Нейросетевые методы в
задачах обучения с
подкреплением
Михаил Бурцев, к.ф.-м.н.,
НИЦ "Курчатовский институт", МФТИ
ОБУЧЕНИЕ С ПОДКРЕПЛЕНИЕМ
ПОСТАНОВКА ЗАДАЧИ
ОСНОВНЫЕ ПОНЯТИЯ
ВЫЧИСЛЕНИЕ ПОЛЕЗНОСТИ
ПРОБЛЕМА “ПРОКЛЯТЬЯ РАЗМЕРНОСТИ”
НЕЙРОСЕТЬ, КАК УНИВЕРСАЛЬНЫЙ
АППРОКСИМАТОР
ИГРА - МОДЕЛЬ РЕАЛЬНОСТИ
Using neural networks methods in reinforcement learning tasks
Using neural networks methods in reinforcement learning tasks
ГЛУБОКОЕ Q-ОБУЧЕНИЕ
ПРОБЛЕМА
что-то не сходится…
ПРОИГРЫВАНИЕ ОПЫТА
ЗАМОРОЗКА Q-СЕТИ
ОГРАНИЧЕНИЕ АМПЛИТУДЫ НАГРАДЫ
АРХИТЕКТУРА ГЛУБОКОЙ СЕТИ
Using neural networks methods in reinforcement learning tasks
SEAQUEST
ЧТО ОБЪЕДИНЯЕТ ЭТИХ ДВУХ ЛЮДЕЙ?
Using neural networks methods in reinforcement learning tasks
ALPHAGO
ПОИСК ПО ДЕРЕВУ
Using neural networks methods in reinforcement learning tasks
DeepMind AlphaGo vs Lee Sedol
Using neural networks methods in reinforcement learning tasks
СПАСИБО ЗА ВНИМАНИЕ!

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