#vit — Public Fediverse posts

Четыре грабли, один вихрь и 60% на CIFAR-10 с M0+

Продолжение цикла. До этого были базовые цифры и анонс 5 архитектур. Теперь - что сломалось, как чинили, что узнали.

https://habr.com/ru/articles/1050030/

#TernML #тернарные_нейросети #TinyML #микроконтроллеры #QAT #ViT #CNN #GraphKAN #CortexM0+ #квантование

Vít chặt trong khớp nối thép không gỉ thực sự ảnh hưởng đến độ trượt và tốc độ của động cơ bước như thế nào?

https://marketplace.tripmap.vn/product/khop-noi-hoa-man-thep-khong-gi-thanh-vit-chat

#dongcobuoc #vit #thepkhonggi #dotruot #tocdo

Put together this "Toward Multimodal #AI" explainer widget. Starts with a motivation for why #ViT's over CNN's, introduces joint embedding spaces (like #CLIP), and then shows how to adapt those spaces as inputs to #LLM's for true multimodal reasoning.
https://tpavlic.github.io/asu-bioinspired-ai-and-optimization/transformers/toward_multimodal_AI.html

Put together this "Toward Multimodal #AI" explainer widget. Starts with a motivation for why #ViT's over CNN's, introduces joint embedding spaces (like #CLIP), and then shows how to adapt those spaces as inputs to #LLM's for true multimodal reasoning.
https://tpavlic.github.io/asu-bioinspired-ai-and-optimization/transformers/toward_multimodal_AI.html

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “METAR LEVT 271230Z 01009KT 330V040 9999 FEW018 BKN030 08/05 Q1024” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “METAR LEVT 271230Z 01009KT 330V040 9999 FEW018 BKN030 08/05 Q1024” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 031200Z VRB02KT 9999 FEW060 13/07 Q1020” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 031200Z VRB02KT 9999 FEW060 13/07 Q1020” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Beautiful weather for takeoff from Vitoria/Foronda airport in Alava area (Spain) “LEVT 241130Z 24008KT 200V270 CAVOK 17/06 Q1019” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Beautiful weather for takeoff from Vitoria/Foronda airport in Alava area (Spain) “LEVT 241130Z 24008KT 200V270 CAVOK 17/06 Q1019” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 131200Z 23008KT 200V260 9999 FEW014 BKN070 08/07 Q0989” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 131200Z 23008KT 200V260 9999 FEW014 BKN070 08/07 Q0989” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

@dzwiedziu

It does allow you to specify what project you want to add the new tasks to. But, please feel free to tweak it for your particular needs.

I am aware of the python libraries. There's `tasklib` that the taskwarrior upstream maintains (and is used by other task related tools I use like #vit) :

https://github.com/GothenburgBitFactory/tasklib

I thought these felt a bit overkill for this simple script, but they can certainly be used. Here I rely on plain parsing of the json export.

@dzwiedziu

It does allow you to specify what project you want to add the new tasks to. But, please feel free to tweak it for your particular needs.

I am aware of the python libraries. There's `tasklib` that the taskwarrior upstream maintains (and is used by other task related tools I use like #vit) :

https://github.com/GothenburgBitFactory/tasklib

I thought these felt a bit overkill for this simple script, but they can certainly be used. Here I rely on plain parsing of the json export.

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- share paper
--
“HIGHLIGHTS:
• ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
• District-level RF/XGBoost model training with expert-weighted validation.
• Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
• RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
• NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
#Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

Improving Forest Loss Mapping In Nepal Using Landtrendr Time-Series And Machine Learning
--
https://doi.org/10.1016/j.rsase.2025.101864 <-- share paper
--
“HIGHLIGHTS:
• ViT-based forest mask, multispectral ensemble LandTrendr and terrain shadow mask.
• District-level RF/XGBoost model training with expert-weighted validation.
• Outperformed GFC and REDD + AI benchmarks in accuracy and F1 performance.
• RF excelled in High Mountains/Himalayas; XGBoost in the lower Mountain regions.
• NBR contributed the most; snow-impacted forest loss uncertainty was observed..."
#Forestdisturbance #forest #disturbance #remotesensing #LandTrendr #workflow #timeseries #ViT #RF #XGBoost #GEE #Nepal #ForestNepal #spatial #GIS #mapping #earthobservation #landsat #Himalayas #mountains #alpine #vegetation #AI #multispectral #monitoring #spatialanalysis #spatiotemporal #loss #change #machinelearning #NDR #conservation #planning #policy #mitagion #ecology #Karnali #Bagmati, #Darchula #Siwalik #GlobalForestChange #Degradation

