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

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Create: 2025-05-27
Last Update: 2025-06-14 03:08:12

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Should You Buy Bitcoin?

In general, many financial experts support their clients’ desire to buy cryptocurrency, but they don’t recommend it unless clients express interest. “The biggest concern for us is if someone wants to invest in crypto and the investment they choose doesn’t do well, and then all of a sudden they can’t send their kids to college,” says Ian Harvey, a certified financial planner (CFP) in New York City. “Then it wasn’t worth the risk.” The speculative nature of cryptocurrency leads some planners to recommend it for clients’ “side” investments. “Some call it a Vegas account,” says Scott Hammel, a CFP in Dallas. “Let’s keep this away from our real long-term perspective, make sure it doesn’t become too large a portion of your portfolio.” In a very real sense, Bitcoin is like a single stock, and advisors wouldn’t recommend putting a sizable part of your portfolio into any one company. At most, planners suggest putting no more than 1% to 10% into Bitcoin if you’re passionate about it. “If it was one stock, you would never allocate any significant portion of your portfolio to it,” Hammel says.

In many cases, the content resembled that of the marketplaces found on the dark web, a group of hidden websites that are popular among hackers and accessed using specific anonymising software.“We have recently been witnessing a 100 per cent-plus rise in Telegram usage by cybercriminals,” said Tal Samra, cyber threat analyst at Cyberint.The rise in nefarious activity comes as users flocked to the encrypted chat app earlier this year after changes to the privacy policy of Facebook-owned rival WhatsApp prompted many to seek out alternatives.Библиотека data scientist’а | Data Science Machine learning анализ данных машинное обучение from jp

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Should You Buy Bitcoin?

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