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Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as a...
published: 07 Jan 2021
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The 10 Most Uplifting Movies of All Time
You know what? It's time to start feeling better about things. At the risk of being late to the party, Cinefix is happy to present our list of feel good movies. This Movie List is a painstakingly curated collection of all the different ways a movie can make you feel good about the world. From underdog stories to absurdist comedy, and heart-warming to heartbreak, these are the 10 Most Uplifting Movies of All Time.
The List:
Faith In Humanity - Won't You Be My Neighbor
Underdog Story - Remember the Titans
Silly - Monty Python and the Holy Grail
Joyful - Amelie
Nostalgic - My Neighbor Totoro
Fall-In-Love - Top Hat
Carefree - Dazed and Confused / Everybody Wants Some Double Feature
Peaceful - Cemetery of Splendour
Bittersweet - Life is Beautiful
Kill a lot of Time - Fanny and Alexander
published: 27 Apr 2020
-
hikaru drawing arrows for 4 minutes straight
literally just hikaru drawing arrows for 4 minutes to confuse chat and everyone around him
also I know Levy is amazing at this game lmao. It’s just a joke :]
Featuring: @GMHikaru
Bonus Feature: @GothamChess
Thanks to @zurley and @SlotLeylaMecnunn and of course @GMHikaru for supplying me with some clips
All music by Kevin Macleod is licensed under a Creative Commons Attribution 4.0 license.
Link to Artist: https://incompetech.com/music/
subscribe for more dumb clips and personal posts
the bishop is an impostor
published: 03 Apr 2023
-
ApplyAI Hands-on in NLP: Word Disambiguation and Automatic Summarization
You can find the Google Drive folder with the notebooks here: https://drive.google.com/drive/folders/1paIso1fqasLblXgjvkzOwEns4cO81ipc
published: 09 May 2020
-
[OOPSLA23] Rapid: Region-Based Pointer Disambiguation
Rapid: Region-Based Pointer Disambiguation (Video, OOPSLA2 2023)
Khushboo Chitre, Piyus Kedia, and Rahul Purandare
(IIIT Delhi, India; IIIT Delhi, India; University of Nebraska-Lincoln, USA)
Abstract: Interprocedural alias analyses often sacrifice precision for scalability. Thus, modern compilers such as GCC and LLVM implement more scalable but less precise intraprocedural alias analyses. This compromise makes the compilers miss out on potential optimization opportunities, affecting the performance of the application. Modern compilers implement loop-versioning with dynamic checks for pointer disambiguation to enable the missed optimizations. Polyhedral access range analysis and symbolic range analysis enable 𝑂 (1) range checks for non-overlapping of memory accesses inside loops. However, ...
published: 14 Feb 2024
-
King Of The Hill But Its a Midwest Emo Intro
published: 03 Apr 2023
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The Mind & The Game How to Play | A GLHF Disambiguation Video
If you've ever wondered about The Mind or The Game, including each of their variants, Nicholas walks you through how each one works, how they're different from each other, and why they might be worth the tiny spot on your shelf. The perfect opportunity to finally sort these titles out.
Buy these games: https://pandasaurusgames.com/collections/shop/social-games
Help Support the Channel: http://www.patreon.com/glhfmagic
Follow Nicholas on Twitter: http://www.twitter.com/captainngm
Follow Meghan & Maria on Twitter: http://www.twitter.com/glhfmagic
0:00 Intro
2:19 The Game Quick and Easy
3:51 The Game
5:56 The Mind
8:16 The Mind Extreme
9:43 Summary and Final Thoughts
published: 20 Oct 2020
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I Beat MrBeast With Just a King and a Queen
Hikaru Nakamura gives @MrBeast his all when he has only his king and his queen vs the rest of all his pieces.
👕 NEW MERCH ► https://streamlabs.com/gmhikaru/merch
♟️ LEARN CHESS & PLAY WITH ME ► https://go.chess.com/hikaru
🎁 GIVE 💎 CHESS ► https://www.chess.com/membership/gift?ref_id=15448422
🎬 CLIPS CHANNEL ► https://www.youtube.com/c/GMHikaruClips?sub_confirmation=1
🎞️ MORE GMHIKARU ► https://www.youtube.com/c/moregmhikaru?sub_confirmation=1
💜 TWITCH ► https://www.twitch.tv/gmhikaru
💖 INSTAGRAM ► https://www.instagram.com/gmhikaru/
🐦 TWITTER ► https://twitter.com/gmhikaru
✨ TIKTOK ► https://www.tiktok.com/@hikarugm
💛 DISCORD ►
https://discord.com/invite/aeaqK6g
💙 FACEBOOK ► https://facebook.com/GMHikaru
💚 SUPPORT ► https://streamlabs.com/gmhikaru
🤣 REDDIT ► https://www...