Why it’s easy for Thunder to ‘root for’ Vit Krejci’s breakout on Hawks https://www.rawchili.com/nba/506633/ #Ajay #AjayMitchell #Atlanta #AtlantaHawks #AtlantaHawks #Basketball #City #Hawks #Krejčí #Mitchell #National #NationalSports #NBA #News #Oklahoma #OklahomaCityThunder #Overall #OverallPositive #Positive #Sports #SportsNews #Thunder #Vit #VitKrejci

Best images from Thunder’s 140-129 win over Hawks https://www.rawchili.com/nba/504879/ #alex #AlexCaruso #Atlanta #AtlantaHawks #AtlantaHawks #Basketball #caruso #Chet #ChetHolmgren #City #Daniels #Dyson #DysonDaniels #GilgeousAlexander #Hawks #Holmgren #Jalen #JalenWilliams #Krejčí #Listicle #NBA #News #Oklahoma #OklahomaCityThunder #okongwu #onyeka #OnyekaOkongwu #Overall #OverallPositive #Positive #Shai #ShaiGilgeousAlexander #SMG #SMGListicle #Sports #SportsNews #Thunder #Vit #VitKrejci #Williams

https://www.lovenba.com/1688371/ And Vit cashes it in 💸 #nba #hawks #vitkrejci #basketball #Atlanta #AtlantaHawks #AtlantaHawksHighlights #AtlantaHawksHighlightsVitKrejci #BallMovement #Basketball #BasketballBallMovement #EasternConference #GoodBasketballPlays #Hawks #krejci #SoutheastDivision #vit #VitKrejci #VitKrejciAtlantaHawks #VitKrejciAtlantaHawksHighlights #VitKrejciHighlights

And Vit cashes it in 💸 #nba #hawks #vitkrejci #basketball https://www.rawchili.com/4750744/ #Atlanta #AtlantaHawks #AtlantaHawksHighlights #AtlantaHawksHighlightsVitKrejci #AtlantaHawks #BallMovement #basketball #BasketballBallMovement #GoodBasketballPlays #Hawks #krejci #NBA #vit #VitKrejci #VitKrejciAtlantaHawks #VitKrejciAtlantaHawksHighlights #VitKrejciHighlights

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 221200Z 22009KT 9999 FEW020 07/03 Q1028” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #vitoriaforondaairport #airport #alava #spain #levt #vit #metar #aviation #aviationweather #avgeek vl

VIT – Short Memories
#Electronic #VIT #ambient #deep #deeptechno #deeptechno #dub #dubtechno #dubtechno #insectorama #techno #Leipzig
CC BY-NC-ND (#CreativeCommons Attribution Non Commercial No Derivatives) #ccmusic
https://insectorama.bandcamp.com/album/short-memories

VIT – Short Memories
#Electronic #VIT #ambient #deep #deeptechno #deeptechno #dub #dubtechno #dubtechno #insectorama #techno #Leipzig
CC BY-NC-ND (#CreativeCommons Attribution Non Commercial No Derivatives) #ccmusic
https://insectorama.bandcamp.com/album/short-memories

Favorite basketball memories with the guys 🫶🏀 #nba #memories #hawks #kristapsporzingis #asanewell https://www.rawchili.com/4602441/ #asa #AsaNewell #AsaNewellAtlantaHawks #Atlanta #AtlantaHawks #AtlantaHawks #basketball #BasketballMemories #Hawks #HawksAtHome #HawksBasketballAcademy #krejci #kristaps #KristapsPorzingis #KristapsPorzingisAtlantaHawks #NBA #newell #Porzingis #vit #VitKrejci #VitKrejciAtlantaHawks

