-
Mastering the currents. 💪📹: @clem_secchi
📲 Want to watch live sport and original documentaries for free? Check out our website: https://oly.ch/WatchLiveSport
_____________________________________________________
🇨🇳 #Beijing2022 replays: https://oly.ch/B22Replays
🇯🇵 #Tokyo2020 replays: https://oly.ch/T20Replays
🗞️ News from the Olympic world: https://oly.ch/News
published: 16 Apr 2024
-
World’s Largest Jello Pool
published: 25 Jul 2024
-
gymnastics meets swimming. 🤝 📹: @Nickoflow_6 #Olympics
📺 Re-live ALL the incredible #Paris2024 action: ➡️ https://oly.ch/P24Replays
_____________________________________________________
🇫🇷 #Paris2024 replays: https://oly.ch/P2024Replays
🇨🇳 #Beijing2022 replays: https://oly.ch/B22Replays
🇯🇵 #Tokyo2020 replays: https://oly.ch/T20Replays
🗞️ News from the Olympic world: https://oly.ch/News
published: 09 Oct 2024
-
Ellie & Charlotte Ball Pit Shark Surprise in the Swimming Pool
Dive into a fun-filled pool adventure with Charlotte, Ellie, Uncle Paul, and Uncle Jason! The kids start a ball pit party in the pool, but things take a wild turn when a sneaky shark steals Uncle Paul’s sandwich! Or is it really a shark? Watch as Uncle Jason’s prank gets out of control, leading to a hilarious chase to catch the shark with a clever plan. Will Uncle Paul, the lifeguard, and the girls be able to outsmart the tricky shark? Find out in this splash-tastic adventure! The lesson? Even the best pranks can go a little too far, so always play safely and think of others!
Subscribe for notifications to new videos: https://www.youtube.com/channel/UCgFXm4TI8htWmCyJ6cVPG_A?sub_confirmation=1
Check out our latest videos playlist: https://www.youtube.com/watch?v=fsHnS3mZglg&list=PL5gq3QGk...
published: 30 Aug 2024
-
Extreme Slip and Slide 💦
published: 04 Oct 2024
-
Technique matters 🔥 #swimming
published: 20 Jan 2024
-
Eric & Kaden’s Swimming Adventure: Never Give Up!
Kaden learns the importance of never giving up as he trains to become a better swimmer with the help of Eric and Lifeguard Paul. Along the way, they face silly challenges, like a "shark" in the pool caused by mischievous Uncle Luke! Through teamwork and determination, Kaden builds his confidence and discovers that it's okay to take time to improve. The fun-filled pool day ends with everyone playing games together and learning the value of helping one another.
Subscribe for notifications to new videos: https://www.youtube.com/channel/UCgFXm4TI8htWmCyJ6cVPG_A?sub_confirmation=1
Check out our latest videos playlist: https://www.youtube.com/watch?v=fsHnS3mZglg&list=PL5gq3QGk5j3hRwpMNKQ9L5NyUt3FiTmSy
published: 24 Dec 2024
-
Swim in the pool #short
Nastya swims in the most beautiful infinity pool in the world
published: 05 Jun 2023
-
Chris learns safety rules in the pool - Useful story for kids
Chris learns safety rules in the pool - Useful story for kids
00:00 Chris learns safety rules in the pool
03:54 Chris and Mom learn to share inflatable toys
08:15 Chris turned House Into a Trampoline Park!
13:29 Vlad and Niki show the safety rules in the pool
17:39 Chris and Mom show the safety rules for kids
21:51 Chris and Mom learn good habits for kids
26:23 Chris and Mom build Inflatable Playhouse for children
Please Subscribe!
published: 30 Mar 2024
-
A cool summer with DIY swimming pool at home for my children
The summer is coming. Because our family is far from the beach, we will spend free time building a swimming pool at home for our children. Hope that our children will like this swimming pool and have a fun time with it.
Watch the full video and learn how to build a swimming pool at home for your children.
