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2018part1_Schedule.html
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---
layout: default
---
<div class="home">
<div class="materials-wrap">
<div class="module-header">Введение в Машинное Обучение</div>
<div class="materials-item">
<font size="2" color="blue">06.02</font> Занятие №0: <b>Вводное занятие</b>
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2017/seminars/01_introduction">seminar</a>
</div>
<div class="materials-item">
<font size="2" color="blue">13.02</font> Занятие №01: <b>Общие понятия ML</b>, Анастасия Зухба
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture1_Intro_v2.pdf">slides</a>,
<a href="https://drive.google.com/drive/folders/156aq6l_kXSn7dKsXvGCd6KS-PNZvzfvJ">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/1_simple_algorithms">seminar</a>
</div>
<div class="materials-item">
<font size="2" color="blue">20.02</font> Занятие №02: <b>Метрики, признаки </b>, Анастасия Зухба
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture2_FeaturesSelection_v1.pdf">slides</a>,
<a href="https://drive.google.com/drive/u/0/folders/1DuKZ5I15TKcCjmb9cI--hUFG7dNSOQ1b">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/2_metrics">seminar</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw1/task1.ipynb">hw1 </a> (deadline <strike><font color="red">27.02 23:59</font></strike> <font color="red">03.03 23:59</font>)
</div>
<div class="module-header">Обучение с учителем: Деревья Решений</div>
<div></div>
<div class="materials-item">
<font size="2" color="blue">27.02</font> Занятие №03: <b>Решающие деревья</b>, Алексей Драль
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_03_decision_tree.pdf">slides</a>,
<a href="https://drive.google.com/drive/u/0/folders/1r0brPD7wusmS_8eVg4L4h5yuZSZoVSsb">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/3_trees">seminar</a>
</div>
<div class="materials-item">
<font size="2" color="blue">06.03</font> Занятие №04: <b>Ансамбли решающих деревьев</b>, Алексей Драль
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_04_tree_ensemble.pdf">slides</a>,
<a href="https://drive.google.com/drive/u/0/folders/1ZEzuA-_flCePadjEaG-bZD6GRmsKKuwo">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/4_trees_ensembles">seminar</a>
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw2/task2.ipynb">hw2 </a> (deadline <font color="red">13.03 23:59</font>)
</div>
<div class="materials-item">
<font size="2" color="blue">13.03</font> Занятие №05: <b>Решающие деревья и ансамбли: дополнительные темы</b>, Алексей Драль
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_05_tree_ensemble_advanced.pdf">slides</a>,
<a href="https://drive.google.com/drive/u/0/folders/1ZEzuA-_flCePadjEaG-bZD6GRmsKKuwo">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/5_trees_ensembles2">seminar</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw3/task3.ipynb">hw3 </a> (deadline <font color="red">20.03 23:59</font>)
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw4/task4_kaggle.pdf">hw4 </a> (deadline <font color="red">28.03 02:59</font>)
</div>
<div class="module-header">Обучение с учителем: Линейные Модели</div>
<div></div>
<div class="materials-item">
<font size="2" color="blue">20.03</font> Занятие №06: <b>Метод стохастического градиента</b>, Алексей Романенко
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_06_linear_models.pdf">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/6_linear_models">seminar</a>
</div>
<div class="materials-item">
<font size="2" color="blue">27.03</font> Занятие №07: <b>Логистическая регрессия и SVM</b>, Алексей Романенко
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_07_svm.pdf">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/7_linear_models">seminar</a>
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw5/">hw5 </a> (deadline <font color="red">11.04 02:59</font>)
</div>
<div class="materials-item">
<font size="2" color="blue">03.04</font> Занятие №08: <b>SVD, Линейные регрессии</b>, Алексей Романенко
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_08_linear_regression.pdf">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/8_linear_models">seminar</a> </div>
<div class="module-header">Обучение с учителем: Глубинное Обучение</div>
<div></div>
<div class="materials-item">
<font size="2" color="blue">10.04</font> Занятие №09: <b>Deep Introduction to Deep Learning</b>, Валентин Малых
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_09_deep_learning_intro.pdf">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/9_deep_learning">seminar</a>
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw6/">hw6 </a> (deadline <font color="red">20.04 23:59</font>)
</div>
<div class="materials-item">
<font size="2" color="blue">17.04</font> Занятие №10: <b>Modern Conv Nets in practice, Visualization, DL Libs</b>, Валентин Малых
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_10_dl_frameworks.pdf">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/10_tf_cnn">seminar</a>
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw7/">hw7 </a> (deadline <font color="red">27.04 23:59</font>)
</div>
<div class="materials-item">
<font size="2" color="blue">24.04</font> Занятие №11: <b>Recurrent Neural Nets, Captioning, Translation, Dialogue systems</b>, Валентин Малых
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/lectures/Lecture_11_rnns.pdf">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/11_tf_rnn">seminar</a>
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw8/">hw8 </a> (deadline <font color="red">04.05 23:59</font>)
</div>
<div class="module-header">Обучение Без Учителя</div>
<div></div>
<div class="materials-item">
<font size="2" color="blue">08.05</font> Занятие №12: <b>Кластеризация</b> Анастасия Зухба
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/12_clustering ">seminar</a>
<a href="https://github.com/ml-mipt/ml-mipt-part1/blob/master/2018/hw/hw9/">hw9 </a> (deadline <font color="red">18.05 23:59</font>)
</div>
<div class="materials-item">
<font size="2" color="blue">15.05</font> Занятие №13: <b>Базовые методы понижения размерности</b> Алексей Романенко
</div>
<div style="text-align: right">
отзыв (<a href="https://goo.gl/forms/zeZiu1fSgrpPGp6T2">о лекции</a>, <a href="https://goo.gl/forms/kYZuyAQLuwo8szce2">о семинаре</a>),
<a href="">slides</a>,
<a href="">video</a>,
<a href="https://github.com/ml-mipt/ml-mipt-part1/tree/master/2018/seminars/13-dim-reduction">seminar</a>
</div>
<div class="module-header">Экзамен</div>
<div></div>
<div class="materials-item">
<font size="2" color="blue">28.05.2018</font> <b>Экзамен</b> в 9:00 на Тимирязевской
</div>
<div style="text-align: right">
<a href="../pdf/ML-2018introductionexam.pdf">программа экзамена</a>
</div>
</div>
</div>