Flight: #BCS417
Registration: EC-NYM
ICAO code: #347301
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-223
Country: 🇩🇪
From: #VIT to #BRU
Speed: 531 kmh
Altitude: 2484 m
Distance: 2.3 km
Angle ∆: 47.8°
Direction ->: ENE
Track:
https://tinyurl.com/yw2rnvkh
History:
https://www.radarbox.com/data/mode-s/347301
https://www.flightradar24.com/data/aircraft/EC-NYM
Photos:
https://jetphotos.com/photo/keyword/EC-NYM
Seen: 96x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: LZ-CGW
ICAO code: #452084
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 737-46J
Country: 🇩🇪
From: #VIT to #BRU
Speed: 547 kmh
Altitude: 2355 m
Distance: 2.4 km
Angle ∆: 44.3°
Direction ->: E
Track:
https://tinyurl.com/2dbxmr3b
History:
https://www.radarbox.com/data/mode-s/452084
https://www.flightradar24.com/data/aircraft/LZ-CGW
Photos:
https://jetphotos.com/photo/keyword/LZ-CGW
Seen: 62x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-FTR
ICAO code: #341119
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-256
Country: 🇩🇪
From: #VIT to #BRU
Speed: 498 kmh
Altitude: 2111 m
Distance: 0.6 km
Angle ∆: 73.0°
Direction ->: ENE
Track:
https://tinyurl.com/25dleemu
History:
https://www.radarbox.com/data/mode-s/341119
https://www.flightradar24.com/data/aircraft/EC-FTR
Photos:
https://jetphotos.com/photo/keyword/EC-FTR
Seen: 52x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-KLD
ICAO code: #34310D
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-236
Country: 🇩🇪
From: #VIT to #BRU
Speed: 504 kmh
Altitude: 2438 m
Distance: 3.7 km
Angle ∆: 33.4°
Direction ->: ENE
Track:
https://tinyurl.com/2dc8aw6m
History:
https://www.radarbox.com/data/mode-s/34310D
https://www.flightradar24.com/data/aircraft/EC-KLD
Photos:
https://jetphotos.com/photo/keyword/EC-KLD
Seen: 59x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-NHF
ICAO code: #346318
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-223
Country: 🇩🇪
From: #VIT to #BRU
Speed: 486 kmh
Altitude: 2134 m
Distance: 4.7 km
Angle ∆: 24.6°
Direction ->: E
Track:
https://tinyurl.com/2ce9p9x2
History:
https://www.radarbox.com/data/mode-s/346318
https://www.flightradar24.com/data/aircraft/EC-NHF
Photos:
https://jetphotos.com/photo/keyword/EC-NHF
Seen: 75x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: D-AEAI
ICAO code: #3C5429
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: AIRBUS A300-B4-622RF
Country: 🇩🇪
From: #VIT to #BRU
Speed: 548 kmh
Altitude: 2568 m
Distance: 0.2 km
Angle ∆: 86.4°
Direction ->: ENE
Track:
https://tinyurl.com/25366nq2
History:
https://www.radarbox.com/data/mode-s/3C5429
https://www.flightradar24.com/data/aircraft/D-AEAI
Photos:
https://jetphotos.com/photo/keyword/D-AEAI
Seen: 66x
#Landing #BrusselsAirport

You may know about #taskwarrior, but do you know #vit?
https://www-gem.codeberg.page/cli_taskwarrior_vit
#blog #blogging #blogpost

You may know about #taskwarrior, but do you know #vit?
https://www-gem.codeberg.page/cli_taskwarrior_vit
#blog #blogging #blogpost

Vision Transformers: всё, что вам нужно — это внимание

С появлением статьи "Attention Is All You Need" закончилось доминирование рекуррентных нейронных сетей (Recurrent Neural Network — RNN). Поскольку трансформеры показывают лучшие результаты на практике по сравнению с RNN, давайте разберёмся, что они собой представляют и как работают в области компьютерного зрения.

https://habr.com/ru/articles/935726/

#qwen #chatpgt #ai #CNN #VIT

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 301200Z 35005KT 9999 BKN022 21/16 Q1024” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #alava #spain #vitoriaforondaairport #levt #vit #metar #aviation #aviationweather #avgeek #airport vl

Flight: #BCS417
Registration: D-AEAQ
ICAO code: #3C5431
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: AIRBUS A300-B4-622RF
Country: 🇩🇪
From: #VIT to #BRU
Speed: 480 kmh
Altitude: 2103 m
Distance: 0.6 km
Angle ∆: 73.0°
Direction ->: NE
Track:
https://tinyurl.com/2cewfs7r
History:
https://www.radarbox.com/data/mode-s/3C5431
https://www.flightradar24.com/data/aircraft/D-AEAQ
Photos:
https://jetphotos.com/photo/keyword/D-AEAQ
Seen: 63x
#Landing #BrusselsAirport

