-
NEW HOUSE TOUR!!
Make sure to enter coupon code: ANDREWWITHCOSRX at https://www.cosrx.com to get 30% off your next order!
#cosrx #skincareroutine #becosrx
Master Patch Intensive
https://amzn.to/3lS2XEl
BHA Blackhead Power Liquid
https://bit.ly/3CAYax9
Honey Sugar Lip Scrub
https://bit.ly/37v9Set
Propolis Light Ampoule
https://bit.ly/3AwL7uF
Lip Sleep Special Ceramide Kit
https://bit.ly/3CBzyUU
Social Media:
Instagram- https://www.instagram.com/andrewdavila_/
Snapchat- http://snapchat.com/add/andrewdavila
Twitter- https://twitter.com/andrxw20
TikTok- https://www.tiktok.com/@andrew.davila
Music Used:
Lil Traffic- M3
BONASERA- THIS TIME
published: 27 Sep 2021
-
ვერ დაიჯერებთ რა მოხდა!😮 ახალი ლეჯენდარი ბრაულერი MEG ჩემია! - Brawl Stars
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
published: 29 Sep 2021
-
STEALING MY FRIENDS MOST VALUABLE ITEMS!!
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
published: 20 Sep 2021
-
SPIKE დავაგდეთ მაგრამ ეს მოხდა...😭 | BOX OPENING ბარბარესთან ერთად! - Brawl Stars
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
published: 04 Sep 2021
-
REACTING TO OUR OLD YOUTUBE VIDEOS!! Ft. Lexi Rivera
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Lexi's YouTube: @Alexa Rivera
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
published: 15 Aug 2021
-
I asked her the question...
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
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Jeremy's YouTube: @Jeremy Hutchins
Dom's YouTube: @Dominic Brack
Brent's YouTube: @Brent Rivera
Ben's YouTube: @Ben Azelart
Lexi's YouTube: @Alexa Rivera
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
published: 04 Jun 2021
-
WHISPER CHALLENGE | Lexi Rivera vs Andrew Davila
Find us on IG and TikTok!
@AmpWrld
Follow The FAM!
Brent Rivera - @Brent RIvera
Ben Azelart - @Ben Azelart
Lexi Hensler - @Lexi Hensler
Stokes Twins - @Stokes Twins
Lexi Rivera - @Alexa Rivera
Jeremy Hutchins - @Jeremy Hutchins
Andrew Davila - @Andrew Davila
Dom Brack - @Dominic Brack
Pierson Wodzyinski - @pierson
#AmpWorld
published: 01 Oct 2021
-
I CAUGHT HIM FLIRTING WITH LEXI!!
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Lexi's YouTube: @Alexa Rivera
Brent's YouTube: @Brent Rivera
Ben's YouTube: @Ben Azelart
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
published: 02 Sep 2021
-
სად არის სპაიკი?🙄 DUO ბარბარესთან ერთად - Brawl Stars
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
published: 15 Sep 2021
-
რა თქმა უნდა ვყიდულობ!🤑 მწვანე და ვარდისფერი EL PRIMO - Brawl Stars
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
published: 25 Sep 2021
12:41
NEW HOUSE TOUR!!
Make sure to enter coupon code: ANDREWWITHCOSRX at https://www.cosrx.com to get 30% off your next order!
#cosrx #skincareroutine #becosrx
Master Patch Intensi...
Make sure to enter coupon code: ANDREWWITHCOSRX at https://www.cosrx.com to get 30% off your next order!
#cosrx #skincareroutine #becosrx
Master Patch Intensive
https://amzn.to/3lS2XEl
BHA Blackhead Power Liquid
https://bit.ly/3CAYax9
Honey Sugar Lip Scrub
https://bit.ly/37v9Set
Propolis Light Ampoule
https://bit.ly/3AwL7uF
Lip Sleep Special Ceramide Kit
https://bit.ly/3CBzyUU
Social Media:
Instagram- https://www.instagram.com/andrewdavila_/
Snapchat- http://snapchat.com/add/andrewdavila
Twitter- https://twitter.com/andrxw20
TikTok- https://www.tiktok.com/@andrew.davila
Music Used:
Lil Traffic- M3
BONASERA- THIS TIME
https://wn.com/New_House_Tour
Make sure to enter coupon code: ANDREWWITHCOSRX at https://www.cosrx.com to get 30% off your next order!
#cosrx #skincareroutine #becosrx
Master Patch Intensive
https://amzn.to/3lS2XEl
BHA Blackhead Power Liquid
https://bit.ly/3CAYax9
Honey Sugar Lip Scrub
https://bit.ly/37v9Set
Propolis Light Ampoule
https://bit.ly/3AwL7uF
Lip Sleep Special Ceramide Kit
https://bit.ly/3CBzyUU
Social Media:
Instagram- https://www.instagram.com/andrewdavila_/
Snapchat- http://snapchat.com/add/andrewdavila
Twitter- https://twitter.com/andrxw20
TikTok- https://www.tiktok.com/@andrew.davila
Music Used:
Lil Traffic- M3
BONASERA- THIS TIME
- published: 27 Sep 2021
- views: 1040517
8:17
ვერ დაიჯერებთ რა მოხდა!😮 ახალი ლეჯენდარი ბრაულერი MEG ჩემია! - Brawl Stars
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqm...
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
https://wn.com/ვერ_დაიჯერებთ_რა_მოხდა_😮_ახალი_ლეჯენდარი_ბრაულერი_Meg_ჩემია_Brawl_Stars
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
- published: 29 Sep 2021
- views: 120766
12:05
STEALING MY FRIENDS MOST VALUABLE ITEMS!!
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Come back next ...
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
https://wn.com/Stealing_My_Friends_Most_Valuable_Items
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
- published: 20 Sep 2021
- views: 1365833
8:26
SPIKE დავაგდეთ მაგრამ ეს მოხდა...😭 | BOX OPENING ბარბარესთან ერთად! - Brawl Stars
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtop...