published: 24 Dec 2020
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093 Keyword Disambiguation Using Transformers and Clustering to Build Cleaner Knowledge - NODES2022
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities in unstructured texts are ambiguous - the same concept can be expressed by many different linguistic variations. The resulting knowledge graph would thus be polluted with many nodes representing the same entity without any order. In this session, we show how the semantic similarity based on transformer embeddings and agglomerative clustering can help in the domain of academic disciplines and research fields and how Neo4j improves the browsing experience of this knowledge graph.
Speakers: Federica Ventruto, Alessia Melania Lonoce
Format: Full Session 30-45 min
Level: Advanced
Topics: #KnowledgeGraph, #MachineLearning...
published: 30 Nov 2022
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Top 20 Worst Movies of the 90s
You can erase these films from your memory. For this list, we’ll be looking at what’s considered the absolute worst that 90s cinema had to offer. Our countdown includes “Cool World”, "Striptease", “Street Fighter”, “Speed 2: Cruise Control”, "Batman & Robin", and more! What 90s flick do you consider the worst? Let us know in the comments.
Watch more great 90s videos here:
Top 10 Things From the 90s That Are Still Popular: https://youtu.be/9UeZZG9KVh8
Top 10 Cringiest Things About the 90s: https://youtu.be/MYwsnwQzlxI
Top 10 90s Movie Tropes: https://youtu.be/u-CXyiDnudc
Have Your Idea Become A Video!
https://wmojo.com/suggest
Subscribe for more great content!
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Visit WatchMojo Club for Great Deals!
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Your trust...
published: 24 Aug 2021
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
18:27
The 10 Most Uplifting Movies of All Time
You know what? It's time to start feeling better about things. At the risk of being late to the party, Cinefix is happy to present our list of feel good movies....
You know what? It's time to start feeling better about things. At the risk of being late to the party, Cinefix is happy to present our list of feel good movies. This Movie List is a painstakingly curated collection of all the different ways a movie can make you feel good about the world. From underdog stories to absurdist comedy, and heart-warming to heartbreak, these are the 10 Most Uplifting Movies of All Time.
The List:
Faith In Humanity - Won't You Be My Neighbor
Underdog Story - Remember the Titans
Silly - Monty Python and the Holy Grail
Joyful - Amelie
Nostalgic - My Neighbor Totoro
Fall-In-Love - Top Hat
Carefree - Dazed and Confused / Everybody Wants Some Double Feature
Peaceful - Cemetery of Splendour
Bittersweet - Life is Beautiful
Kill a lot of Time - Fanny and Alexander
https://wn.com/The_10_Most_Uplifting_Movies_Of_All_Time
You know what? It's time to start feeling better about things. At the risk of being late to the party, Cinefix is happy to present our list of feel good movies. This Movie List is a painstakingly curated collection of all the different ways a movie can make you feel good about the world. From underdog stories to absurdist comedy, and heart-warming to heartbreak, these are the 10 Most Uplifting Movies of All Time.
The List:
Faith In Humanity - Won't You Be My Neighbor
Underdog Story - Remember the Titans
Silly - Monty Python and the Holy Grail
Joyful - Amelie
Nostalgic - My Neighbor Totoro
Fall-In-Love - Top Hat
Carefree - Dazed and Confused / Everybody Wants Some Double Feature
Peaceful - Cemetery of Splendour
Bittersweet - Life is Beautiful
Kill a lot of Time - Fanny and Alexander
- published: 27 Apr 2020
- views: 933786
3:59
hikaru drawing arrows for 4 minutes straight
literally just hikaru drawing arrows for 4 minutes to confuse chat and everyone around him
also I know Levy is amazing at this game lmao. It’s just a joke :]
...
literally just hikaru drawing arrows for 4 minutes to confuse chat and everyone around him
also I know Levy is amazing at this game lmao. It’s just a joke :]
Featuring: @GMHikaru
Bonus Feature: @GothamChess
Thanks to @zurley and @SlotLeylaMecnunn and of course @GMHikaru for supplying me with some clips
All music by Kevin Macleod is licensed under a Creative Commons Attribution 4.0 license.