----
Materials: cement, sand, iron wire, wood formwork, paintbrush, PVC pipe, ceramic tiles, red bricks, bamboo tubes, silicone, glass sheets, concrete slab.
Paint color: blue, brown.
-----
Please press Subscribe to update the latest videos and leave your comments!
-----
Our 2nd youtube channel: https://www.youtube.com/c/SWEETGARDEN365/videos
-----
See more new ideas:
https://www.youtube.com/c/CreativeIdeasNo1Ideas/videos
https://www.youtube.com/c/SWEETGARDEN365/videos
-----
Follow us:
Y...
published: 23 Jun 2022
0:27
Mastering the currents. 💪📹: @clem_secchi
📲 Want to watch live sport and original documentaries for free? Check out our website: https://oly.ch/WatchLiveSport
___________________________________________...
📲 Want to watch live sport and original documentaries for free? Check out our website: https://oly.ch/WatchLiveSport
_____________________________________________________
🇨🇳 #Beijing2022 replays: https://oly.ch/B22Replays
🇯🇵 #Tokyo2020 replays: https://oly.ch/T20Replays
🗞️ News from the Olympic world: https://oly.ch/News
https://wn.com/Mastering_The_Currents._💪📹_Clem_Secchi
📲 Want to watch live sport and original documentaries for free? Check out our website: https://oly.ch/WatchLiveSport
_____________________________________________________
🇨🇳 #Beijing2022 replays: https://oly.ch/B22Replays
🇯🇵 #Tokyo2020 replays: https://oly.ch/T20Replays
🗞️ News from the Olympic world: https://oly.ch/News
- published: 16 Apr 2024
- views: 269014687
0:16
gymnastics meets swimming. 🤝 📹: @Nickoflow_6 #Olympics
📺 Re-live ALL the incredible #Paris2024 action: ➡️ https://oly.ch/P24Replays
_____________________________________________________
🇫🇷 #Paris2024 replays: https...
📺 Re-live ALL the incredible #Paris2024 action: ➡️ https://oly.ch/P24Replays
_____________________________________________________
🇫🇷 #Paris2024 replays: https://oly.ch/P2024Replays
🇨🇳 #Beijing2022 replays: https://oly.ch/B22Replays
🇯🇵 #Tokyo2020 replays: https://oly.ch/T20Replays
🗞️ News from the Olympic world: https://oly.ch/News
https://wn.com/Gymnastics_Meets_Swimming._🤝_📹_Nickoflow_6_Olympics
📺 Re-live ALL the incredible #Paris2024 action: ➡️ https://oly.ch/P24Replays
_____________________________________________________
🇫🇷 #Paris2024 replays: https://oly.ch/P2024Replays
🇨🇳 #Beijing2022 replays: https://oly.ch/B22Replays
🇯🇵 #Tokyo2020 replays: https://oly.ch/T20Replays
🗞️ News from the Olympic world: https://oly.ch/News
- published: 09 Oct 2024
- views: 5546495
18:48
Ellie & Charlotte Ball Pit Shark Surprise in the Swimming Pool
Dive into a fun-filled pool adventure with Charlotte, Ellie, Uncle Paul, and Uncle Jason! The kids start a ball pit party in the pool, but things take a wild tu...
Dive into a fun-filled pool adventure with Charlotte, Ellie, Uncle Paul, and Uncle Jason! The kids start a ball pit party in the pool, but things take a wild turn when a sneaky shark steals Uncle Paul’s sandwich! Or is it really a shark? Watch as Uncle Jason’s prank gets out of control, leading to a hilarious chase to catch the shark with a clever plan. Will Uncle Paul, the lifeguard, and the girls be able to outsmart the tricky shark? Find out in this splash-tastic adventure! The lesson? Even the best pranks can go a little too far, so always play safely and think of others!