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
https://wn.com/Spike_დავაგდეთ_მაგრამ_ეს_მოხდა...😭_|_Box_Opening_ბარბარესთან_ერთად_Brawl_Stars
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
- published: 04 Sep 2021
- views: 300424
11:52
REACTING TO OUR OLD YOUTUBE VIDEOS!! Ft. Lexi Rivera
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
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Lexi's YouTube: ...
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Lexi's YouTube: @Alexa Rivera
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
https://wn.com/Reacting_To_Our_Old_Youtube_Videos_Ft._Lexi_Rivera
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Lexi's YouTube: @Alexa Rivera
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
- published: 15 Aug 2021
- views: 3190007
12:02
I asked her the question...
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
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Jeremy's YouTub...
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Jeremy's YouTube: @Jeremy Hutchins
Dom's YouTube: @Dominic Brack
Brent's YouTube: @Brent Rivera
Ben's YouTube: @Ben Azelart
Lexi's YouTube: @Alexa Rivera
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
https://wn.com/I_Asked_Her_The_Question...
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
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Jeremy's YouTube: @Jeremy Hutchins
Dom's YouTube: @Dominic Brack
Brent's YouTube: @Brent Rivera
Ben's YouTube: @Ben Azelart
Lexi's YouTube: @Alexa Rivera
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
- published: 04 Jun 2021
- views: 5259377
5:40
WHISPER CHALLENGE | Lexi Rivera vs Andrew Davila
Find us on IG and TikTok!
@AmpWrld
Follow The FAM!
Brent Rivera - @Brent RIvera
Ben Azelart - @Ben Azelart
Lexi Hensler - @Lexi Hensler
Stokes Twins -...
Find us on IG and TikTok!
@AmpWrld
Follow The FAM!
Brent Rivera - @Brent RIvera
Ben Azelart - @Ben Azelart
Lexi Hensler - @Lexi Hensler
Stokes Twins - @Stokes Twins
Lexi Rivera - @Alexa Rivera
Jeremy Hutchins - @Jeremy Hutchins
Andrew Davila - @Andrew Davila
Dom Brack - @Dominic Brack
Pierson Wodzyinski - @pierson
#AmpWorld
https://wn.com/Whisper_Challenge_|_Lexi_Rivera_Vs_Andrew_Davila
Find us on IG and TikTok!
@AmpWrld
Follow The FAM!
Brent Rivera - @Brent RIvera
Ben Azelart - @Ben Azelart
Lexi Hensler - @Lexi Hensler
Stokes Twins - @Stokes Twins
Lexi Rivera - @Alexa Rivera
Jeremy Hutchins - @Jeremy Hutchins
Andrew Davila - @Andrew Davila
Dom Brack - @Dominic Brack
Pierson Wodzyinski - @pierson
#AmpWorld
- published: 01 Oct 2021
- views: 721293
10:10
I CAUGHT HIM FLIRTING WITH LEXI!!
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
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Lexi's YouTube:...
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Lexi's YouTube: @Alexa Rivera
Brent's YouTube: @Brent Rivera
Ben's YouTube: @Ben Azelart
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
https://wn.com/I_Caught_Him_Flirting_With_Lexi
Don't forget to SUBSCRIBE and TURN ON POST NOTIFICATIONS!
Follow my other social medias!
Instagram - @ANDREWDAVILA_
Tik Tok - @ANDREW.DAVILA
Lexi's YouTube: @Alexa Rivera
Brent's YouTube: @Brent Rivera
Ben's YouTube: @Ben Azelart
Come back next week for more !
Songs:
Champ - Gunnar Olsen
Always - lil traffic
I have all rights to use this audio in this video according to Final Cut Pro's/YouTube's "terms of use."
- published: 02 Sep 2021
- views: 1572652
13:02
სად არის სპაიკი?🙄 DUO ბარბარესთან ერთად - Brawl Stars
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtop...
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
https://wn.com/სად_არის_სპაიკი_🙄_Duo_ბარბარესთან_ერთად_Brawl_Stars
გამოიწერე 👉 @BarbareTOP
დააფოლოვე ჩემი და ინსტაზე 👉 https://www.instagram.com/barbaretopuria
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
- published: 15 Sep 2021
- views: 215820
10:22
რა თქმა უნდა ვყიდულობ!🤑 მწვანე და ვარდისფერი EL PRIMO - Brawl Stars
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqm...
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
https://wn.com/რა_თქმა_უნდა_ვყიდულობ_🤑_მწვანე_და_ვარდისფერი_El_Primo_Brawl_Stars
სოციალური ქსელები!
▶ Facebook: https://www.facebook.com/andrewtopguy
▶ Instagram: https://www.instagram.com/andrewtopguy
▶ Discord: https://discord.gg/MBPU8UDqmq
For business inquiries: andrewtopuriayt@gmail.com
გმადლობ ყურადღებისთვის!
- published: 25 Sep 2021
- views: 106463
-
Dimitris Kalfas - Disambiguation (Original Mix)
• © Fatali Music • Catalog #: [FMEP96] • Disambiguation [Single] • Genre: Progressive House • Rls.Date: 28-Oct-2013 Available from: http://www.beatport.com/release/disambiguation/1178489
Connect with Dimitris Kalfas:
http://www.twitter.com/dimitriskalfas
http://www.soundcloud.com/dimitriskalfas
https://www.facebook.com/DimitrisKalfasMusic
published: 28 Oct 2013
-
Andrew Dickson (disambiguation)
Andrew Dickson is a composer.
