,1,Оригинальное видео - https://www.youtube.com/watch?v=FQ9l4v7zB3I
ПАЦИЕНТКА ЭЛИСА: Искусственный интеллект, страдающий галлюцинациями о пропавшем кукольном спектакле. Эти галлюцинации необходимо стереть.
ТИП ГЕНЕРАТИВНОЙ МОДЕЛИ: Диффузионная.
ПРЕДПИСАННОЕ ЛЕЧЕНИЕ: метод редактирования скрытого пространства, который включает в себя откат, матрицу Якоби, собственные лица и SVD.
-------------------------
2. ПРИМЕЧАНИЕ. Прочитайте «Ошибки» (раздел 4) ниже или в закрепленном комментарии, чтобы внести несколько важных исправлений в объяснение.
Доступны субтитры (CC).
Версия только для математических вычислений (подходит для всех):
[ссылка скоро]
В этом видео экспериментировался с другим подходом, сочетая научно-фантастическую детективную историю, рассказанную с помощью аналоговых эффектов VHS, с объяснением совсем недавней статьи о редактировании скрытого пространства в диффузионных моделях. Это моя единственная запись на #some3
Ссылка на статью, на основе которой это было сделано:
«Неконтролируемое обнаружение скрытых семантических направлений в моделях диффузии»
-------------------------
3. Ниже приведены временные метки глав. Их можно использовать для перехода к разделам, посвященным только математике или не математическим.
Тайм-коды: [впереди спойлеры]
00:00 – Знакомство с пациентом – [Без математики]
02:08 – Коллекторы и форварды
06:38 – Три функции
09:55 – Пропавшее шоу – [Без математики]
12:32 - Модели диффузии и U-Net
14:13 - Умножение матриц и смена базисных нейронов
20:01 - Матрица Якобиана
26:17 – Откат и скалярное произведение
28:42 – Угощение перед лечением – [Без математики]
31:09 – Лечение – [Без математики]
36:13 – Находим ошибку
39:31 - Корреляции в матрицах
42:13 - Суперпозиция
45:23 - В^Т В
47:24 - Собственные векторы W^T W
49:38 – Травма – [Без математики]
51:43 - Разложение по сингулярным значениям
54:30 – Воссоединение – [Без математики]
Не стесняйтесь просто посмотреть несколько разделов, о которых вы хотите узнать больше.
------------------------
4. ОШИБКИ
4.1. В этом видео говорится о необходимости найти сингулярные векторы для «вычисления якобиана», но это плохо сформулировано; на самом деле это означает расчеты с использованием якобиана, например, «чтобы J^T * J вычислить SVD и получить редактируемые направления». Матрица Якоби, как указано в статье, вычисляется с помощью «карты признаков узкого места H», объединенной в пул, чтобы уменьшить количество вычисляемых параметров.
4.2. В этом видео говорится, что SVD используется для вычисления как якобиана, так и семантических направлений. Но в статье СВД фактически используется только для получения смысловых направлений. Для вычисления SVD в разделе 3.2 последующей статьи используется степенной метод для вычисления сингулярных векторов без вычисления (M^T)(M). Обновленная версия исправит это, указав, что «уменьшение размерности» должно быть выполнено для J перед умножением на него; в статье этого не было сделано, поэтому в видео будет использован другой подход для объяснения уменьшения размерности. Это решило бы «круговую проблему», связанную с необходимостью использования якобиана J для вычисления J^T J, чтобы получить собственные векторы, используемые для вычисления J.
Ссылка на статью «Понимание скрытого пространства диффузионных моделей»
через призму римановой геометрии»:
4.3. Другие исправления (для будущего обновления):
37:35: Это может ввести в заблуждение; сингулярные векторы игнорируются, а не отбрасываются, поэтому матрица будет иметь такой же размер, но с уменьшенным рангом
46m: это транспонирование должно переключить элементы на строку a c и строку b d
53 минуты 20 секунд: здесь должно быть написано «квадратный корень из собственных значений».
55м55с: это глюк звука. это должно быть «ты не был таким»
4.4. Дополнения к субтитрам:
37м: добавлено - "это слишком много для их расчета (для нахождения J^T*J для метрики отката)"
54м15с: добавлено- "Мне еще нужны алгоритмы (чтобы получить собственные векторы без вычисления M^T M)"
В будущем может быть загружена обновленная версия с улучшенным повествованием и визуальными эффектами (например, голосом пациента во второй половине). Это видео не было повторно загружено с исправлениями, поскольку крайний срок для #SoME3 — 18 августа.
---
В ближайшее время может быть снято закулисное видео, более подробно рассказывающее о статье, на которой он основан. В нем будут рассмотрены некоторые проблемы, не объясненные (из-за времени) в видео.