Subscribe for notifications to new videos: https://www.youtube.com/channel/UCgFXm4TI8htWmCyJ6cVPG_A?sub_confirmation=1
Check out our latest videos playlist: https://www.youtube.com/watch?v=fsHnS3mZglg&list=PL5gq3QGk5j3hRwpMNKQ9L5NyUt3FiTmSy 🌟📖💖🌈🎨
Check out https://toysandcolors.com/
https://wn.com/Ellie_Charlotte_Ball_Pit_Shark_Surprise_In_The_Swimming_Pool
Dive into a fun-filled pool adventure with Charlotte, Ellie, Uncle Paul, and Uncle Jason! The kids start a ball pit party in the pool, but things take a wild turn when a sneaky shark steals Uncle Paul’s sandwich! Or is it really a shark? Watch as Uncle Jason’s prank gets out of control, leading to a hilarious chase to catch the shark with a clever plan. Will Uncle Paul, the lifeguard, and the girls be able to outsmart the tricky shark? Find out in this splash-tastic adventure! The lesson? Even the best pranks can go a little too far, so always play safely and think of others!
Subscribe for notifications to new videos: https://www.youtube.com/channel/UCgFXm4TI8htWmCyJ6cVPG_A?sub_confirmation=1
Check out our latest videos playlist: https://www.youtube.com/watch?v=fsHnS3mZglg&list=PL5gq3QGk5j3hRwpMNKQ9L5NyUt3FiTmSy 🌟📖💖🌈🎨
Check out https://toysandcolors.com/
- published: 30 Aug 2024
- views: 51745516
26:05
Eric & Kaden’s Swimming Adventure: Never Give Up!
Kaden learns the importance of never giving up as he trains to become a better swimmer with the help of Eric and Lifeguard Paul. Along the way, they face silly ...
Kaden learns the importance of never giving up as he trains to become a better swimmer with the help of Eric and Lifeguard Paul. Along the way, they face silly challenges, like a "shark" in the pool caused by mischievous Uncle Luke! Through teamwork and determination, Kaden builds his confidence and discovers that it's okay to take time to improve. The fun-filled pool day ends with everyone playing games together and learning the value of helping one another.
Subscribe for notifications to new videos: https://www.youtube.com/channel/UCgFXm4TI8htWmCyJ6cVPG_A?sub_confirmation=1
Check out our latest videos playlist: https://www.youtube.com/watch?v=fsHnS3mZglg&list=PL5gq3QGk5j3hRwpMNKQ9L5NyUt3FiTmSy
https://wn.com/Eric_Kaden’S_Swimming_Adventure_Never_Give_Up
Kaden learns the importance of never giving up as he trains to become a better swimmer with the help of Eric and Lifeguard Paul. Along the way, they face silly challenges, like a "shark" in the pool caused by mischievous Uncle Luke! Through teamwork and determination, Kaden builds his confidence and discovers that it's okay to take time to improve. The fun-filled pool day ends with everyone playing games together and learning the value of helping one another.
Subscribe for notifications to new videos: https://www.youtube.com/channel/UCgFXm4TI8htWmCyJ6cVPG_A?sub_confirmation=1
Check out our latest videos playlist: https://www.youtube.com/watch?v=fsHnS3mZglg&list=PL5gq3QGk5j3hRwpMNKQ9L5NyUt3FiTmSy
- published: 24 Dec 2024
- views: 4304259
0:15
Swim in the pool #short
Nastya swims in the most beautiful infinity pool in the world
Nastya swims in the most beautiful infinity pool in the world
https://wn.com/Swim_In_The_Pool_Short
Nastya swims in the most beautiful infinity pool in the world
- published: 05 Jun 2023
- views: 73836828
29:33
Chris learns safety rules in the pool - Useful story for kids
Chris learns safety rules in the pool - Useful story for kids
00:00 Chris learns safety rules in the pool
03:54 Chris and Mom learn to share inflatable toys
08...
Chris learns safety rules in the pool - Useful story for kids
00:00 Chris learns safety rules in the pool
03:54 Chris and Mom learn to share inflatable toys
08:15 Chris turned House Into a Trampoline Park!