Andrew Dickson may also refer to:
Andrew Flinn Dickson (1825–1879), American minister and author
Andy Dickson, musician in The Narcs
Andrew Dickson (politician)
Source: https://en.wikipedia.org/wiki/Andrew_Dickson_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 30 Sep 2021
-
20. Language and Linguistics: Ambiguity, Types, Disambiguation and Semantic, Syntactic Differences
Ambiguity, Types, Illustrations for Disambiguation and Semantic and Syntactic Differences
published: 28 Jul 2020
-
Yanis Varoufakis on an Alternative to Capitalism
In this episode of “Keen On”, Andrew is joined by Yanis Varoufakis, the author of “Another Now: Dispatches from an Alternative Present”, to paint the picture of a world where a global hi-tech uprising has birthed a post-capitalist society in which work, money, land, digital networks and politics have been truly democratised.
Yanis Varoufakis is an economist and politician who, as Greece’s finance minister in 2015, led the struggle against the European Union’s and the International Monetary Fund’s austerity and bank bailout policies. Since then he co-founded DiEM25 (the Democracy in Europe Movement) and is the leader of MeRA25, DiEM25’s political party in Greece. Before his election to Greece’s Parliament, Varoufakis taught economics in universities in Britain, Australia, the United States...
published: 07 Sep 2021
-
EM algorithm: how it works
Full lecture: http://bit.ly/EM-alg
Mixture models are a probabilistically-sound way to do soft clustering. We assume our data is sampled from K different sources (probability distributions). The expectation maximisation (EM) algorithm allows us to discover the parameters of these distributions, and figure out which point comes from each source at the same time.
published: 19 Jan 2014
-
LET'S GOO🔥 FITNESS MOTIVATION 2019
LET'S GOO🔥 FITNESS MOTIVATION 2019 AND GYM MOTIVATION AND WORKOUT MOTIVATION AND BODYBUILDING MOTIVATION !
MAKE SURE YOU LIKE, COMMENT, SHARE & SUBSCRIBE TO OUR YOUTUBE CHANNEL FOR KEEP MOTIVATED EVERY DAY💪
Watch my Last video 🥇 https://youtu.be/xFsNsEVQNi4
Edited by: @fochbymotivation
Footage by: evogen nutrition , Jeremy Buendia, zac aynsley, steven cao, andrei deiu, Ryanj Terry, chris bumstead, Larry Wheels, ANDREW, Seth Feroce
Music by:
Rakefire - Unstoppable
Support The Artist:
https://music.apple.com/us/album/renegades/1449542017
Adam Jensen - The Hunter
Support The Artist:
https://open.spotify.com/album/2B5QIIIBmhgmoTyt101oqM?si=IbTVIoCbTwCyO2Kb-Z2VPw
Contact : fochbymotivation@gmail.com
-------------------------------------------------------------------
"Workout" redir...
published: 17 Nov 2019
-
Azure AI Fundamentals Certification (AI-900) - Full Course to PASS the Exam
Prepare for the Azure AI Fundamentals Certification (AI-900) and pass!
✏️ Course developed by Andrew Brown of ExamPro. Check out the ExamPro YouTube channel: https://www.youtube.com/ExamProChannel
🔗 ExamPro Cloud Obsessed Certification Training: https://www.exampro.co
⭐️ Course Contents ⭐️
☁️ Introduction
🎤 (00:00:00) Introduction
🎤 (00:09:19) Exam Guide Breakdown
☁️ ML Introduction
🎤 (00:13:58) Layers of Machine Learning
🎤 (00:15:06) Key Elements of AI
🎤 (00:16:04) DataSets
🎤 (00:17:44) Labeling
🎤 (00:18:50) Supervised and Unsupervised Reinforcement
🎤 (00:20:16) Neural Networks and Deep Learning
🎤 (00:22:32) GPU
🎤 (00:23:28) CUDA
🎤 (00:24:36) Simple ML Pipeline
🎤 (00:26:46) Forecast vs Prediction
🎤 (00:27:31) Metrics
🎤 (00:29:05) Juypter Notebooks
🎤 (00:30:20) Regression
🎤 (00:31:57) C...
published: 17 Jun 2021
-
How computers learn to recognize objects instantly | Joseph Redmon
Ten years ago, researchers thought that getting a computer to tell the difference between a cat and a dog would be almost impossible. Today, computer vision systems do it with greater than 99 percent accuracy. How? Joseph Redmon works on the YOLO (You Only Look Once) system, an open-source method of object detection that can identify objects in images and video -- from zebras to stop signs -- with lightning-quick speed. In a remarkable live demo, Redmon shows off this important step forward for applications like self-driving cars, robotics and even cancer detection.
Check out more TED talks: http://www.ted.com
The TED Talks channel features the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or ...
published: 18 Aug 2017
-
Deduplication and Author Disambiguation of Streaming Records via Supervised Models -Reza Karimi
"Here we present a general supervised framework for record deduplication and author-disambiguation via Spark. This work differentiates itself by - Application of Databricks and AWS makes this a scalable implementation. Compute resources are comparably lower than traditional legacy technology using big boxes 24/7. Scalability is crucial as Elsevier's Scopus data, the biggest scientific abstract repository, covers roughly 250 million authorships from 70 million abstracts covering a few hundred years. - We create a fingerprint for each content by deep learning and/or word2vec algorithms to expedite pairwise similarity calculation. These encoders substantially reduce compute time while maintaining semantic similarity (unlike traditional TFIDF or predefined taxonomies). We will briefly discuss ...
published: 30 Oct 2017
-
Semantic Scope Ambiguity
Why do people interpret the same sentence multiple ways? What is it about semantics that leads us to more than one meaning? This week, The Ling Space takes on semantic scope and talks about how the most innocent-seeming words in your sentence are fighting it out to bestow upon you an interpretation where they come out on top, as well as how we avoid being lost in an ambiguous fog all the time.
This is Topic #8!
This week's tag language: Czech!
Find us on all the social media worlds:
Tumblr: thelingspace.tumblr.com
Twitter: @TheLingSpace
Facebook: www.facebook.com/thelingspace/
And at our website, www.thelingspace.com!