Link to Artist: https://incompetech.com/music/
subscribe for more dumb clips and personal posts
the bishop is an impostor
https://wn.com/Hikaru_Drawing_Arrows_For_4_Minutes_Straight
literally just hikaru drawing arrows for 4 minutes to confuse chat and everyone around him
also I know Levy is amazing at this game lmao. It’s just a joke :]
Featuring: @GMHikaru
Bonus Feature: @GothamChess
Thanks to @zurley and @SlotLeylaMecnunn and of course @GMHikaru for supplying me with some clips
All music by Kevin Macleod is licensed under a Creative Commons Attribution 4.0 license.
Link to Artist: https://incompetech.com/music/
subscribe for more dumb clips and personal posts
the bishop is an impostor
- published: 03 Apr 2023
- views: 2116715
2:24:42
ApplyAI Hands-on in NLP: Word Disambiguation and Automatic Summarization
You can find the Google Drive folder with the notebooks here: https://drive.google.com/drive/folders/1paIso1fqasLblXgjvkzOwEns4cO81ipc
You can find the Google Drive folder with the notebooks here: https://drive.google.com/drive/folders/1paIso1fqasLblXgjvkzOwEns4cO81ipc
https://wn.com/Applyai_Hands_On_In_Nlp_Word_Disambiguation_And_Automatic_Summarization
You can find the Google Drive folder with the notebooks here: https://drive.google.com/drive/folders/1paIso1fqasLblXgjvkzOwEns4cO81ipc
- published: 09 May 2020
- views: 1382
18:14
[OOPSLA23] Rapid: Region-Based Pointer Disambiguation
Rapid: Region-Based Pointer Disambiguation (Video, OOPSLA2 2023)
Khushboo Chitre, Piyus Kedia, and Rahul Purandare
(IIIT Delhi, India; IIIT Delhi, India; Univer...
Rapid: Region-Based Pointer Disambiguation (Video, OOPSLA2 2023)
Khushboo Chitre, Piyus Kedia, and Rahul Purandare
(IIIT Delhi, India; IIIT Delhi, India; University of Nebraska-Lincoln, USA)
Abstract: Interprocedural alias analyses often sacrifice precision for scalability. Thus, modern compilers such as GCC and LLVM implement more scalable but less precise intraprocedural alias analyses. This compromise makes the compilers miss out on potential optimization opportunities, affecting the performance of the application. Modern compilers implement loop-versioning with dynamic checks for pointer disambiguation to enable the missed optimizations. Polyhedral access range analysis and symbolic range analysis enable 𝑂 (1) range checks for non-overlapping of memory accesses inside loops. However, these approaches work only for the loops in which the loop bounds are loop invariants. To address this limitation, researchers proposed a technique that requires 𝑂 (𝑙𝑜𝑔 𝑛) memory accesses for pointer disambiguation. Others improved the performance of dynamic checks to single memory access by constraining the object size and alignment. However, the former approach incurs noticeable overhead due to its dynamic checks, whereas the latter has a noticeable allocator overhead. Thus, scalability remains a challenge.
In this work, we present a tool, Rapid, that further reduces the overheads of the allocator and dynamic checks proposed in the existing approaches. The key idea is to identify objects that need disambiguation checks using a profiler and allocate them in different regions, which are disjoint memory areas. The disambiguation checks simply compare the regions corresponding to the objects. The regions are aligned such that the top 32 bits in the addresses of any two objects allocated in different regions are always different. As a consequence, the dynamic checks do not require any memory access to ensure that the objects belong to different regions, making them efficient.
Rapid achieved a maximum performance benefit of around 52.94% for Polybench and 1.88% for CPU SPEC 2017 benchmarks. The maximum CPU overhead of our allocator is 0.57% with a geometric mean of -0.2% for CPU SPEC 2017 benchmarks. Due to the low overhead of the allocator and dynamic checks, Rapid could improve the performance of 12 out of 16 CPU SPEC 2017 benchmarks. In contrast, a state-of-the-art approach used in the comparison could improve only five CPU SPEC 2017 benchmarks.