13:29 Vlad and Niki show the safety rules in the pool
17:39 Chris and Mom show the safety rules for kids
21:51 Chris and Mom learn good habits for kids
26:23 Chris and Mom build Inflatable Playhouse for children
Please Subscribe!
https://wn.com/Chris_Learns_Safety_Rules_In_The_Pool_Useful_Story_For_Kids
Chris learns safety rules in the pool - Useful story for kids
00:00 Chris learns safety rules in the pool
03:54 Chris and Mom learn to share inflatable toys
08:15 Chris turned House Into a Trampoline Park!
13:29 Vlad and Niki show the safety rules in the pool
17:39 Chris and Mom show the safety rules for kids
21:51 Chris and Mom learn good habits for kids
26:23 Chris and Mom build Inflatable Playhouse for children
Please Subscribe!
- published: 30 Mar 2024
- views: 345097131
15:09
A cool summer with DIY swimming pool at home for my children
The summer is coming. Because our family is far from the beach, we will spend free time building a swimming pool at home for our children. Hope that our childre...
The summer is coming. Because our family is far from the beach, we will spend free time building a swimming pool at home for our children. Hope that our children will like this swimming pool and have a fun time with it.
Watch the full video and learn how to build a swimming pool at home for your children.
----
Materials: cement, sand, iron wire, wood formwork, paintbrush, PVC pipe, ceramic tiles, red bricks, bamboo tubes, silicone, glass sheets, concrete slab.
Paint color: blue, brown.
-----
Please press Subscribe to update the latest videos and leave your comments!
-----
Our 2nd youtube channel: https://www.youtube.com/c/SWEETGARDEN365/videos
-----
See more new ideas:
https://www.youtube.com/c/CreativeIdeasNo1Ideas/videos
https://www.youtube.com/c/SWEETGARDEN365/videos
-----
Follow us:
Youtube: https://www.youtube.com/c/CreativeIdeasNo1Ideas
Fanpage: https://www.facebook.com/no1ideas.Official
Pinterest: https://www.pinterest.com/No1Ideas_Official/
Website: http://no1ideas.com/
Instagram: https://www.instagram.com/no1ideas/
Community: https://www.facebook.com/groups/1225741091587251/
TikTok: https://www.tiktok.com/@no1ideas.official
-----
Music By:
https://www.epidemicsound.com/referral/rh2ogd/
-----
Contact us:
[email protected]
#MakeSwimmingPool, #No1ideas, #SwimmingPool
https://wn.com/A_Cool_Summer_With_Diy_Swimming_Pool_At_Home_For_My_Children
The summer is coming. Because our family is far from the beach, we will spend free time building a swimming pool at home for our children. Hope that our children will like this swimming pool and have a fun time with it.
Watch the full video and learn how to build a swimming pool at home for your children.
----
Materials: cement, sand, iron wire, wood formwork, paintbrush, PVC pipe, ceramic tiles, red bricks, bamboo tubes, silicone, glass sheets, concrete slab.
Paint color: blue, brown.
-----
Please press Subscribe to update the latest videos and leave your comments!
-----
Our 2nd youtube channel: https://www.youtube.com/c/SWEETGARDEN365/videos
-----
See more new ideas:
https://www.youtube.com/c/CreativeIdeasNo1Ideas/videos
https://www.youtube.com/c/SWEETGARDEN365/videos
-----
Follow us:
Youtube: https://www.youtube.com/c/CreativeIdeasNo1Ideas
Fanpage: https://www.facebook.com/no1ideas.Official
Pinterest: https://www.pinterest.com/No1Ideas_Official/
Website: http://no1ideas.com/
Instagram: https://www.instagram.com/no1ideas/
Community: https://www.facebook.com/groups/1225741091587251/
TikTok: https://www.tiktok.com/@no1ideas.official
-----
Music By:
https://www.epidemicsound.com/referral/rh2ogd/
-----
Contact us:
[email protected]
#MakeSwimmingPool, #No1ideas, #SwimmingPool
- published: 23 Jun 2022
- views: 3261544
-
Gorgeous Laminar Water Features
Beautiful Hobert Pool with awesome laminars water features!!
