https://wiki.cs.hse.ru/index.php?action=history&feed=atom&title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_%28%D0%98%D0%98_2024%29 Генеративные модели в машинном обучении (ИИ 2024) - История изменений 2026-09-28T05:07:19Z История изменений этой страницы в вики MediaWiki 1.43.9 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87698&oldid=prev Saprokhorov 1: final UPD 2024-11-04T04:20:23Z <p>final UPD</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 04:20, 4 ноября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l57">Строка 57:</td> <td colspan="2" class="diff-lineno">Строка 57:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;5&#039;&#039;&#039; || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture05-diff.pdf Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара], [https://vk.com/video-227011779_456239088 Запись семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;5&#039;&#039;&#039; || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture05-diff.pdf Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара], [https://vk.com/video-227011779_456239088 Запись семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture06-multi.pdf Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-6.ipynb Семинарский ноутбук], [<del style="font-weight: bold; text-decoration: none;">[ </del>Запись семинара<del style="font-weight: bold; text-decoration: none;">]</del>] || [https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture06-multi.pdf Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-6.ipynb Семинарский ноутбук], [<ins style="font-weight: bold; text-decoration: none;">https://vk.com/video-227011779_456239100 </ins>Запись семинара] || [https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || [https://vk.com/video-227011779_456239098 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [<del style="font-weight: bold; text-decoration: none;">[ </del>Семинарский ноутбук<del style="font-weight: bold; text-decoration: none;">]</del>], [<del style="font-weight: bold; text-decoration: none;">[ </del>Запись семинара<del style="font-weight: bold; text-decoration: none;">]</del>] || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || [https://vk.com/video-227011779_456239098 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [<ins style="font-weight: bold; text-decoration: none;">https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar_7.ipynb </ins>Семинарский ноутбук], [<ins style="font-weight: bold; text-decoration: none;">https://vk.com/video-227011779_456239129 </ins>Запись семинара] || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || [<del style="font-weight: bold; text-decoration: none;">[ </del>Запись лекции<del style="font-weight: bold; text-decoration: none;">]</del>], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture08-opt.pdf Слайды], [<del style="font-weight: bold; text-decoration: none;">[</del>Семинарский ноутбук<del style="font-weight: bold; text-decoration: none;">]</del>], [<del style="font-weight: bold; text-decoration: none;">[ </del>Запись семинара<del style="font-weight: bold; text-decoration: none;">]</del>] || [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || [<ins style="font-weight: bold; text-decoration: none;">https://vk.com/video-227011779_456239111 </ins>Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture08-opt.pdf Слайды], [<ins style="font-weight: bold; text-decoration: none;">https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar_8.ipynb </ins>Семинарский ноутбук], [<ins style="font-weight: bold; text-decoration: none;">https://vk.com/video-227011779_456239129 </ins>Запись семинара] || [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87514&oldid=prev Saprokhorov 1: upd Anytask invite 2024-10-24T10:28:34Z <p>upd Anytask invite</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 10:28, 24 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l92">Строка 92:</td> <td colspan="2" class="diff-lineno">Строка 92:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Домашние задания ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Домашние задания ==</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Инвайт в Anytask: &lt;code&gt;<del style="font-weight: bold; text-decoration: none;">qR6fkx0</del>&lt;/code&gt;</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Инвайт в Anytask: &lt;code&gt;<ins style="font-weight: bold; text-decoration: none;">uupDuUn</ins>&lt;/code&gt;</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>За каждый день просрочки после мягкого дедлайна снимается 1 балл. После жёсткого дедлайна работы не принимаются.</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>За каждый день просрочки после мягкого дедлайна снимается 1 балл. После жёсткого дедлайна работы не принимаются.