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NLP stuff

پیشروی ترنسفورمرها در زمینه‌ی پردازش تصویر!
در این مقاله، نویسندگان ناشناسش (تحت داوری ICLRعه) اومدند از ترنسفورمر برای تسک دسته‌بندی تصاویر استفاده کردند. به این شکل که هر تصویر را اومدند به قسمت‌های ۱۶*۱۶ تقسیم کردند و هر کدام را پشت سر هم مثل توکن دادند به انکودر ترنسفورمر و بردار خروجی را به یک شبکه‌ی عصبی چندلایه‌ی ساده دادند و تونستند با منابع کمتر state of the art را رد کنند.
آیا CNNها هم به سرنوشت نکبت‌بار RNNها دچار می‌شوند؟ :)
لینک مقاله و کدش ضمیمه شده است.

https://openreview.net/forum?id=YicbFdNTTy

https://paperswithcode.com/paper/an-image-is-worth-16x16-words-transformers

#read
#paper

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Create: 2020-10-10
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Date: 2025-07-04| NLP stuff

Pinterest (PINS) Stock Sinks As Market Gains

Pinterest (PINS) closed at $71.75 in the latest trading session, marking a -0.18% move from the prior day. This change lagged the S&P 500's daily gain of 0.1%. Meanwhile, the Dow gained 0.9%, and the Nasdaq, a tech-heavy index, lost 0.59%. Heading into today, shares of the digital pinboard and shopping tool company had lost 17.41% over the past month, lagging the Computer and Technology sector's loss of 5.38% and the S&P 500's gain of 0.71% in that time. Investors will be hoping for strength from PINS as it approaches its next earnings release. The company is expected to report EPS of $0.07, up 170% from the prior-year quarter. Our most recent consensus estimate is calling for quarterly revenue of $467.87 million, up 72.05% from the year-ago period.

A Telegram spokesman declined to comment on the bond issue or the amount of the debt the company has due. The spokesman said Telegram’s equipment and bandwidth costs are growing because it has consistently posted more than 40% year-to-year growth in users.