published: 13 Aug 2015
-
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
published: 14 Feb 2019
-
Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-lev...
published: 03 Feb 2022
-
Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (longer introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level ...
published: 03 Feb 2022
-
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
-
Disambiguation, In-Jokes, and Name Collisions: What You Need to Know When Naming a Python Project
Thursday Bram
https://2018.northbaypython.org/schedule/presentation/15/
This talk covers key issues Python programmers run into when naming new projects. We'll go over the following:
* Commonly used naming schemas in the Python community
* Current and past project names (including those that many newcomers to Python struggle with)
* Techniques to avoid similar confusion in the future (covering both name selection and documentation)
We'll even talk about Monty Python and its long-term impact on the Python programming language.
A Python conference north of the Golden Gate
North Bay Python is a single-track conference with a carefully curated set of talks representing the diverse Python community and their different areas of interest.
If a topic is less to your interest, or...
published: 16 Nov 2018
-
Top 10 Worst TV Shows of All Time
Boy, there sure is some terrible television in the world…. Join http://www.WatchMojo.com as we count down our picks for theTop 10 Worst TV Shows of All Time. Subscribe►►http://www.youtube.com/subscription_center?add_user=watchmojo Facebook►►http://www.Facebook.com/WatchMojo. Twitter►►http://www.Twitter.com/WatchMojo Instagram►►http://instagram.com/watchmojo Suggestion Tool►►http://www.WatchMojo.com/suggest Channel Page►►http://www.youtube.com/watchmojo
For this list, we'll be scouring TV's lengthy history in search of the programs that are universally viewed as lacking in quality.
Special thanks to our users Liza Davydzenkava, SuperSaiyanKirby100, DonovanTPS, Jerome Magajes, Aeryk Marcellus Bacon, TylerKienzlen@gmail., sarahjessicaparkerth, mac121mr0, Brody Nicholas Eiffel Jay, jhwoe6, P...
published: 19 Jan 2016
-
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
-
Mod-01 Lec-31 Wordnet; Metonymy and Word Sense Disambiguation
Natural Language Processing by Prof. Pushpak Bhattacharyya, Department of Computer science & Engineering,IIT Bombay.For more details on NPTEL visit http://nptel.iitm.ac.in
published: 03 Jul 2012
-
Chatbot Disambiguation Demonstration
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson has a built-in feature which allows for the configuration of disambiguation. In this practical example you can toggle the feature on or off.
Apart from this you can set the message explaining the clarification, the default is, "Did you mean"…this could be changed to "This might help" or, "This is what I could find".
An option is also available for none of the above and the maximum number of suggestions can be limited. The scope and size of the dialog will determine what this number might be.
This also provides a central point where disambiguation can be switched off; this of this as a global toggle switch to enable or disable thi...
published: 11 Feb 2020
0:23
Gorgeous Laminar Water Features
Beautiful Hobert Pool with awesome laminars water features!!
Beautiful Hobert Pool with awesome laminars water features!!
https://wn.com/Gorgeous_Laminar_Water_Features
Beautiful Hobert Pool with awesome laminars water features!!
- published: 13 Aug 2015
- views: 207
9:18
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisill...
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
https://wn.com/Laminar_Flow_Disambiguation
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
- published: 14 Feb 2019
- views: 9926979
3:03
Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors:...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level information in order to get meaningful context extraction. Particularly, we employ a pre-trained bidirectional encoder from Transformers (BERT) model to extract character-level features, and an external Chinese word segmentation (CWS) tool is used to obtain the word units. We adopt a mixed pooling mechanism to convert character-level features into word-level features based on the segmentation results. A window-based attention module is utilized to incorporate contextual word-level features for the polyphonic characters. Experimental results show that our method achieves an accuracy of 99.06% on an open benchmark dataset for Mandarin Chinese polyphone disambiguation, which outperforms the baseline systems.