Flight: #BCS417
ICAO code: #4520F9
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Country: 🇩🇪
From: #VIT to #BRU
Speed: 449 kmh
Altitude: 1905 m
Distance: 3.2 km
Angle ∆: 30.6°
Direction ->: ENE
Track:
https://tinyurl.com/289k7pfj
History:
https://www.radarbox.com/data/mode-s/4520F9
Seen: 14x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-NHF
ICAO code: #346318
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-223
Country: 🇩🇪
From: #VIT to #BRU
Speed: 461 kmh
Altitude: 2057 m
Distance: 1.0 km
Angle ∆: 64.9°
Direction ->: NE
Track:
https://tinyurl.com/2bwy5xuo
History:
https://www.radarbox.com/data/mode-s/346318
https://www.flightradar24.com/data/aircraft/EC-NHF
Photos:
https://jetphotos.com/photo/keyword/EC-NHF
Seen: 74x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-FTR
ICAO code: #341119
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-256
Country: 🇩🇪
From: #VIT to #BRU
Speed: 489 kmh
Altitude: 3048 m
Distance: 0.6 km
Angle ∆: 78.1°
Direction ->: NE
Track:
https://tinyurl.com/2xsn76at
History:
https://www.radarbox.com/data/mode-s/341119
https://www.flightradar24.com/data/aircraft/EC-FTR
Photos:
https://jetphotos.com/photo/keyword/EC-FTR
Seen: 49x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-KLD
ICAO code: #34310D
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-236
Country: 🇩🇪
From: #VIT to #BRU
Speed: 538 kmh
Altitude: 2134 m
Distance: 1.0 km
Angle ∆: 65.6°
Direction ->: ENE
Track:
https://tinyurl.com/2bsjpadt
History:
https://www.radarbox.com/data/mode-s/34310D
https://www.flightradar24.com/data/aircraft/EC-KLD
Photos:
https://jetphotos.com/photo/keyword/EC-KLD
Seen: 57x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: D-AEAN
ICAO code: #3C542E
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: AIRBUS A300-B4-622RF
Country: 🇩🇪
From: #VIT to #BRU
Speed: 553 kmh
Altitude: 2507 m
Distance: 1.0 km
Angle ∆: 68.9°
Direction ->: ENE
Track:
https://tinyurl.com/2c2oryzj
History:
https://www.radarbox.com/data/mode-s/3C542E
https://www.flightradar24.com/data/aircraft/D-AEAN
Photos:
https://jetphotos.com/photo/keyword/D-AEAN
Seen: 35x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-NHF
ICAO code: #346318
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-223
Country: 🇩🇪
From: #VIT to #BRU
Speed: 531 kmh
Altitude: 2469 m
Distance: 1.0 km
Angle ∆: 68.6°
Direction ->: ENE
Track:
https://tinyurl.com/yowyc6zb
History:
https://www.radarbox.com/data/mode-s/346318
https://www.flightradar24.com/data/aircraft/EC-NHF
Photos:
https://jetphotos.com/photo/keyword/EC-NHF
Seen: 72x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-KLD
ICAO code: #34310D
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-236
Country: 🇩🇪
From: #VIT to #BRU
Speed: 469 kmh
Altitude: 2019 m
Distance: 1.0 km
Angle ∆: 64.4°
Direction ->: ENE
Track:
https://tinyurl.com/ylnveng8
History:
https://www.radarbox.com/data/mode-s/34310D
https://www.flightradar24.com/data/aircraft/EC-KLD
Photos:
https://jetphotos.com/photo/keyword/EC-KLD
Seen: 55x
#Landing #BrusselsAirport

Flight: #BCS417
Registration: EC-NYM
ICAO code: #347301
Callsign: #EUROTRANS
Operator: European Air Transport Leipzig
Type: BOEING 757-223
Country: 🇩🇪
From: #VIT to #BRU
Speed: 577 kmh
Altitude: 2141 m
Distance: 2.3 km
Angle ∆: 43.5°
Direction ->: ENE
Track:
https://tinyurl.com/yq6dqynh
History:
https://www.radarbox.com/data/mode-s/347301
https://www.flightradar24.com/data/aircraft/EC-NYM
Photos:
https://jetphotos.com/photo/keyword/EC-NYM
Seen: 91x
#Landing #BrusselsAirport

Beautiful weather for takeoff from Vitoria/Foronda airport in Alava area (Spain) “LEVT 091030Z 09003KT CAVOK 23/12 Q1020” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #alava #spain #vitoriaforondaairport #levt #vit #metar #aviation #aviationweather #avgeek #airport vl

Часть 2: Vision Transformer (ViT) — Когда трансформеры научились видеть

Представьте, что лингвист внезапно стал экспертом по живописи. Именно это произошло в 2020 году, когда архитектура для обработки текста — трансформеры — научилась "видеть" изображения. Vision Transformer (ViT) доказал: для понимания картинок не обязательны свёртки! Разберем "на пальцах" как она устроена и как изображения превращаются в предсказания.

https://habr.com/ru/articles/922868/

#visual_transformer #vit #transformer #computervision #разбор_статьи

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 160830Z 06008KT 030V100 9999 SCT018 BKN024 18/14 Q1026” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #alava #spain #vitoriaforondaairport #levt #vit #metar #aviation #aviationweather #avgeek #airport vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 121130Z 22009KT 170V250 9999 FEW040 24/15 Q1015” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #alava #spain #vitoriaforondaairport #levt #vit #metar #aviation #aviationweather #avgeek #airport vl