Article: https://doi.org/10.1145/3622859
Supplementary archive: https://doi.org/10.5281/zenodo.8321488 (Badges: Artifacts Available, Artifacts Evaluated — Reusable)
ORCID: https://orcid.org/0000-0001-6950-1055, https://orcid.org/0000-0002-9569-4089, https://orcid.org/0000-0001-8677-0601
Video Tags: alias analysis, LLVM, optimizations, regions, dynamic checks, memory allocation, allocation site, oopslab23main-p475-p, doi:10.1145/3622859, doi:10.5281/zenodo.8321488, orcid:0000-0001-6950-1055, orcid:0000-0002-9569-4089, orcid:0000-0001-8677-0601, Artifacts Available, Artifacts Evaluated — Reusable
Presentation at the OOPSLA2 2023 conference, October 22–27, 2023, https://2023.splashcon.org/track/splash-2023-oopsla
Sponsored by ACM SIGPLAN,
https://wn.com/Oopsla23_Rapid_Region_Based_Pointer_Disambiguation
Rapid: Region-Based Pointer Disambiguation (Video, OOPSLA2 2023)
Khushboo Chitre, Piyus Kedia, and Rahul Purandare
(IIIT Delhi, India; IIIT Delhi, India; University of Nebraska-Lincoln, USA)
Abstract: Interprocedural alias analyses often sacrifice precision for scalability. Thus, modern compilers such as GCC and LLVM implement more scalable but less precise intraprocedural alias analyses. This compromise makes the compilers miss out on potential optimization opportunities, affecting the performance of the application. Modern compilers implement loop-versioning with dynamic checks for pointer disambiguation to enable the missed optimizations. Polyhedral access range analysis and symbolic range analysis enable 𝑂 (1) range checks for non-overlapping of memory accesses inside loops. However, these approaches work only for the loops in which the loop bounds are loop invariants. To address this limitation, researchers proposed a technique that requires 𝑂 (𝑙𝑜𝑔 𝑛) memory accesses for pointer disambiguation. Others improved the performance of dynamic checks to single memory access by constraining the object size and alignment. However, the former approach incurs noticeable overhead due to its dynamic checks, whereas the latter has a noticeable allocator overhead. Thus, scalability remains a challenge.
In this work, we present a tool, Rapid, that further reduces the overheads of the allocator and dynamic checks proposed in the existing approaches. The key idea is to identify objects that need disambiguation checks using a profiler and allocate them in different regions, which are disjoint memory areas. The disambiguation checks simply compare the regions corresponding to the objects. The regions are aligned such that the top 32 bits in the addresses of any two objects allocated in different regions are always different. As a consequence, the dynamic checks do not require any memory access to ensure that the objects belong to different regions, making them efficient.
Rapid achieved a maximum performance benefit of around 52.94% for Polybench and 1.88% for CPU SPEC 2017 benchmarks. The maximum CPU overhead of our allocator is 0.57% with a geometric mean of -0.2% for CPU SPEC 2017 benchmarks. Due to the low overhead of the allocator and dynamic checks, Rapid could improve the performance of 12 out of 16 CPU SPEC 2017 benchmarks. In contrast, a state-of-the-art approach used in the comparison could improve only five CPU SPEC 2017 benchmarks.
Article: https://doi.org/10.1145/3622859
Supplementary archive: https://doi.org/10.5281/zenodo.8321488 (Badges: Artifacts Available, Artifacts Evaluated — Reusable)
ORCID: https://orcid.org/0000-0001-6950-1055, https://orcid.org/0000-0002-9569-4089, https://orcid.org/0000-0001-8677-0601
Video Tags: alias analysis, LLVM, optimizations, regions, dynamic checks, memory allocation, allocation site, oopslab23main-p475-p, doi:10.1145/3622859, doi:10.5281/zenodo.8321488, orcid:0000-0001-6950-1055, orcid:0000-0002-9569-4089, orcid:0000-0001-8677-0601, Artifacts Available, Artifacts Evaluated — Reusable
Presentation at the OOPSLA2 2023 conference, October 22–27, 2023, https://2023.splashcon.org/track/splash-2023-oopsla
Sponsored by ACM SIGPLAN,
- published: 14 Feb 2024
- views: 27
11:42
The Mind & The Game How to Play | A GLHF Disambiguation Video
If you've ever wondered about The Mind or The Game, including each of their variants, Nicholas walks you through how each one works, how they're different from ...
If you've ever wondered about The Mind or The Game, including each of their variants, Nicholas walks you through how each one works, how they're different from each other, and why they might be worth the tiny spot on your shelf. The perfect opportunity to finally sort these titles out.
Buy these games: https://pandasaurusgames.com/collections/shop/social-games
Help Support the Channel: http://www.patreon.com/glhfmagic
Follow Nicholas on Twitter: http://www.twitter.com/captainngm
Follow Meghan & Maria on Twitter: http://www.twitter.com/glhfmagic
0:00 Intro
2:19 The Game Quick and Easy
3:51 The Game
5:56 The Mind
8:16 The Mind Extreme
9:43 Summary and Final Thoughts
https://wn.com/The_Mind_The_Game_How_To_Play_|_A_Glhf_Disambiguation_Video
If you've ever wondered about The Mind or The Game, including each of their variants, Nicholas walks you through how each one works, how they're different from each other, and why they might be worth the tiny spot on your shelf. The perfect opportunity to finally sort these titles out.