For more details and PDF version of the paper visit: https://www.isca-speech.org/archive/interspeech_2021/li21n_interspeech.html
d04s07t04trim
https://wn.com/Improving_Polyphone_Disambiguation_For_Mandarin_Chinese_By_Combining_Mix_Pooling_Strategy_And_Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level information in order to get meaningful context extraction. Particularly, we employ a pre-trained bidirectional encoder from Transformers (BERT) model to extract character-level features, and an external Chinese word segmentation (CWS) tool is used to obtain the word units. We adopt a mixed pooling mechanism to convert character-level features into word-level features based on the segmentation results. A window-based attention module is utilized to incorporate contextual word-level features for the polyphonic characters. Experimental results show that our method achieves an accuracy of 99.06% on an open benchmark dataset for Mandarin Chinese polyphone disambiguation, which outperforms the baseline systems.
For more details and PDF version of the paper visit: https://www.isca-speech.org/archive/interspeech_2021/li21n_interspeech.html
d04s07t04trim
- published: 03 Feb 2022
- views: 8
14:55
Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (longer introduction)
Authors: Ju...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (longer introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level information in order to get meaningful context extraction. Particularly, we employ a pre-trained bidirectional encoder from Transformers (BERT) model to extract character-level features, and an external Chinese word segmentation (CWS) tool is used to obtain the word units. We adopt a mixed pooling mechanism to convert character-level features into word-level features based on the segmentation results. A window-based attention module is utilized to incorporate contextual word-level features for the polyphonic characters. Experimental results show that our method achieves an accuracy of 99.06% on an open benchmark dataset for Mandarin Chinese polyphone disambiguation, which outperforms the baseline systems.
For more details and PDF version of the paper visit: https://www.isca-speech.org/archive/interspeech_2021/li21n_interspeech.html
d04s07t04lng
https://wn.com/Improving_Polyphone_Disambiguation_For_Mandarin_Chinese_By_Combining_Mix_Pooling_Strategy_And_Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (longer introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level information in order to get meaningful context extraction. Particularly, we employ a pre-trained bidirectional encoder from Transformers (BERT) model to extract character-level features, and an external Chinese word segmentation (CWS) tool is used to obtain the word units. We adopt a mixed pooling mechanism to convert character-level features into word-level features based on the segmentation results. A window-based attention module is utilized to incorporate contextual word-level features for the polyphonic characters. Experimental results show that our method achieves an accuracy of 99.06% on an open benchmark dataset for Mandarin Chinese polyphone disambiguation, which outperforms the baseline systems.
For more details and PDF version of the paper visit: https://www.isca-speech.org/archive/interspeech_2021/li21n_interspeech.html
d04s07t04lng
- published: 03 Feb 2022
- views: 11
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: 527
26:51
Disambiguation, In-Jokes, and Name Collisions: What You Need to Know When Naming a Python Project
Thursday Bram
https://2018.northbaypython.org/schedule/presentation/15/
This talk covers key issues Python programmers run into when naming new projects. We'l...
Thursday Bram
https://2018.northbaypython.org/schedule/presentation/15/
This talk covers key issues Python programmers run into when naming new projects. We'll go over the following:
* Commonly used naming schemas in the Python community
* Current and past project names (including those that many newcomers to Python struggle with)
* Techniques to avoid similar confusion in the future (covering both name selection and documentation)
We'll even talk about Monty Python and its long-term impact on the Python programming language.
A Python conference north of the Golden Gate
North Bay Python is a single-track conference with a carefully curated set of talks representing the diverse Python community and their different areas of interest.
If a topic is less to your interest, or you've met some people you really want to sit down and chat with, we'll have plenty of areas away from the main theatre to catch up and chat.
