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  • Векторное дифференцирование
  • Градиентный спуск и способы оценивания градиента
  • Регуляризация и разреженные модели
  • | Теория: [конспект](ML16/lecture-notes/Sem09_linear.pdf)

    [конспект по разреженным моделям](https://github.com/esokolov/ml-course-hse/blob/master/2016-fall/lecture-notes/lecture03-linregr.pdf), раздел 5 | [Домашнее задание](ML16/homeworks/Sem09_linear_hw.pdf) | | 18 ноября | Семинар 10 | Условная оптимизация:
    • Лагранжиан
    • Двойственные задачи
    • Теорема Куна-Таккера
    | Теория: [конспект](ML16/lecture-notes/Sem10_linear.pdf) | [Домашнее задание](ML16/homeworks/Sem10_linear_hw.pdf) | | 25 ноября | Семинар 11 | Отчёты о соревнованиях:
    • [Липкина, Dota](ML16/contests/dota-lipkina.pdf)
    • [Януш, Dota](ML16/contests/dota-yanush.pdf)
    • [Решающие пни, Dota](ML16/contests/dota-decision-stumps.pdf)
    • [Те, кто сверху, Dota](ML16/contests/dota-te-kto-sverkhu.html)
    • [Викулин, Sberbank](ML16/contests/sber-vikulin.pdf)
    • [Попов, Sberbank](ML16/contests/sber-popov.pdf)
    | | | +| 2 декабря | Семинар 12 | Линейные модели:
    • SVM и двойственная задача
    • Логистическая регрессия и оценивание вероятностей
    | Теория: [конспект](ML16/lecture-notes/Sem11_linear.pdf) | [Домашнее задание](ML16/homeworks/Sem11_linear_hw.pdf) | ## Практические задания