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🤔 Что такое Data Valuation

В обучении моделей машинного обучения не все данные одинаково полезны. Например, шумные данные или данные с неправильным label могут снижать качество обучения. Процесс оценки значимости каждого элемента данных называется Data Valuation.

LossVal — это метод оценки Data Valuation, основанный на анализе функции потерь (loss function) модели машинного обучения.

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🤔 Что такое Data Valuation

В обучении моделей машинного обучения не все данные одинаково полезны. Например, шумные данные или данные с неправильным label могут снижать качество обучения. Процесс оценки значимости каждого элемента данных называется Data Valuation.

LossVal — это метод оценки Data Valuation, основанный на анализе функции потерь (loss function) модели машинного обучения.

Статья
Github

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








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