Our website also has extra content about this week's topic at www.thelingspace.com/episode-8/
We also have forums to discuss this episode, and linguistics more generally...
published: 22 Oct 2014
7:01
Dimitris Kalfas - Disambiguation (Original Mix)
• © Fatali Music • Catalog #: [FMEP96] • Disambiguation [Single] • Genre: Progressive House • Rls.Date: 28-Oct-2013 Available from: http://www.beatport.com/rele...
• © Fatali Music • Catalog #: [FMEP96] • Disambiguation [Single] • Genre: Progressive House • Rls.Date: 28-Oct-2013 Available from: http://www.beatport.com/release/disambiguation/1178489
Connect with Dimitris Kalfas:
http://www.twitter.com/dimitriskalfas
http://www.soundcloud.com/dimitriskalfas
https://www.facebook.com/DimitrisKalfasMusic
https://wn.com/Dimitris_Kalfas_Disambiguation_(Original_Mix)
• © Fatali Music • Catalog #: [FMEP96] • Disambiguation [Single] • Genre: Progressive House • Rls.Date: 28-Oct-2013 Available from: http://www.beatport.com/release/disambiguation/1178489
Connect with Dimitris Kalfas:
http://www.twitter.com/dimitriskalfas
http://www.soundcloud.com/dimitriskalfas
https://www.facebook.com/DimitrisKalfasMusic
- published: 28 Oct 2013
- views: 2241
0:22
Andrew Dickson (disambiguation)
Andrew Dickson is a composer.
Andrew Dickson may also refer to:
Andrew Flinn Dickson (1825–1879), American minister and author
Andy Dickson, musician in The Na...
Andrew Dickson is a composer.
Andrew Dickson may also refer to:
Andrew Flinn Dickson (1825–1879), American minister and author
Andy Dickson, musician in The Narcs
Andrew Dickson (politician)
Source: https://en.wikipedia.org/wiki/Andrew_Dickson_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/Andrew_Dickson_(Disambiguation)
Andrew Dickson is a composer.
Andrew Dickson may also refer to:
Andrew Flinn Dickson (1825–1879), American minister and author
Andy Dickson, musician in The Narcs
Andrew Dickson (politician)
Source: https://en.wikipedia.org/wiki/Andrew_Dickson_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 30 Sep 2021
- views: 1
51:59
20. Language and Linguistics: Ambiguity, Types, Disambiguation and Semantic, Syntactic Differences
Ambiguity, Types, Illustrations for Disambiguation and Semantic and Syntactic Differences
Ambiguity, Types, Illustrations for Disambiguation and Semantic and Syntactic Differences
https://wn.com/20._Language_And_Linguistics_Ambiguity,_Types,_Disambiguation_And_Semantic,_Syntactic_Differences
Ambiguity, Types, Illustrations for Disambiguation and Semantic and Syntactic Differences
- published: 28 Jul 2020
- views: 176
36:00
Yanis Varoufakis on an Alternative to Capitalism
In this episode of “Keen On”, Andrew is joined by Yanis Varoufakis, the author of “Another Now: Dispatches from an Alternative Present”, to paint the picture of...
In this episode of “Keen On”, Andrew is joined by Yanis Varoufakis, the author of “Another Now: Dispatches from an Alternative Present”, to paint the picture of a world where a global hi-tech uprising has birthed a post-capitalist society in which work, money, land, digital networks and politics have been truly democratised.
Yanis Varoufakis is an economist and politician who, as Greece’s finance minister in 2015, led the struggle against the European Union’s and the International Monetary Fund’s austerity and bank bailout policies. Since then he co-founded DiEM25 (the Democracy in Europe Movement) and is the leader of MeRA25, DiEM25’s political party in Greece. Before his election to Greece’s Parliament, Varoufakis taught economics in universities in Britain, Australia, the United States and Greece for three decades. He holds a chair in economic theory at the University of Athens and is Honorary Professor of Political Economy at the University of Sydney, Honoris Causa Professor of Law, Economics and Finance at the University of Torino, Visiting Professor of Political Economy at King’s College, London, and Doctor of the University Honoris Causa at the University of Sussex.
Visit our website: https://lithub.com/story-type/keen-on/
Email Andrew: a.keen@me.com
Watch the show live on Twitter: https://twitter.com/ajkeen
Watch the show live on LinkedIn: https://www.linkedin.com/in/ankeen/
Watch the show live on Facebook: https://www.facebook.com/lithub
Watch the show on YouTube: https://www.youtube.com/c/LiteraryHub/videos
Subscribe to Andrew’s newsletter: https://andrew2ec.substack.com/
https://wn.com/Yanis_Varoufakis_On_An_Alternative_To_Capitalism
In this episode of “Keen On”, Andrew is joined by Yanis Varoufakis, the author of “Another Now: Dispatches from an Alternative Present”, to paint the picture of a world where a global hi-tech uprising has birthed a post-capitalist society in which work, money, land, digital networks and politics have been truly democratised.
Yanis Varoufakis is an economist and politician who, as Greece’s finance minister in 2015, led the struggle against the European Union’s and the International Monetary Fund’s austerity and bank bailout policies. Since then he co-founded DiEM25 (the Democracy in Europe Movement) and is the leader of MeRA25, DiEM25’s political party in Greece. Before his election to Greece’s Parliament, Varoufakis taught economics in universities in Britain, Australia, the United States and Greece for three decades. He holds a chair in economic theory at the University of Athens and is Honorary Professor of Political Economy at the University of Sydney, Honoris Causa Professor of Law, Economics and Finance at the University of Torino, Visiting Professor of Political Economy at King’s College, London, and Doctor of the University Honoris Causa at the University of Sussex.