-------------------------
5. Полезные ресурсы:
• Визуализация SVD, разложение по сингулярным значениям...
Визуализация SVD, объяснение разложения по сингулярным значениям
• 12.4.2 Метод мощности
Силовой метод
--
Приквелы/дополнительные видео:
• Почему нейронные сети используют линейный алгоритм...
Почему нейронные сети используют линейную алгебру? || Визуальная интуиция кошачьей математики
• ИИ СРЕДИ НАС в вашем неевклидовом...
ИИ СРЕДИ НАС в вашем неевклидовом разуме 〘 Аналоговый рекламный ролик VHS 〙
,1,Patrick Bet-David, Adam Sosnick, Tom Ellsworth, and Vincent Oshana are joined by Glenn Beck!
Glenn Beck is a New York Times best-selling author, nationally syndicated radio host of The Glenn Beck Program & Co-founder of Blaze Media.
See the trailer for "The Real Story of Colony Ridge": https://bit.ly/3tYtCpE
See the full documentary of "The Real Story of Colony Ridge": https://bit.ly/3SoQWpH
Purchase Glenn's latest book "Dark Future: Uncovering the Great Reset's Terrifying Next Phase": https://bit.ly/3u1HjnI
Subscribe to Glenn Beck's YouTube Channel: https://bit.ly/48Fu4bs
14:00 - Ron DeSantis admits he made a mistake turning down media appearances during his campaign.
48:00 - Wall Street Journal predicts Nikki Haley will lose to Donald Trump in the South Carolina Primary.
59:49 - Heritage Foundation calls out the political elites at the World Economic Forum at Davos.
1:21:00 - Mark Cuban mocks X under Elon Musk as his "little echo chamber"
1:33:15 - Bob Iger's salary doubles despite Disney laying off 7,000 employees.
1:48:30 - China's state media says Taiwanese independence means war.
Protect yourself against Central Bank control with - American Hartford Gold: https://bit.ly/3QzMjHd
Learn more about American Hartford Gold: Text "PBD" to 65532 or call 866-939-6984!
Connect one-on-one with the right expert to get the answers you need with Minnect: https://bit.ly/3MC9IXE
Purchase Patrick's new book "Choose Your Enemies Wisely": https://bit.ly/41bTtGD
Register to win a Valuetainment Boss Set (valued at over $350): https://bit.ly/41PrSLW
Get a free "Future Looks Bright" Hat & T-Shirt: Purchase two "Future Looks Bright" Hats and one "Future Looks Bright" T-Shirt & use the promo code "pbdpodcast2024" at checkout!
Get best-in-class business advice with Bet-David Consulting: https://bit.ly/40oUafz
Visit VT.com for the latest news and insights from the world of politics, business and entertainment: https://bit.ly/472R3Mz
Visit Valuetainment University for the best courses online for entrepreneurs: https://bit.ly/47gKVA0
Text “PODCAST” to 310-340-1132 to get the latest updates in real-time!
SUBSCRIBE TO:
@VALUETAINMENT
@vtsoscast
@ValuetainmentComedy
@bizdocpodcast
@theunusualsuspectspodcast
Want to be clear on your next 5 business moves? https://bit.ly/3Qzrj3m
Join the channel to get exclusive access to perks: https://bit.ly/3Q9rSQL
Download the podcasts on all your favorite platforms https://bit.ly/3sFAW4N
Patrick Bet-David is the founder and CEO of Valuetainment Media. He is the author of the #1 Wall Street Journal Bestseller “Your Next Five Moves” (Simon & Schuster) and a father of 2 boys and 2 girls. He currently resides in Ft. Lauderdale, Florida.
,1,Find my "extra" content on Locals: https://ScottAdams.Locals.com
Content:
-----------
- Thomas Massie vs Amtrak CEO
- Jordan Peterson's critics
- My best and worst predications
- Republicans and Incels...LGBTQRI?
- Amazon Studio's inclusivity statement
- Putin and possibility of nuclear war
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
If you would like to enjoy this same content plus bonus content from Scott Adams, including micro-lessons on lots of useful topics to build your talent stack, please see scottadams.locals.com for full access to that secret treasure.