Aviation weather for Vitoria/Foronda airport in Alava area (Spain) is “LEVT 170030Z 06002KT 7000 FEW010 06/06 Q1020” : See what it means on https://www.bigorre.org/aero/meteo/levt/en #alava #spain #vitoriaforondaairport #levt #vit #metar #aviation #aviationweather #avgeek #airport vl

@VetsInTech is about getting technology jobs for vets and their spouses, particularly in #CyberSecurity

They launched their Dallas Chapter this week, bringing together veterans and military spouses to build community and create pathways into tech careers. https://zip2.it/socialdallas
#VetsinTech #Veterans #Dallas #VIT

Vad tycker du om vita interiörer, de typiska skandinaviska som denna? Är förtjust i den ljusa & harmoniska estetiken där vitt dominerar - lätt att skapa en luftig & elegant atmosfär.
Med vita soffor & väggar får man till en tidlös känsla. Rummet blir lätt att förändra till ett helt nytt uttryck med hjälp av textilier med mönster & färg. Samma sak om man byter ut konstverk till något annat med helt andra motiv.

#InteriorDesign #style #Estetik #skandinavisk #vit

[Перевод] Визуальные трансформеры (ViT)

С момента своего появления в 2017 году в публикации Attention is All You Need трансформеры стали доминирующим подходом в обработке естественного языка. В 2021 году в статье An Image is Worth 16x16 Words трансформеры были успешно адаптированы для задач компьютерного зрения. С тех пор для компьютерного зрения было предложено множество архитектур на основе трансформеров. В этой статье мы рассмотрим трансформер зрения (Vision Transformer, ViT) в том виде, в котором он был представлен во второй статье. Она включает в себя открытый код ViT, а также концептуальные объяснения компонентов. Реализация ViT, рассмотренная в статье, выполнена с использованием пакета PyTorch.

https://habr.com/ru/companies/otus/articles/849756/

#компьютерное_зрение #python #машинное_обучение #Визуальные_трансформеры #vit

💻❤️🌐 Heute ist #TagderITProfis.

Perfekter Zeitpunkt für unseren Kollegen Max, um als #Verwaltungsinformatik|er über seine #ZollKarriere zu berichten.
Komplettes Interview: https://www.youtube.com/watch?v=EyN9o0hWac8

❓Lust bekommen, ebenfalls IT-Profi beim #Zoll zu werden?
Dann noch bis 15. Oktober fürs Duale Bachelorstudium #VIT bewerben:
https://www.zoll-karriere.de

ViT для новичков: как нейросети научились определять зависимости в изображениях

В этой статье мы попытаемся рассказать про трансформерную архитектуру VIT и предысторию его формирования. Сегодня не совсем понятно, почему этот "формат" нейронок настолько эффективен. Некоторые говорят механизм внимания, но некоторые практики делают больше ставок в области Computer Vision на MetaFormer. https://github.com/sail-sg/poolformer Нейросети остаются для нас “теневым” процессом, подобным черному ящику. И изучение Deep Learning уже напоминает больше не математику, а биологию, где мы следим за поведением нашего детища.

https://habr.com/ru/articles/810817/

#трансформеры #vit #компьютерное_зрение #computer_vision #классификация #детекция #сегментация #нейросети

The #Faroese #WordOfTheYear 2023 is #vitlíki - artificial intelligence. It comes from words #vit (intelligence, brains) and #líki (equal, like).

Listeners of the ‘Góðan morgun #Føroyar morning radio programme have been sending in their nominations for their favourite new Faroese word. The judging panel, representing Faroese language and media institutions, settled on ‘#vitlíki’ as their word of the year 2023.

#ársinsorð #føroyskt #AI @kvfbot

The #ViT journey:

Vision transformers were easier than I expected. I planned to spend three weeks learning them, but I'm already done :ablobcatrave: .

The #ViT journey:

'Natural Language Processing Demystified' is my all-time favorite course in #NLP, it also covers transformers, check it out:

https://www.nlpdemystified.org/course/transformers

The #ViT journey:

Let's visit Jay Alammar's blog once again and check out his amazing Illustrated #Transformer post. Even if you're already familiar with transformers, it's definitely worth taking a look: https://jalammar.github.io/illustrated-transformer/

The #ViT journey:

I need to spend some time studying the multi-head self-attention mechanism. I'm going to start with this fantastic blog post by Jay Alammar: 'Visualizing A Neural Machine Translation Model (Mechanics of Seq2seq Models With Attention)'.

Check it out here: https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/