Visit our website: https://lithub.com/story-type/keen-on/
Email Andrew: a.keen@me.com
Watch the show live on Twitter: https://twitter.com/ajkeen
Watch the show live on LinkedIn: https://www.linkedin.com/in/ankeen/
Watch the show live on Facebook: https://www.facebook.com/lithub
Watch the show on YouTube: https://www.youtube.com/c/LiteraryHub/videos
Subscribe to Andrew’s newsletter: https://andrew2ec.substack.com/
- published: 07 Sep 2021
- views: 1962
7:53
EM algorithm: how it works
Full lecture: http://bit.ly/EM-alg
Mixture models are a probabilistically-sound way to do soft clustering. We assume our data is sampled from K different sourc...
Full lecture: http://bit.ly/EM-alg
Mixture models are a probabilistically-sound way to do soft clustering. We assume our data is sampled from K different sources (probability distributions). The expectation maximisation (EM) algorithm allows us to discover the parameters of these distributions, and figure out which point comes from each source at the same time.
https://wn.com/Em_Algorithm_How_It_Works
Full lecture: http://bit.ly/EM-alg
Mixture models are a probabilistically-sound way to do soft clustering. We assume our data is sampled from K different sources (probability distributions). The expectation maximisation (EM) algorithm allows us to discover the parameters of these distributions, and figure out which point comes from each source at the same time.
- published: 19 Jan 2014
- views: 351875
11:59
LET'S GOO🔥 FITNESS MOTIVATION 2019
LET'S GOO🔥 FITNESS MOTIVATION 2019 AND GYM MOTIVATION AND WORKOUT MOTIVATION AND BODYBUILDING MOTIVATION !
MAKE SURE YOU LIKE, COMMENT, SHARE & SUBSCRIBE TO ...
LET'S GOO🔥 FITNESS MOTIVATION 2019 AND GYM MOTIVATION AND WORKOUT MOTIVATION AND BODYBUILDING MOTIVATION !
MAKE SURE YOU LIKE, COMMENT, SHARE & SUBSCRIBE TO OUR YOUTUBE CHANNEL FOR KEEP MOTIVATED EVERY DAY💪
Watch my Last video 🥇 https://youtu.be/xFsNsEVQNi4
Edited by: @fochbymotivation
Footage by: evogen nutrition , Jeremy Buendia, zac aynsley, steven cao, andrei deiu, Ryanj Terry, chris bumstead, Larry Wheels, ANDREW, Seth Feroce
Music by:
Rakefire - Unstoppable
Support The Artist:
https://music.apple.com/us/album/renegades/1449542017
Adam Jensen - The Hunter
Support The Artist:
https://open.spotify.com/album/2B5QIIIBmhgmoTyt101oqM?si=IbTVIoCbTwCyO2Kb-Z2VPw
Contact : fochbymotivation@gmail.com
-------------------------------------------------------------------
"Workout" redirects here. For other uses, see Exercise (disambiguation) and Workout (disambiguation).
Running in water
Weight training
Exercise is any bodily activity that enhances or maintains physical fitness and overall health and wellness.[1]
It is performed for various reasons, to aid growth and improve strength, preventing aging, developing muscles and the cardiovascular system, honing athletic skills, weight loss or maintenance, improving health[2] and also for enjoyment. Many individuals choose to exercise outdoors where they can congregate in groups, socialize, and enhance well-being.[3]
In terms of health benefits, the amount of recommended exercise depends upon the goal, the type of exercise, and the age of the person. Even doing a small amount of exercise is healthier than doing none.[4]
https://wn.com/Let'S_Goo🔥_Fitness_Motivation_2019
LET'S GOO🔥 FITNESS MOTIVATION 2019 AND GYM MOTIVATION AND WORKOUT MOTIVATION AND BODYBUILDING MOTIVATION !
MAKE SURE YOU LIKE, COMMENT, SHARE & SUBSCRIBE TO OUR YOUTUBE CHANNEL FOR KEEP MOTIVATED EVERY DAY💪
Watch my Last video 🥇 https://youtu.be/xFsNsEVQNi4
Edited by: @fochbymotivation
Footage by: evogen nutrition , Jeremy Buendia, zac aynsley, steven cao, andrei deiu, Ryanj Terry, chris bumstead, Larry Wheels, ANDREW, Seth Feroce
Music by:
Rakefire - Unstoppable
Support The Artist:
https://music.apple.com/us/album/renegades/1449542017
Adam Jensen - The Hunter
Support The Artist:
https://open.spotify.com/album/2B5QIIIBmhgmoTyt101oqM?si=IbTVIoCbTwCyO2Kb-Z2VPw
Contact : fochbymotivation@gmail.com
-------------------------------------------------------------------
"Workout" redirects here. For other uses, see Exercise (disambiguation) and Workout (disambiguation).
Running in water
Weight training
Exercise is any bodily activity that enhances or maintains physical fitness and overall health and wellness.[1]
It is performed for various reasons, to aid growth and improve strength, preventing aging, developing muscles and the cardiovascular system, honing athletic skills, weight loss or maintenance, improving health[2] and also for enjoyment. Many individuals choose to exercise outdoors where they can congregate in groups, socialize, and enhance well-being.[3]
In terms of health benefits, the amount of recommended exercise depends upon the goal, the type of exercise, and the age of the person. Even doing a small amount of exercise is healthier than doing none.[4]
- published: 17 Nov 2019
- views: 124390
4:06:58
Azure AI Fundamentals Certification (AI-900) - Full Course to PASS the Exam
Prepare for the Azure AI Fundamentals Certification (AI-900) and pass!
✏️ Course developed by Andrew Brown of ExamPro. Check out the ExamPro YouTube channel: h...
Prepare for the Azure AI Fundamentals Certification (AI-900) and pass!