Our goal is to keep prices as low as possible. That means we won't be catering lunch. Instead, you can look forward to extra-long lunch breaks you can use to explore all of the great food options around the venue.
https://wn.com/Disambiguation,_In_Jokes,_And_Name_Collisions_What_You_Need_To_Know_When_Naming_A_Python_Project
Thursday Bram
https://2018.northbaypython.org/schedule/presentation/15/
This talk covers key issues Python programmers run into when naming new projects. We'll go over the following:
* Commonly used naming schemas in the Python community
* Current and past project names (including those that many newcomers to Python struggle with)
* Techniques to avoid similar confusion in the future (covering both name selection and documentation)
We'll even talk about Monty Python and its long-term impact on the Python programming language.
A Python conference north of the Golden Gate
North Bay Python is a single-track conference with a carefully curated set of talks representing the diverse Python community and their different areas of interest.
If a topic is less to your interest, or you've met some people you really want to sit down and chat with, we'll have plenty of areas away from the main theatre to catch up and chat.
Our goal is to keep prices as low as possible. That means we won't be catering lunch. Instead, you can look forward to extra-long lunch breaks you can use to explore all of the great food options around the venue.
- published: 16 Nov 2018
- views: 175
13:58
Top 10 Worst TV Shows of All Time
Boy, there sure is some terrible television in the world…. Join http://www.WatchMojo.com as we count down our picks for theTop 10 Worst TV Shows of All Time. Su...
Boy, there sure is some terrible television in the world…. Join http://www.WatchMojo.com as we count down our picks for theTop 10 Worst TV Shows of All Time. Subscribe►►http://www.youtube.com/subscription_center?add_user=watchmojo Facebook►►http://www.Facebook.com/WatchMojo. Twitter►►http://www.Twitter.com/WatchMojo Instagram►►http://instagram.com/watchmojo Suggestion Tool►►http://www.WatchMojo.com/suggest Channel Page►►http://www.youtube.com/watchmojo
For this list, we'll be scouring TV's lengthy history in search of the programs that are universally viewed as lacking in quality.
Special thanks to our users Liza Davydzenkava, SuperSaiyanKirby100, DonovanTPS, Jerome Magajes, Aeryk Marcellus Bacon, TylerKienzlen@gmail., sarahjessicaparkerth, mac121mr0, Brody Nicholas Eiffel Jay, jhwoe6, PenName102, Francis FNT, MineNotCraft, Johnny B. Goode, Freightliner66Produc, Aidansreviews, bruce wayne, raccoon, Red Alejandro andSuperMonkeyGyrados for submitting the idea on our Interactive Suggestion Tool at http://www.WatchMojo.com/suggest
Check out the voting page here,
http://watchmojo.com/suggest/Top+10+Bad+Shows+That+Should+Stay+Dead
Want a WatchMojo cup, mug, t-shirts, pen, sticker and even a water bottle? Get them all when you order your MojoBox gift set here:
http://watchmojo.com/store/
WatchMojo is a leading producer of reference online video content, covering the People, Places and Trends you care about.
We update DAILY with 4-5 Top 10 lists, Origins, Biographies, Versus clips on movies, video games, music, pop culture and more!
https://wn.com/Top_10_Worst_Tv_Shows_Of_All_Time
Boy, there sure is some terrible television in the world…. Join http://www.WatchMojo.com as we count down our picks for theTop 10 Worst TV Shows of All Time. Subscribe►►http://www.youtube.com/subscription_center?add_user=watchmojo Facebook►►http://www.Facebook.com/WatchMojo. Twitter►►http://www.Twitter.com/WatchMojo Instagram►►http://instagram.com/watchmojo Suggestion Tool►►http://www.WatchMojo.com/suggest Channel Page►►http://www.youtube.com/watchmojo
For this list, we'll be scouring TV's lengthy history in search of the programs that are universally viewed as lacking in quality.
