Библиотека дата-сайентиста | Data Science, Machine learning, анализ данных, машинное обучение

🔍 ML после релиза: почему модель может сломаться — и как это вовремя заметить

Внедрили модель, подтвердили гипотезу, получили эффект — работа сделана? Увы, нет.

После деплоя начинается настоящее испытание:
— данные меняются,
— поведение пользователей эволюционирует,
— а ваша модель может незаметно терять эффективность.

📌 Must-read для тех, кто работает с ML в продакшене и хочет, чтобы решения были устойчивыми, а не разовыми.

👉 Читайте, делитесь и не забывайте наблюдать за своими моделями: https://proglib.io/sh/fjpFLVWn8Z

Библиотека дата-сайентиста

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1.3K viewsMay 27 at 17:52

tg-me.com/dsproglib/6489

Create: 2025-05-27
Last Update: 2025-06-01 09:38:37

BY Библиотека дата-сайентиста | Data Science, Machine learning, анализ данных, машинное обучение

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Библиотека дата сайентиста | Data Science Machine learning анализ данных машинное обучение Telegram | DID YOU KNOW?

Export WhatsApp stickers to Telegram on Android

From the Files app, scroll down to Internal storage, and tap on WhatsApp. Once you’re there, go to Media and then WhatsApp Stickers. Don’t be surprised if you find a large number of files in that folder—it holds your personal collection of stickers and every one you’ve ever received. Even the bad ones.Tap the three dots in the top right corner of your screen to Select all. If you want to trim the fat and grab only the best of the best, this is the perfect time to do so: choose the ones you want to export by long-pressing one file to activate selection mode, and then tapping on the rest. Once you’re done, hit the Share button (that “less than”-like symbol at the top of your screen). If you have a big collection—more than 500 stickers, for example—it’s possible that nothing will happen when you tap the Share button. Be patient—your phone’s just struggling with a heavy load.On the menu that pops from the bottom of the screen, choose Telegram, and then select the chat named Saved messages. This is a chat only you can see, and it will serve as your sticker bank. Unlike WhatsApp, Telegram doesn’t store your favorite stickers in a quick-access reservoir right beside the typing field, but you’ll be able to snatch them out of your Saved messages chat and forward them to any of your Telegram contacts. This also means you won’t have a quick way to save incoming stickers like you did on WhatsApp, so you’ll have to forward them from one chat to the other.

The Singapore stock market has alternated between positive and negative finishes through the last five trading days since the end of the two-day winning streak in which it had added more than a dozen points or 0.4 percent. The Straits Times Index now sits just above the 3,060-point plateau and it's likely to see a narrow trading range on Monday.

Библиотека дата сайентиста | Data Science Machine learning анализ данных машинное обучение Telegram | DID YOU KNOW?

Export WhatsApp stickers to Telegram on Android

🔍 ML после релиза: почему модель может сломаться — и как это вовремя заметитьВнедрили модель