✏️ Course developed by Andrew Brown of ExamPro. Check out the ExamPro YouTube channel: https://www.youtube.com/ExamProChannel
🔗 ExamPro Cloud Obsessed Certification Training: https://www.exampro.co
⭐️ Course Contents ⭐️
☁️ Introduction
🎤 (00:00:00) Introduction
🎤 (00:09:19) Exam Guide Breakdown
☁️ ML Introduction
🎤 (00:13:58) Layers of Machine Learning
🎤 (00:15:06) Key Elements of AI
🎤 (00:16:04) DataSets
🎤 (00:17:44) Labeling
🎤 (00:18:50) Supervised and Unsupervised Reinforcement
🎤 (00:20:16) Neural Networks and Deep Learning
🎤 (00:22:32) GPU
🎤 (00:23:28) CUDA
🎤 (00:24:36) Simple ML Pipeline
🎤 (00:26:46) Forecast vs Prediction
🎤 (00:27:31) Metrics
🎤 (00:29:05) Juypter Notebooks
🎤 (00:30:20) Regression
🎤 (00:31:57) Classification
🎤 (00:32:51) Clustering
🎤 (00:33:36) Confusion Matrix
☁️ Common AI Workloads
🎤 (00:35:13) Anomaly Detection AI
🎤 (00:36:06) Computer Vision AI
🎤 (00:38:12) Natural Language Processing AI
🎤 (00:39:49) Conversational AI
☁️ Responsible AI
🎤 (00:41:23) Responsible AI
🎤 (00:42:16) Fairness
🎤 (00:43:15) Reliability and safety
🎤 (00:44:07) Privacy and security
🎤 (00:44:52) Inclusiveness
🎤 (00:45:31) Transparency
🎤 (00:46:07) Accountability
🎤 (00:46:52) Guidelines for Human AI Interaction
🎤 (00:47:11) Follow Along Guidelines for Human AI Interaction
☁️ Cognitive Services
🎤 (00:58:40) Azure Cognitive Services
🎤 (01:00:48) Cognitive API Key and Endpoint
🎤 (01:01:15) Knowledge Mining
🎤 (01:05:49) Face Service
🎤 (01:07:37) Speech and Translate Service
🎤 (01:09:11) Text Analytics
🎤 (01:12:09) OCR Computer Vision
🎤 (01:13:29) Form Recognizer
🎤 (01:15:55) Form Recognizer Custom Models
🎤 (01:16:41) Form Recognizer Prebuilt Models
🎤 (01:18:40) LUIS
🎤 (01:21:05) QnA Maker
🎤 (01:25:26) Azure Bot Service
☁️ ML Studio
🎤 (01:27:52) Azure Machine Learning Service
🎤 (01:29:17) Studio Overview
🎤 (01:30:46) Studio Compute
🎤 (01:31:55) Studio Data Labeling
🎤 (01:32:52) Data Stores
🎤 (01:33:41) Datasets
🎤 (01:34:51) Experiments
🎤 (01:35:23) Pipelines
🎤 (01:36:30) ML Designer
🎤 (01:37:14) Model Registry
🎤 (01:37:41) Endpoints
🎤 (01:38:57) Notebooks
☁️ AutoML
🎤 (01:39:48) Introduction to AutoML
🎤 (01:42:22) Data Guard Rails
🎤 (01:43:08) Automatic Featurization
🎤 (01:45:00) Model Selection
🎤 (01:46:04) Explanation
🎤 (01:46:58) Primary Metrics
🎤 (01:48:50) Validation Type
☁️ Custom Vision
🎤 (01:49:21) Introduction to Custom Vision
🎤 (01:50:05) Project Types and Domains
🎤 (01:53:01) Custom Vision Features
☁️ Follow Alongs
🎤 (01:55:39) Setup
🎤 (02:06:37) Computer Vision
🎤 (02:10:19) Custom Vision Classification
🎤 (02:16:57) Custom Vision Object Detection
🎤 (02:22:53) Face Service
🎤 (02:26:05) Form Recognizer
🎤 (02:29:36) OCR
🎤 (02:34:29) Text Analysis
🎤 (02:38:12) QnAMaker
🎤 (02:56:46) LUIS
🎤 (03:02:31) AutoML
🎤 (03:19:48) Designer
🎤 (03:30:06) MNIST
🎤 (03:49:45) Data Labeling
🎤 (03:54:13) Clean up
☁️ CheatSheet
🎤 (03:55:28) AI CheatSheet
🎉 Thanks to our Champion and Sponsor supporters:
👾 Wong Voon jinq
👾 hexploitation
👾 Katia Moran
👾 BlckPhantom
👾 Nick Raker
👾 Otis Morgan
👾 DeezMaster
👾 Treehouse
https://wn.com/Azure_Ai_Fundamentals_Certification_(Ai_900)_Full_Course_To_Pass_The_Exam
Prepare for the Azure AI Fundamentals Certification (AI-900) and pass!