,1,Subscribe to Full Mount MMA:
► https://www.youtube.com/FullMountMMA?sub_confirmation=1
SOCIAL MEDIA:
Twitter ► https://twitter.com/MMAFullMount
Facebook ► https://www.facebook.com/MMAFullMount
Instagram ► https://www.instagram.com/MMAFullMount
LINKS:
https://www.bjpenn.com/mma-news/justin-gaethje/justin-gaethje-shoots-down-potential-rematch-with-michael-chandler-interested-in-dan-hooker-among-others/
https://x.com/UFCNews/status/1860336823769399663
https://x.com/MerabDvalishvil/status/1860364637000335365
https://www.instagram.com/alexpoatanpereira/
https://mmajunkie.usatoday.com/2024/11/ufc-310-news-ian-machado-garry-prediction-will-be-first-beat-shavkat-rakhmonov
https://youtu.be/EPDlwtrvgHc?si=YZ4b3U2pUzUIiySM&t=2295
https://x.com/UFCNews/status/1860311206000755027
https://www.instagram.com/alexpoatanpereira/
https://x.com/TheNotoriousMMA
TIMESTAMPS:
00:00 - Justin Gaethje shuts down the potential rematch with Michael Chandler
00:39 - Petr Yan defeats Deiveson Figueiredo, wants title shot next
01:23 - Merab Dvalishvili reacts to Petr Yan's victory
02:24 - Alex Pereira leg kicks fan 4 times
03:21 - Ian Garry is confident he will be the first fighter to beat Shavkat Rakhmonov
04:12 - Moicano & Burns were not very impressed with Bo Nickal
06:06 - Carlos Ulberg wants to fight Khalil Rountree next
07:46 - Alex Pereira sparring footage
09:50 - Conor McGregor says he was falsely accused
11:52 - Top Comments
#UFC #MMA #UFC310
,1,Philip Ryan, Political Editor of the Irish Independent joins Pat Kenny as they react to the news that Eamon Ryan is stepping down as the leader of the Green Party.
Eamon Ryan has confirmed that he is stepping down as Green Party leader.
Minister Ryan said he was leaving his role to “pass the torch to a new generation of leaders, confident in the strength and values I have seen built up in our party over all these years”.
He said he would not be standing for re-election to the Dáil.
He will remain in his role as leader and minister until a new party leader is elected – and will spend the remaining months of this Government in “whatever new role” the next party leader chooses for him.
"Sustainable and secure"
Minister Ryan said he was extremely proud of what the Green Party has achieved in Government – noting that he has helped “set the country on a course to a more sustainable and secure future”.
“Social integration is integral to green politics,” he said.
“Investing in public transport and safe streets helps the disadvantaged the most.
“Relying on our own renewable energy keeps money in our country and creates good jobs that last.
“Paying to restore nature will help marginal farming systems most of all.
“This is the best for rural as well as urban Ireland.”
Minister Ryan said his biggest regret is that under his watch, “a narrative has taken hold that we are not concerned about rural Ireland, that solutions are costing people and that we are not connected to the man and woman on the street.”
He said none of that is true and warned that divisive politics will not work if we are to see “the scale and speed of change that has to be made”.
"Our motivation comes from a love of creation and our place within it,” he said.
“We seek benefits for every place and every community in the transition we need to make.”
Social media
He said convincing people of the party’s vision has not been easy “because we've also been the subject of a relentless attack, particularly on social media”.
“It seems, at times, that we are subject to coordinated attacks in the comments section, following any posts we made,” he said.
“I decided to ignore the worst comments even when it included vile statements about my own recently deceased father some five years ago.
“But the level of invective has only increased, especially in the last year, and I think it poisons the well of public thinking about our agenda and not just our party.
“That's one of the reasons why it's so important that we cherish and build strong, impartial and independent media and that we put the future funding in place so that people can trust that they're getting accurate information on what is happening in our world.
“You could despair about the future of our democracy if you were just to live in that algorithm-driven, polarising online world; however, I am so hopeful about what is to come next.”
New generation
He said he spent the last few days talking to the candidates who put themselves forward for the Green Party in the recent elections and was inspired by their continued determination to serve the public.
“In leaving my leadership role, I will be asking a new generation of young people to take up this honourable public role by joining our party and joining us in meeting and listening to the public when the next election comes, as well as making our case,” he said.
Minister Ryan said he will continue to work on climate action – but cannot continue to work the long hours that being a public representative involves.
Career
Eamon Ryan has served as a councillor, TD and Minister during his 30-year career.
He has led the Green Party since 2011.
#news #ireland #newstalk
________________________________________________________________________________________________
? Have you downloaded the Newstalk app?
- Find the app in the Google Play store:
https://play.google.com/store/apps/details?id=com.thisisaim.newstalk&hl=en_IE&gl=US
- Find the app via Apple: https://apps.apple.com/ie/app/newstalk-106-108-fm/id372643826
#️⃣ SUBSCRIBE to the Newstalk social channels:
- YOUTUBE | youtube.com/@Newstalkfm
- TWITTER | twitter.com/newstalkfm
- INSTAGRAM | instagram.com/newstalkfm/
- FACEBOOK | facebook.com/newstalkfm
- WEBSITE | https://www.newstalk.com/
? PODCAST - listen at your leisure: newstalk.com/podcasts
- iTunes: search for Newstalk in your app!
- Spotify: search for Newstalk for our latest pods and news
- Or wherever you get your podcasts!