</div></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87493&oldid=prev Mhushchyn в 12:39, 23 октября 2024 2024-10-23T12:39:43Z <p></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 12:39, 23 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l61">Строка 61:</td> <td colspan="2" class="diff-lineno">Строка 61:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;7&#039;&#039;&#039; || Синтез речи (Text-to-Speech) || - || [https://vk.com/video-227011779_456239098 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [[ Семинарский ноутбук]], [[ Запись семинара]] || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;7&#039;&#039;&#039; || Синтез речи (Text-to-Speech) || - || [https://vk.com/video-227011779_456239098 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [[ Семинарский ноутбук]], [[ Запись семинара]] || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || [[ Запись лекции]], [<del style="font-weight: bold; text-decoration: none;">[ </del>Слайды<del style="font-weight: bold; text-decoration: none;">]</del>], [[Семинарский ноутбук]], [[ Запись семинара]] || [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || [[ Запись лекции]], [<ins style="font-weight: bold; text-decoration: none;">https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture08-opt.pdf </ins>Слайды], [[Семинарский ноутбук]], [[ Запись семинара]] || [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table> Mhushchyn https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87392&oldid=prev Saprokhorov 1: add exam info 2024-10-19T10:54:36Z <p>add exam info</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 10:54, 19 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l138">Строка 138:</td> <td colspan="2" class="diff-lineno">Строка 138:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Экзамен ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Экзамен ==</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Вопросы к экзамену: [https://docs.google.com/document/d/1eEiKyTDuHl-skvNfr-TGyryiMCA7ru9b4jwK0EV97OQ/edit?usp=sharing Google Doc]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Вопросы к экзамену: [https://docs.google.com/document/d/1eEiKyTDuHl-skvNfr-TGyryiMCA7ru9b4jwK0EV97OQ/edit?usp=sharing Google Doc]</div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;"></ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">Пробный вариант: [https://t.me/c/2219793815/4/2131 ссылка на сообщение с pdf в чате курса]</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;"></ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">&lt;br/&gt;</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">Пройдет 23.10 (Ср.) в 19:00</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">&lt;br/&gt;</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">На написание 80 мин. (одна пара), 10 мин. на загрузку заданий в Энитаск</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">&lt;br/&gt;</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">В Зуме нужно будет включить веб-камеру, выключить микрофон и запустить демонстрацию экрана.</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">&lt;br/&gt;</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">За написанием будут следить преподаватели и ассистенты</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">&lt;br/&gt;</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">От 4-х до 6-ти задач на разное количество баллов (в сумме -- 10)</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Литература ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Литература ==</div></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87391&oldid=prev Saprokhorov 1: add test-3 2024-10-19T10:50:16Z <p>add test-3</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 10:50, 19 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l130">Строка 130:</td> <td colspan="2" class="diff-lineno">Строка 130:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div># &quot;Attention, Transformers&quot;: [https://forms.gle/4HU7qXwKqq4HY2y87 ссылка], &#039;&#039;&#039;дедлайн&#039;&#039;&#039; -- 25.09 (Ср.), 23:59 МСК</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div># &quot;Attention, Transformers&quot;: [https://forms.gle/4HU7qXwKqq4HY2y87 ссылка], &#039;&#039;&#039;дедлайн&#039;&#039;&#039; -- 25.09 (Ср.), 23:59 МСК</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div># &quot;Классические генеративные модели: GAN, (V)AE, Normalizing Flows, Diffusion&quot;: [https://docs.google.com/forms/d/e/1FAIpQLScDNMeJYjoAoSuJqsusfYWhIagK6pHKOEt13A0A0QiaYiQvEw/viewform?usp=sf_link ссылка], &#039;&#039;&#039;дедлайн&#039;&#039;&#039; -- 07.10.24 (Пн.), 23:59</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div># &quot;Классические генеративные модели: GAN, (V)AE, Normalizing Flows, Diffusion&quot;: [https://docs.google.com/forms/d/e/1FAIpQLScDNMeJYjoAoSuJqsusfYWhIagK6pHKOEt13A0A0QiaYiQvEw/viewform?usp=sf_link ссылка], &#039;&#039;&#039;дедлайн&#039;&#039;&#039; -- 07.10.24 (Пн.), 23:59</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>#</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div># <ins style="font-weight: bold; text-decoration: none;">"Мультимодальность, TTS, оптимизация инференса": [https://docs.google.com/forms/d/e/1FAIpQLSe3_NoKCdSrT1wMrG-wK2QN09c_gpSN_tAOCuD-rsRTRUJLow/viewform?usp=sf_link ссылка], '''дедлайн''' -- 21.10.24 (Пн.), 23:59</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>===Тренировочные тесты (неоцениваемые)===</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>===Тренировочные тесты (неоцениваемые)===</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [https://docs.google.com/forms/d/e/1FAIpQLSc84GpwbKnl9PHsk8fKKPzmvP72VUJ3MskcmL_hf2y4_PDuUQ/viewform?usp=sf_link &quot;Transformers, GANs, VAEs, NFs, Diffusion&quot;]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* [https://docs.google.com/forms/d/e/1FAIpQLSc84GpwbKnl9PHsk8fKKPzmvP72VUJ3MskcmL_hf2y4_PDuUQ/viewform?usp=sf_link &quot;Transformers, GANs, VAEs, NFs, Diffusion&quot;]</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del style="font-weight: bold; text-decoration: none;">*</del></div></td><td colspan="2" class="diff-side-added"></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Экзамен ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Экзамен ==</div></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87276&oldid=prev Saprokhorov 1: add GDoc with exam questions 2024-10-15T07:33:48Z <p>add GDoc with exam questions</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 07:33, 15 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l138">Строка 138:</td> <td colspan="2" class="diff-lineno">Строка 138:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Экзамен ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Экзамен ==</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>..<del style="font-weight: bold; text-decoration: none;">.</del></div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">Вопросы к экзамену: [https://docs</ins>.<ins style="font-weight: bold; text-decoration: none;">google</ins>.<ins style="font-weight: bold; text-decoration: none;">com/document/d/1eEiKyTDuHl-skvNfr-TGyryiMCA7ru9b4jwK0EV97OQ/edit?usp=sharing Google Doc]</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Литература ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Литература ==</div></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87275&oldid=prev Saprokhorov 1: add links 2024-10-15T07:33:00Z <p>add links</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 07:33, 15 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l51">Строка 51:</td> <td colspan="2" class="diff-lineno">Строка 51:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''3''' || Генеративно-состязательные сети (GANs) || [https://stepik.org/lesson/1366010 Модули 14.1 и 15.1 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture03-gan.pdf Слайды], [https://vk.com/video-227011779_456239057 Лекция], [https://vk.com/video-227011779_456239059 Семинар]|| [https://www.youtube.com/watch?v=XvnC9B_hNt0 Лекция ПЗАД по GAN] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture01-gan.pdf слайды]; [https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html туториал по DCGAN] от torch; [https://proceedings.neurips.cc/paper_files/paper/2014/file/5ca3e9b122f61f8f06494c97b1afccf3-Paper.pdf оригинальная статья Яна Гудфеллоу]; [https://neerc.ifmo.ru/wiki/index.php?title=Generative_Adversarial_Nets_(GAN) Wiki ИТМО]; [https://education.yandex.ru/handbook/ml/article/generativno-sostyazatelnye-seti-(gan) глава из учебника Яндекса]  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''3''' || Генеративно-состязательные сети (GANs) || [https://stepik.org/lesson/1366010 Модули 14.1 и 15.1 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture03-gan.pdf Слайды], [https://vk.com/video-227011779_456239057 Лекция], [https://vk.com/video-227011779_456239059 Семинар<ins style="font-weight: bold; text-decoration: none;">], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-3-gans.ipynb Ноутбук</ins>]|| [https://www.youtube.com/watch?v=XvnC9B_hNt0 Лекция ПЗАД по GAN] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture01-gan.pdf слайды]; [https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html туториал по DCGAN] от torch; [https://proceedings.neurips.cc/paper_files/paper/2014/file/5ca3e9b122f61f8f06494c97b1afccf3-Paper.pdf оригинальная статья Яна Гудфеллоу]; [https://neerc.ifmo.ru/wiki/index.php?title=Generative_Adversarial_Nets_(GAN) Wiki ИТМО]; [https://education.yandex.ru/handbook/ml/article/generativno-sostyazatelnye-seti-(gan) глава из учебника Яндекса]  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''4''' || Вариационные автокодировщики (VAEs) и нормализующие потоки (Normalizing Flows) || [https://stepik.org/lesson/1366006 Модули 14 и 15.3 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture04-nf.pdf Слайды], [https://vk.com/video-227011779_456239066 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-4-autoencoders.ipynb Семинарский ноутбук] || [https://www.youtube.com/watch?v=aj1U36E_RZE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=3 Лекция ПЗАД по NF] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture02-nf.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/variational-autoencoder-(vae) глава учебника Яндекса про VAE], [https://www.youtube.com/watch?v=x6T1zMSE4Ts обзор] NVAE, [https://github.com/NVlabs/NVAE реализация] NVAE, [https://github.com/NVlabs/NVAE реализация] VAE на Habr; [https://education.yandex.ru/handbook/ml/article/normalizuyushie-potoki глава учебника Яндекса по NF], [https://lilianweng.github.io/posts/2018-10-13-flow-models/ заметки] о различных архитектурах NF, [https://github.com/VincentStimper/normalizing-flows репозиторий] с реализациями архитектур NF</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''4''' || Вариационные автокодировщики (VAEs) и нормализующие потоки (Normalizing Flows) || [https://stepik.org/lesson/1366006 Модули 14 и 15.3 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture04-nf.pdf Слайды], [https://vk.com/video-227011779_456239066 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-4-autoencoders.ipynb Семинарский ноутбук<ins style="font-weight: bold; text-decoration: none;">], [https://vk.com/video-227011779_456239072 Запись семинара</ins>] || [https://www.youtube.com/watch?v=aj1U36E_RZE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=3 Лекция ПЗАД по NF] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture02-nf.