✏️ Course developed by Andrew Brown of ExamPro. Check out the ExamPro YouTube channel: https://www.youtube.com/ExamProChannel
🔗 ExamPro Cloud Obsessed Certification Training: https://www.exampro.co
⭐️ Course Contents ⭐️
☁️ Introduction
🎤 (00:00:00) Introduction
🎤 (00:09:19) Exam Guide Breakdown
☁️ ML Introduction
🎤 (00:13:58) Layers of Machine Learning
🎤 (00:15:06) Key Elements of AI
🎤 (00:16:04) DataSets
🎤 (00:17:44) Labeling
🎤 (00:18:50) Supervised and Unsupervised Reinforcement
🎤 (00:20:16) Neural Networks and Deep Learning
🎤 (00:22:32) GPU
🎤 (00:23:28) CUDA
🎤 (00:24:36) Simple ML Pipeline
🎤 (00:26:46) Forecast vs Prediction
🎤 (00:27:31) Metrics
🎤 (00:29:05) Juypter Notebooks
🎤 (00:30:20) Regression
🎤 (00:31:57) Classification
🎤 (00:32:51) Clustering
🎤 (00:33:36) Confusion Matrix
☁️ Common AI Workloads
🎤 (00:35:13) Anomaly Detection AI
🎤 (00:36:06) Computer Vision AI
🎤 (00:38:12) Natural Language Processing AI
🎤 (00:39:49) Conversational AI
☁️ Responsible AI
🎤 (00:41:23) Responsible AI
🎤 (00:42:16) Fairness
🎤 (00:43:15) Reliability and safety
🎤 (00:44:07) Privacy and security
🎤 (00:44:52) Inclusiveness
🎤 (00:45:31) Transparency
🎤 (00:46:07) Accountability
🎤 (00:46:52) Guidelines for Human AI Interaction
🎤 (00:47:11) Follow Along Guidelines for Human AI Interaction
☁️ Cognitive Services
🎤 (00:58:40) Azure Cognitive Services
🎤 (01:00:48) Cognitive API Key and Endpoint
🎤 (01:01:15) Knowledge Mining
🎤 (01:05:49) Face Service
🎤 (01:07:37) Speech and Translate Service
🎤 (01:09:11) Text Analytics
🎤 (01:12:09) OCR Computer Vision
🎤 (01:13:29) Form Recognizer
🎤 (01:15:55) Form Recognizer Custom Models
🎤 (01:16:41) Form Recognizer Prebuilt Models
🎤 (01:18:40) LUIS
🎤 (01:21:05) QnA Maker
🎤 (01:25:26) Azure Bot Service
☁️ ML Studio
🎤 (01:27:52) Azure Machine Learning Service
🎤 (01:29:17) Studio Overview
🎤 (01:30:46) Studio Compute
🎤 (01:31:55) Studio Data Labeling
🎤 (01:32:52) Data Stores
🎤 (01:33:41) Datasets
🎤 (01:34:51) Experiments
🎤 (01:35:23) Pipelines
🎤 (01:36:30) ML Designer
🎤 (01:37:14) Model Registry
🎤 (01:37:41) Endpoints
🎤 (01:38:57) Notebooks
☁️ AutoML
🎤 (01:39:48) Introduction to AutoML
🎤 (01:42:22) Data Guard Rails
🎤 (01:43:08) Automatic Featurization
🎤 (01:45:00) Model Selection
🎤 (01:46:04) Explanation
🎤 (01:46:58) Primary Metrics
🎤 (01:48:50) Validation Type
☁️ Custom Vision
🎤 (01:49:21) Introduction to Custom Vision
🎤 (01:50:05) Project Types and Domains
🎤 (01:53:01) Custom Vision Features
☁️ Follow Alongs
🎤 (01:55:39) Setup
🎤 (02:06:37) Computer Vision
🎤 (02:10:19) Custom Vision Classification
🎤 (02:16:57) Custom Vision Object Detection
🎤 (02:22:53) Face Service
🎤 (02:26:05) Form Recognizer
🎤 (02:29:36) OCR
🎤 (02:34:29) Text Analysis
🎤 (02:38:12) QnAMaker
🎤 (02:56:46) LUIS
🎤 (03:02:31) AutoML
🎤 (03:19:48) Designer
🎤 (03:30:06) MNIST
🎤 (03:49:45) Data Labeling
🎤 (03:54:13) Clean up
☁️ CheatSheet
🎤 (03:55:28) AI CheatSheet
🎉 Thanks to our Champion and Sponsor supporters:
👾 Wong Voon jinq
👾 hexploitation
👾 Katia Moran
👾 BlckPhantom
👾 Nick Raker
👾 Otis Morgan
👾 DeezMaster
👾 Treehouse
- published: 17 Jun 2021
- views: 58074
7:38
How computers learn to recognize objects instantly | Joseph Redmon
Ten years ago, researchers thought that getting a computer to tell the difference between a cat and a dog would be almost impossible. Today, computer vision sys...
Ten years ago, researchers thought that getting a computer to tell the difference between a cat and a dog would be almost impossible. Today, computer vision systems do it with greater than 99 percent accuracy. How? Joseph Redmon works on the YOLO (You Only Look Once) system, an open-source method of object detection that can identify objects in images and video -- from zebras to stop signs -- with lightning-quick speed. In a remarkable live demo, Redmon shows off this important step forward for applications like self-driving cars, robotics and even cancer detection.
Check out more TED talks: http://www.ted.com
The TED Talks channel features the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or less). Look for talks on Technology, Entertainment and Design -- plus science, business, global issues, the arts and more.
Follow TED on Twitter: http://www.twitter.com/TEDTalks
Like TED on Facebook: https://www.facebook.com/TED
Subscribe to our channel: https://www.youtube.com/TED
https://wn.com/How_Computers_Learn_To_Recognize_Objects_Instantly_|_Joseph_Redmon
Ten years ago, researchers thought that getting a computer to tell the difference between a cat and a dog would be almost impossible. Today, computer vision systems do it with greater than 99 percent accuracy. How? Joseph Redmon works on the YOLO (You Only Look Once) system, an open-source method of object detection that can identify objects in images and video -- from zebras to stop signs -- with lightning-quick speed. In a remarkable live demo, Redmon shows off this important step forward for applications like self-driving cars, robotics and even cancer detection.
Check out more TED talks: http://www.ted.com
The TED Talks channel features the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or less). Look for talks on Technology, Entertainment and Design -- plus science, business, global issues, the arts and more.
Follow TED on Twitter: http://www.twitter.com/TEDTalks
Like TED on Facebook: https://www.facebook.com/TED
Subscribe to our channel: https://www.youtube.com/TED
- published: 18 Aug 2017
- views: 997776
30:45
Deduplication and Author Disambiguation of Streaming Records via Supervised Models -Reza Karimi
"Here we present a general supervised framework for record deduplication and author-disambiguation via Spark. This work differentiates itself by - Application o...
