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#пытаюсьпонять
Cвёрточные сети больше не нужны?

Современные мультимодальные модели, такие как ViT, CLIP и DALL·E, предпочитают трансформеры свёрточным сетям (CNN). Механизм внимания трансформеров лучше улавливает глобальные зависимости в данных (текст, изображения, аудио), чем локальные фильтры свёрток. Трансформеры обрабатывают данные как последовательности (патчи или токены), что идеально для мультимодальности, и превосходно масштабируются на больших датасетах.

Однако свёртки не исчезнут, но станут нишевым инструментом. Они будут применяться в энергоэффективных системах и задачах с локальной структурой данных. Гибридные модели, сочетающие свёртки и трансформеры, усилят? (подкрепят) их роль.

AI LAB | Лаборатория ИИ
#пытаюсьпонять
Cвёрточные сети больше не нужны?

Современные мультимодальные модели, такие как ViT, CLIP и DALL·E, предпочитают трансформеры свёрточным сетям (CNN). Механизм внимания трансформеров лучше улавливает глобальные зависимости в данных (текст, изображения, аудио), чем локальные фильтры свёрток. Трансформеры обрабатывают данные как последовательности (патчи или токены), что идеально для мультимодальности, и превосходно масштабируются на больших датасетах.

Однако свёртки не исчезнут, но станут нишевым инструментом. Они будут применяться в энергоэффективных системах и задачах с локальной структурой данных. Гибридные модели, сочетающие свёртки и трансформеры, усилят? (подкрепят) их роль.
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How to Hide “Archived Chats” From View

Your chat thread will be taken to the “Archived Chats” folder, which is displayed at the top of your chats. But that’s not what you want, so you’ll need to hide this folder from view as well. On your mobile device, long-tap on the “Archived Chats” folder and select the “Hide from Chat List” option at the bottom. If you’re using Telegram on your PC, right-click on the “Archive Chats” folder and select “Move to main menu.”

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