Special thanks to our users Liza Davydzenkava, SuperSaiyanKirby100, DonovanTPS, Jerome Magajes, Aeryk Marcellus Bacon, TylerKienzlen@gmail., sarahjessicaparkerth, mac121mr0, Brody Nicholas Eiffel Jay, jhwoe6, PenName102, Francis FNT, MineNotCraft, Johnny B. Goode, Freightliner66Produc, Aidansreviews, bruce wayne, raccoon, Red Alejandro andSuperMonkeyGyrados for submitting the idea on our Interactive Suggestion Tool at http://www.WatchMojo.com/suggest
Check out the voting page here,
http://watchmojo.com/suggest/Top+10+Bad+Shows+That+Should+Stay+Dead
Want a WatchMojo cup, mug, t-shirts, pen, sticker and even a water bottle? Get them all when you order your MojoBox gift set here:
http://watchmojo.com/store/
WatchMojo is a leading producer of reference online video content, covering the People, Places and Trends you care about.
We update DAILY with 4-5 Top 10 lists, Origins, Biographies, Versus clips on movies, video games, music, pop culture and more!
- published: 19 Jan 2016
- views: 2638875
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/ Databricks is proud to announce that Gartner has named us a Leader in both the 2021 Magic Quadrant for Cloud Database Management Systems and the 2021 Magic Quadrant for Data Science and Machine Learning Platforms. Download the reports here. https://databricks.com/databricks-named-leader-by-gartner
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/ Databricks is proud to announce that Gartner has named us a Leader in both the 2021 Magic Quadrant for Cloud Database Management Systems and the 2021 Magic Quadrant for Data Science and Machine Learning Platforms. Download the reports here. https://databricks.com/databricks-named-leader-by-gartner
- published: 30 Oct 2017
- views: 815
49:16
Mod-01 Lec-31 Wordnet; Metonymy and Word Sense Disambiguation
Natural Language Processing by Prof. Pushpak Bhattacharyya, Department of Computer science & Engineering,IIT Bombay.For more details on NPTEL visit http://nptel...
Natural Language Processing by Prof. Pushpak Bhattacharyya, Department of Computer science & Engineering,IIT Bombay.For more details on NPTEL visit http://nptel.iitm.ac.in
https://wn.com/Mod_01_Lec_31_Wordnet_Metonymy_And_Word_Sense_Disambiguation
Natural Language Processing by Prof. Pushpak Bhattacharyya, Department of Computer science & Engineering,IIT Bombay.For more details on NPTEL visit http://nptel.iitm.ac.in
- published: 03 Jul 2012
- views: 3098
5:19
Chatbot Disambiguation Demonstration
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson ha...
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson has a built-in feature which allows for the configuration of disambiguation. In this practical example you can toggle the feature on or off.
Apart from this you can set the message explaining the clarification, the default is, "Did you mean"…this could be changed to "This might help" or, "This is what I could find".
An option is also available for none of the above and the maximum number of suggestions can be limited. The scope and size of the dialog will determine what this number might be.
This also provides a central point where disambiguation can be switched off; this of this as a global toggle switch to enable or disable this feature.
Apart from this, each node can be added or removed individually as the structure of the application changes.
Here the name of the node becomes important as this is what will be displayed to the user.
Hence it is crucial that the name of the node is clear, presentable and
explains the function and intention of the node it names.
Here is a short tutorial on the functionality and setup.
https://wn.com/Chatbot_Disambiguation_Demonstration
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson has a built-in feature which allows for the configuration of disambiguation. In this practical example you can toggle the feature on or off.
Apart from this you can set the message explaining the clarification, the default is, "Did you mean"…this could be changed to "This might help" or, "This is what I could find".
An option is also available for none of the above and the maximum number of suggestions can be limited. The scope and size of the dialog will determine what this number might be.
This also provides a central point where disambiguation can be switched off; this of this as a global toggle switch to enable or disable this feature.
Apart from this, each node can be added or removed individually as the structure of the application changes.
Here the name of the node becomes important as this is what will be displayed to the user.
Hence it is crucial that the name of the node is clear, presentable and
explains the function and intention of the node it names.
Here is a short tutorial on the functionality and setup.
- published: 11 Feb 2020
- views: 915