"Here we present a general supervised framework for record deduplication and author-disambiguation via Spark. This work differentiates itself by - Application of Databricks and AWS makes this a scalable implementation. Compute resources are comparably lower than traditional legacy technology using big boxes 24/7. Scalability is crucial as Elsevier's Scopus data, the biggest scientific abstract repository, covers roughly 250 million authorships from 70 million abstracts covering a few hundred years. - We create a fingerprint for each content by deep learning and/or word2vec algorithms to expedite pairwise similarity calculation. These encoders substantially reduce compute time while maintaining semantic similarity (unlike traditional TFIDF or predefined taxonomies). We will briefly discuss how to optimize word2vec training with high parallelization. Moreover, we show how these encoders can be used to derive a standard representation for all our entities namely such as documents, authors, users, journals, etc. This standard representation can simplify the recommendation problem into a pairwise similarity search and hence it can offer a basic recommender for cross-product applications where we may not have a dedicate recommender engine designed. - Traditional author-disambiguation or record deduplication algorithms are batch-processing with small to no training data. However, we have roughly 25 million authorships that are manually curated or corrected upon user feedback. Hence, it is crucial to maintain historical profiles and hence we have developed a machine learning implementation to deal with data streams and process them in mini batches or one document at a time. We will discuss how to measure the accuracy of such a system, how to tune it and how to process the raw data of pairwise similarity function into final clusters. Lessons learned from this talk can help all sort of companies where they want to integrate their data or deduplicate their user/customer/product databases.
Session hashtag: #EUai2"
About: Databricks provides a unified data analytics platform, powered by Apache Spark™, that accelerates innovation by unifying data science, engineering and business.
Read more here: https://databricks.com/product/unified-data-analytics-platform
Connect with us:
Website: https://databricks.com
Facebook: https://www.facebook.com/databricksinc
Twitter: https://twitter.com/databricks
LinkedIn: https://www.linkedin.com/company/databricks
Instagram: https://www.instagram.com/databricksinc/
https://wn.com/Deduplication_And_Author_Disambiguation_Of_Streaming_Records_Via_Supervised_Models_Reza_Karimi
"Here we present a general supervised framework for record deduplication and author-disambiguation via Spark. This work differentiates itself by - Application of Databricks and AWS makes this a scalable implementation. Compute resources are comparably lower than traditional legacy technology using big boxes 24/7. Scalability is crucial as Elsevier's Scopus data, the biggest scientific abstract repository, covers roughly 250 million authorships from 70 million abstracts covering a few hundred years. - We create a fingerprint for each content by deep learning and/or word2vec algorithms to expedite pairwise similarity calculation. These encoders substantially reduce compute time while maintaining semantic similarity (unlike traditional TFIDF or predefined taxonomies). We will briefly discuss how to optimize word2vec training with high parallelization. Moreover, we show how these encoders can be used to derive a standard representation for all our entities namely such as documents, authors, users, journals, etc. This standard representation can simplify the recommendation problem into a pairwise similarity search and hence it can offer a basic recommender for cross-product applications where we may not have a dedicate recommender engine designed. - Traditional author-disambiguation or record deduplication algorithms are batch-processing with small to no training data. However, we have roughly 25 million authorships that are manually curated or corrected upon user feedback. Hence, it is crucial to maintain historical profiles and hence we have developed a machine learning implementation to deal with data streams and process them in mini batches or one document at a time. We will discuss how to measure the accuracy of such a system, how to tune it and how to process the raw data of pairwise similarity function into final clusters. Lessons learned from this talk can help all sort of companies where they want to integrate their data or deduplicate their user/customer/product databases.
Session hashtag: #EUai2"
About: Databricks provides a unified data analytics platform, powered by Apache Spark™, that accelerates innovation by unifying data science, engineering and business.
Read more here: https://databricks.com/product/unified-data-analytics-platform
Connect with us:
Website: https://databricks.com
Facebook: https://www.facebook.com/databricksinc
Twitter: https://twitter.com/databricks
LinkedIn: https://www.linkedin.com/company/databricks
Instagram: https://www.instagram.com/databricksinc/
- published: 30 Oct 2017
- views: 624
9:00
Semantic Scope Ambiguity
Why do people interpret the same sentence multiple ways? What is it about semantics that leads us to more than one meaning? This week, The Ling Space takes on s...
Why do people interpret the same sentence multiple ways? What is it about semantics that leads us to more than one meaning? This week, The Ling Space takes on semantic scope and talks about how the most innocent-seeming words in your sentence are fighting it out to bestow upon you an interpretation where they come out on top, as well as how we avoid being lost in an ambiguous fog all the time.
This is Topic #8!
This week's tag language: Czech!
Find us on all the social media worlds:
Tumblr: thelingspace.tumblr.com
Twitter: @TheLingSpace
Facebook: www.facebook.com/thelingspace/
And at our website, www.thelingspace.com!
Our website also has extra content about this week's topic at www.thelingspace.com/episode-8/
We also have forums to discuss this episode, and linguistics more generally!
Looking forward to next week!
https://wn.com/Semantic_Scope_Ambiguity
Why do people interpret the same sentence multiple ways? What is it about semantics that leads us to more than one meaning? This week, The Ling Space takes on semantic scope and talks about how the most innocent-seeming words in your sentence are fighting it out to bestow upon you an interpretation where they come out on top, as well as how we avoid being lost in an ambiguous fog all the time.
This is Topic #8!
This week's tag language: Czech!
Find us on all the social media worlds:
Tumblr: thelingspace.tumblr.com
Twitter: @TheLingSpace
Facebook: www.facebook.com/thelingspace/
And at our website, www.thelingspace.com!
Our website also has extra content about this week's topic at www.thelingspace.com/episode-8/
We also have forums to discuss this episode, and linguistics more generally!
Looking forward to next week!
- published: 22 Oct 2014
- views: 29358