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2018part2_Schedule.html
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---
layout: default
---
<div class="home">
<div class="materials-wrap">
<div class="module-header">Прогнозирование временных рядов (отв. Алексей Романенко)</div>
<div class="materials-item">
Занятие №00: <b>Введение в прогнозирование временных рядов</b>, <font size="2" color="blue">лекция 05.09, семинар 05.09</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/blob/master/2018/lectures/00_tsa_intro.pdf">slides</a>,
<a href="https://www.youtube.com/watch?v=wr8waGBJkFs&list=PLys0IdlMg6XdbNrNRwBwiOxmZszzokZ9s">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/0_ts_intro/0_IntroTS.ipynb">seminar</a>
</div>
<div class="materials-item">
Занятие №01: <b>модели типа ЭС, модель Хольта, модель Уинтерса</b>, <font size="2" color="blue">лекция 12.09</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://www.youtube.com/watch?v=wr8waGBJkFs&list=PLys0IdlMg6XdbNrNRwBwiOxmZszzokZ9s">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №02: <b>ARIMA, ARIMAX</b>, <font size="2" color="blue">лекция 19.09</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://www.youtube.com/watch?v=wr8waGBJkFs&list=PLys0IdlMg6XdbNrNRwBwiOxmZszzokZ9s">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №03: <b>Композиции алгоритмов прогнозирования ВР, измерение точности прогноза, иерархическое прогнозирование</b>, <font size="2" color="blue">лекция 26.09</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="module-header">Информационный поиск (отв. Анастасия Зухба)</div>
<div class="materials-item">
Занятие №09: <b>Основные подходы к решению задачи ранжирования.</b>, <font size="2" color="blue">лекция 29.09</font>
</div>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №10: <b>Метрики измерения точности ранижирования. Кликовые модели. </b>, <font size="2" color="blue">лекция 06.10</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №11: <b>Тематическое моделирование и его связь с ранжированием, NLP</b>, <font size="2" color="blue">лекция 13.10</font>
</div>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="module-header">Обучение с подкреплением (отв. Валентин Малых)</div>
<div class="materials-item">
Занятие №05: <b>Intro to Reinforcement Learning</b>, <font size="2" color="blue">лекция 24.10</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №06: <b>Value-based methods</b>, <font size="2" color="blue">лекция 31.10</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №07: <b>Approximate Reinforcement Learning</b>, <font size="2" color="blue">лекция 07.11</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №08: <b>Policy-based methods</b>, <font size="2" color="blue">лекция 14.11</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="module-header">Recommendation Systems (отв. Алексей Драль)</div>
<div class="materials-item">
Занятие №12: <b>Introduction (classification), Non-Personalized RS, Content-Based RS</b>, <font size="2" color="blue">лекция 21.11</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №13: <b>Collaborative Filtering and Matrix Factorization</b>, <font size="2" color="blue">лекция 28.11</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/blob/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/blob/master/2018/seminars">seminar</a>,
</div>
<div class="materials-item">
Занятие №14: <b>iALS, advances in RS (context-aware, tensor decomposition)</b>, <font size="2" color="blue">лекция 5.12</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="materials-item">
Занятие №15: <b>Приглашённый гость: TBD</b>, <font size="2" color="blue">лекция 12.12</font>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/TpY4aaojXLszGPQy2">о лекции</a>, <a href="https://goo.gl/forms/zSEynRUOCIO1SXv02">о семинарах</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018/lectures">slides</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part2/tree/master/2018">seminar</a>,
</div>
<div class="module-header">Аттестация</div>
<div></div>
<div class="materials-item">
Экзамен: <font size="2" color="blue">TBD</font> <b> </b>
</div>
<div style="text-align: right">
<a href="https://github.com/ml-mipt/ml-mipt-part2/blob/master/2018/hw/exam_ML2018.pdf">программа экзамена</a>
</div>
</div>
</div>