Machine learning Interview | United States America (US)

Create: 2025-05-24 Update: 2025-07-01 01:11:42

🌐 Optuna — фреймворк для оптимизации гиперпараметров в ML. Этот Python-фреймворк использует алгоритмы вроде TPE и CMA-ES для эффективного поиска оптимальных значений, сокращая время экспериментов в разы.

Главная фишка — define-by-run API: пространство параметров описывается прямо в коде обучения, включая условные ветвления. Например, можно динамически выбирать между SVM и RandomForest, параллельно оптимизируя их гиперпараметры. Для визуализации есть Optuna Dashboard — веб-интерфейс с графиками важности параметров.

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Machine learning Interview

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Telegram is reportedly working on a new way to help users protect their accounts. The upcoming feature will let you link your account to an email ID, and Telegram will use it for verification every time you log in from a new device.Although Telegram has not shared any details officially, app developer and prolific reverse engineer Alessandro Paluzzi has managed to grab a few screenshots showcasing the in-development feature. As you can see in the attached tweets, the feature will give users the option to add an email ID “to protect your account.” The feature will also include a Sign in with Google option for Gmail users.

🌐 Optuna — фреймворк для оптимизации гиперпараметров в ML. Этот Python-фреймворк использует алгоритмы вроде TPE и CMA-ES для эффективного поиска оптимальных значений

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