Buy these games: https://pandasaurusgames.com/collections/shop/social-games
Help Support the Channel: http://www.patreon.com/glhfmagic
Follow Nicholas on Twitter: http://www.twitter.com/captainngm
Follow Meghan & Maria on Twitter: http://www.twitter.com/glhfmagic
0:00 Intro
2:19 The Game Quick and Easy
3:51 The Game
5:56 The Mind
8:16 The Mind Extreme
9:43 Summary and Final Thoughts
- published: 20 Oct 2020
- views: 300
30:54
I Beat MrBeast With Just a King and a Queen
Hikaru Nakamura gives @MrBeast his all when he has only his king and his queen vs the rest of all his pieces.
👕 NEW MERCH ► https://streamlabs.com/gmhikaru/me...
Hikaru Nakamura gives @MrBeast his all when he has only his king and his queen vs the rest of all his pieces.
👕 NEW MERCH ► https://streamlabs.com/gmhikaru/merch
♟️ LEARN CHESS & PLAY WITH ME ► https://go.chess.com/hikaru
🎁 GIVE 💎 CHESS ► https://www.chess.com/membership/gift?ref_id=15448422
🎬 CLIPS CHANNEL ► https://www.youtube.com/c/GMHikaruClips?sub_confirmation=1
🎞️ MORE GMHIKARU ► https://www.youtube.com/c/moregmhikaru?sub_confirmation=1
💜 TWITCH ► https://www.twitch.tv/gmhikaru
💖 INSTAGRAM ► https://www.instagram.com/gmhikaru/
🐦 TWITTER ► https://twitter.com/gmhikaru
✨ TIKTOK ► https://www.tiktok.com/@hikarugm
💛 DISCORD ►
https://discord.com/invite/aeaqK6g
💙 FACEBOOK ► https://facebook.com/GMHikaru
💚 SUPPORT ► https://streamlabs.com/gmhikaru
🤣 REDDIT ► https://www.reddit.com/r/HikaruNakamura/
━━━━━━━━━━━━━
🎥 Edit and Thumbnail by: Jaron https://twitter.com/jaroniscaring
👌Channel Management - Team Hikaru
📧 Business inquiries only:
[email protected]
#gmhikaru #chess #mrbeast
https://wn.com/I_Beat_Mrbeast_With_Just_A_King_And_A_Queen
Hikaru Nakamura gives @MrBeast his all when he has only his king and his queen vs the rest of all his pieces.
👕 NEW MERCH ► https://streamlabs.com/gmhikaru/merch
♟️ LEARN CHESS & PLAY WITH ME ► https://go.chess.com/hikaru
🎁 GIVE 💎 CHESS ► https://www.chess.com/membership/gift?ref_id=15448422
🎬 CLIPS CHANNEL ► https://www.youtube.com/c/GMHikaruClips?sub_confirmation=1
🎞️ MORE GMHIKARU ► https://www.youtube.com/c/moregmhikaru?sub_confirmation=1
💜 TWITCH ► https://www.twitch.tv/gmhikaru
💖 INSTAGRAM ► https://www.instagram.com/gmhikaru/
🐦 TWITTER ► https://twitter.com/gmhikaru
✨ TIKTOK ► https://www.tiktok.com/@hikarugm
💛 DISCORD ►
https://discord.com/invite/aeaqK6g
💙 FACEBOOK ► https://facebook.com/GMHikaru
💚 SUPPORT ► https://streamlabs.com/gmhikaru
🤣 REDDIT ► https://www.reddit.com/r/HikaruNakamura/
━━━━━━━━━━━━━
🎥 Edit and Thumbnail by: Jaron https://twitter.com/jaroniscaring
👌Channel Management - Team Hikaru
📧 Business inquiries only:
[email protected]
#gmhikaru #chess #mrbeast
- published: 24 Dec 2020
- views: 17987580
35:11
093 Keyword Disambiguation Using Transformers and Clustering to Build Cleaner Knowledge - NODES2022
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities ...
