through Extra Audio:
https://assistant.google.com/services/invoke/uid/0000001a130b3f91
Other Wikipedia audio articles at:
https://www.youtube.com/results?search_query=wikipedia+tts
Upload your own Wikipedia articles through:
https://github.com/nodef/wikipedia-tts
Speaking Rate: 0.8120347160011628
Voice name: en-AU-Wavenet-D
"I cannot teach anybody anything, I can only make them think."
- Socrates
SUMMARY
=======
Biotechnology is the use of living systems and organisms to develop or make products. It may also refer to:
Biotechnology engineering
Biotechnology High School, a public high school in Freehold Township, New Jersey
Biotechnology Industry Organization, an American trade organization
Biotechnology Heritage Award, recognizes individuals who have made significant contributions to the development of biotechnology
- published: 16 Jan 2019
- views: 8
1:14:57
ERN Webinar (February 2020)
DDEX Webinar on the Electronic Release Notification Message Suite Standard (ERN) held on 2020-02-27
DDEX Webinar on the Electronic Release Notification Message Suite Standard (ERN) held on 2020-02-27
https://wn.com/Ern_Webinar_(February_2020)
DDEX Webinar on the Electronic Release Notification Message Suite Standard (ERN) held on 2020-02-27
- published: 25 Sep 2020
- views: 269