?GET IN TOUCH WITH NEWSTALK
- WhatsApp: get in touch on 0871400106
,1,Scottish first minister and SNP leader, John Swinney, answered questions from journalists at the Scottish National party's manifesto launch in Edinburgh on Wednesday. Swinney reiterated his party's commitment to rseparating Scotland from the United Kingdom, adding that a vote for Labour would be a vote for further cuts. Voters needed to have their 'eyes wide open' said Swinney: 'voting Labour in Scotland will get you spending cuts'
,1,NATO announced the imminent delivery of more anti-drone systems to Ukraine in the midst of deadly Russian aerial strikes.
Russia-Ukraine live updates: https://abcn.ws/3goXaW0
SUBSCRIBE to GMA's YouTube page: https://bit.ly/2Zq0dU5
SIGN UP to get the daily GMA Wake-Up Newsletter:
https://gma.abc/2Vzcd5j
VISIT GMA's homepage:
https://www.goodmorningamerica.com
FOLLOW GMA:
TikTok: https://tiktok.com/@gma
Instagram: https://instagram.com/GoodMorningAmerica
Facebook: https://facebook.com/GoodMorningAmerica
Twitter: https://twitter.com/gma
#gma #nato #ukraine #russia #putin #martiallaw
,1,It’s a new and surprising chapter in the theory of evolution. According to recent studies, it’s in our cities, of all places, that animals and plants adapt particularly quickly to changing living conditions.
Nature's response to the spread of cities is astonishing: Why do catfish in the river of a French city systematically prey on urban pigeons on the banks? Why do female birds on a university campus in California suddenly change their mating behavior? How do mice in New York's Central Park cope with an altered diet of human food waste? How have killifish in the Atlantic built up resistance to deadly chemical waste? And, is it possible for moths to adapt to nighttime light pollution?
New research provides surprising new insights into Darwin's theory of evolution. Nowhere else do animals and plants adapt so quickly to new living conditions as in cities. Biologists have long known that animals and plants occupy new habitats in the vicinity of humans. But now, new genetic analyses show that these adaptations are accompanied by significant changes in DNA.
Even more surprising: these evolutionary changes have not occurred over periods of millennia, but within just a few decades. The process has amazed scientists, who watch as nature transforms even our most hostile man-made interventions -- pollution, light pollution, noise, garbage and dense development -- into creative energy for new adaptations. Some researchers believe that our cities may soon develop their own, brand-new life forms.
What are the implications of these developments for the balance between humans and nature on our planet?
#documentary #dwdocumentary
______
DW Documentary gives you knowledge beyond the headlines. Watch top documentaries from German broadcasters and international production companies. Meet intriguing people, travel to distant lands, get a look behind the complexities of daily life and build a deeper understanding of current affairs and global events. Subscribe and explore the world around you with DW Documentary.
Subscribe to:
⮞ DW Documentary (English): https://www.youtube.com/dwdocumentary
⮞ DW Documental (Spanish): https://www.youtube.com/dwdocumental
⮞ DW Documentary وثائقية دي دبليو (Arabic): https://www.youtube.com/dwdocarabia
⮞ DW Doku (German): https://www.youtube.com/dwdoku
⮞ DW Documentary हिन्दी (Hindi): https://www.youtube.com/dwdochindi
For more visit: http://www.dw.com/en/tv/docfilm/s-3610
Follow DW Documentary on Instagram: https://www.instagram.com/dwdocumentary/
Follow DW Documental on Facebook: https://www.facebook.com/dwdocumental
We kindly ask viewers to read and stick to the DW netiquette policy on our channel: https://p.dw.com/p/MF1G
,1,6.9.2023 #RolandMartinUnfiltered: Remembering Medgar Evers, Trump Federal Indictment Unsealed, IN Cop Fired For Racist Posts
LIVE from Jackson, Mississippi, at the Voices of Courage & Justice Gala honoring Medgar & Myrlie Evers
Donald Trump's 37-count federal indictment is unsealed. A. Scoot Bolden will join us to break down the charges and give his take on when Trump could face a jury of his peers.
The Florida white woman who shot and killed AJ Ownes for defending her children appeared in court for the first time. We'll let you know if she can get out of jail.
A recent Democrats for Education Reform poll suggests more than 70% of Black and Latino voters support public school choice. The Executive Director, DFER NY, will be here for our Education Matters segment to explain why school choice is the best option.
Download the #BlackStarNetwork app on iOS, AppleTV, Android, Android TV, Roku, FireTV, SamsungTV and XBox http://www.blackstarnetwork.com
The #BlackStarNetwork is a news reporting platforms covered under Copyright Disclaimer Under Section 107 of the Copyright Act 1976, allowance is made for "fair use" for purposes such as criticism, comment, news reporting, teaching, scholarship, and research.