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities in unstructured texts are ambiguous - the same concept can be expressed by many different linguistic variations. The resulting knowledge graph would thus be polluted with many nodes representing the same entity without any order. In this session, we show how the semantic similarity based on transformer embeddings and agglomerative clustering can help in the domain of academic disciplines and research fields and how Neo4j improves the browsing experience of this knowledge graph.
Speakers: Federica Ventruto, Alessia Melania Lonoce
Format: Full Session 30-45 min
Level: Advanced
Topics: #KnowledgeGraph, #MachineLearning, #Visualization, #General, #Advanced
Region: EMEA
Slides: https://dist.neo4j.com/nodes-20202-slides/093%20Keyword%20Disambiguation%20Using%20Transformers%20and%20Clustering%20to%20Build%20Cleaner%20Knowledge%20Graphs%20-%20NODES2022%20EMEA%20Advanced%206%20-%20Federica%20Ventruto%2C%20Alessia%20Melania%20Lonoce.pdf
Visit https://neo4j.com/nodes-2022 learn more at https://neo4j.com/developer/get-started and engage at https://community.neo4j.com
https://wn.com/093_Keyword_Disambiguation_Using_Transformers_And_Clustering_To_Build_Cleaner_Knowledge_Nodes2022
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities in unstructured texts are ambiguous - the same concept can be expressed by many different linguistic variations. The resulting knowledge graph would thus be polluted with many nodes representing the same entity without any order. In this session, we show how the semantic similarity based on transformer embeddings and agglomerative clustering can help in the domain of academic disciplines and research fields and how Neo4j improves the browsing experience of this knowledge graph.
Speakers: Federica Ventruto, Alessia Melania Lonoce
Format: Full Session 30-45 min
Level: Advanced
Topics: #KnowledgeGraph, #MachineLearning, #Visualization, #General, #Advanced
Region: EMEA
Slides: https://dist.neo4j.com/nodes-20202-slides/093%20Keyword%20Disambiguation%20Using%20Transformers%20and%20Clustering%20to%20Build%20Cleaner%20Knowledge%20Graphs%20-%20NODES2022%20EMEA%20Advanced%206%20-%20Federica%20Ventruto%2C%20Alessia%20Melania%20Lonoce.pdf
Visit https://neo4j.com/nodes-2022 learn more at https://neo4j.com/developer/get-started and engage at https://community.neo4j.com
- published: 30 Nov 2022
- views: 515
22:06
Top 20 Worst Movies of the 90s
You can erase these films from your memory. For this list, we’ll be looking at what’s considered the absolute worst that 90s cinema had to offer. Our countdown ...
You can erase these films from your memory. For this list, we’ll be looking at what’s considered the absolute worst that 90s cinema had to offer. Our countdown includes “Cool World”, "Striptease", “Street Fighter”, “Speed 2: Cruise Control”, "Batman & Robin", and more! What 90s flick do you consider the worst? Let us know in the comments.
Watch more great 90s videos here:
Top 10 Things From the 90s That Are Still Popular: https://youtu.be/9UeZZG9KVh8
Top 10 Cringiest Things About the 90s: https://youtu.be/MYwsnwQzlxI
Top 10 90s Movie Tropes: https://youtu.be/u-CXyiDnudc
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Your trusted authority for Top 10 lists, reviews, tips and tricks, biographies, origins, and entertainment news on Film, TV, Video Games, Comics, Celeb, Music and Superheroes.
#Film
#90s
#WorstMovies
https://wn.com/Top_20_Worst_Movies_Of_The_90S
You can erase these films from your memory. For this list, we’ll be looking at what’s considered the absolute worst that 90s cinema had to offer. Our countdown includes “Cool World”, "Striptease", “Street Fighter”, “Speed 2: Cruise Control”, "Batman & Robin", and more! What 90s flick do you consider the worst? Let us know in the comments.
Watch more great 90s videos here:
Top 10 Things From the 90s That Are Still Popular: https://youtu.be/9UeZZG9KVh8
Top 10 Cringiest Things About the 90s: https://youtu.be/MYwsnwQzlxI
Top 10 90s Movie Tropes: https://youtu.be/u-CXyiDnudc
Have Your Idea Become A Video!
https://wmojo.com/suggest
Subscribe for more great content!
https://wmojo.com/watchmojo-subscribe
Visit WatchMojo Club for Great Deals!
https://wmojo.com/WatchMojoClub
Your trusted authority for Top 10 lists, reviews, tips and tricks, biographies, origins, and entertainment news on Film, TV, Video Games, Comics, Celeb, Music and Superheroes.
#Film
#90s
#WorstMovies
- published: 24 Aug 2021
- views: 291326