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/variational-autoencoder-(vae) глава учебника Яндекса про VAE], [https://www.youtube.com/watch?v=x6T1zMSE4Ts обзор] NVAE, [https://github.com/NVlabs/NVAE реализация] NVAE, [https://github.com/NVlabs/NVAE реализация] VAE на Habr; [https://education.yandex.ru/handbook/ml/article/normalizuyushie-potoki глава учебника Яндекса по NF], [https://lilianweng.github.io/posts/2018-10-13-flow-models/ заметки] о различных архитектурах NF, [https://github.com/VincentStimper/normalizing-flows репозиторий] с реализациями архитектур NF</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''5''' || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture05-diff.pdf Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''5''' || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture05-diff.pdf Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с <ins style="font-weight: bold; text-decoration: none;">семинара], [https://vk.com/video-227011779_456239088 Запись </ins>семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture06-multi.pdf Слайды], [<del style="font-weight: bold; text-decoration: none;">[ </del>Семинарский ноутбук]] || [https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture06-multi.pdf Слайды], [<ins style="font-weight: bold; text-decoration: none;">https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-6.ipynb </ins>Семинарский ноутбук<ins style="font-weight: bold; text-decoration: none;">], [[ Запись семинара</ins>]] || [https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || [<del style="font-weight: bold; text-decoration: none;">[ </del>Запись лекции<del style="font-weight: bold; text-decoration: none;">]</del>], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [[ Семинарский ноутбук]] || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || [<ins style="font-weight: bold; text-decoration: none;">https://vk.com/video-227011779_456239098 </ins>Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [[ Семинарский ноутбук<ins style="font-weight: bold; text-decoration: none;">]], [[ Запись семинара</ins>]] || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || <del style="font-weight: bold; text-decoration: none;">- </del>|| [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || <ins style="font-weight: bold; text-decoration: none;">[[ Запись лекции]], [[ Слайды]], [[Семинарский ноутбук]], [[ Запись семинара]] </ins>|| [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87185&oldid=prev Saprokhorov 1: add slider for lectures 5-7 2024-10-12T10:18:03Z <p>add slider for lectures 5-7</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 10:18, 12 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l55">Строка 55:</td> <td colspan="2" class="diff-lineno">Строка 55:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;4&#039;&#039;&#039; || Вариационные автокодировщики (VAEs) и нормализующие потоки (Normalizing Flows) || [https://stepik.org/lesson/1366006 Модули 14 и 15.3 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture04-nf.pdf Слайды], [https://vk.com/video-227011779_456239066 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-4-autoencoders.ipynb Семинарский ноутбук] || [https://www.youtube.com/watch?v=aj1U36E_RZE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=3 Лекция ПЗАД по NF] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture02-nf.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/variational-autoencoder-(vae) глава учебника Яндекса про VAE], [https://www.youtube.com/watch?v=x6T1zMSE4Ts обзор] NVAE, [https://github.com/NVlabs/NVAE реализация] NVAE, [https://github.com/NVlabs/NVAE реализация] VAE на Habr; [https://education.yandex.ru/handbook/ml/article/normalizuyushie-potoki глава учебника Яндекса по NF], [https://lilianweng.github.io/posts/2018-10-13-flow-models/ заметки] о различных архитектурах NF, [https://github.com/VincentStimper/normalizing-flows репозиторий] с реализациями архитектур NF</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;4&#039;&#039;&#039; || Вариационные автокодировщики (VAEs) и нормализующие потоки (Normalizing Flows) || [https://stepik.org/lesson/1366006 Модули 14 и 15.3 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture04-nf.pdf Слайды], [https://vk.com/video-227011779_456239066 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-4-autoencoders.ipynb Семинарский ноутбук] || [https://www.youtube.com/watch?v=aj1U36E_RZE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=3 Лекция ПЗАД по NF] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture02-nf.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/variational-autoencoder-(vae) глава учебника Яндекса про VAE], [https://www.youtube.com/watch?v=x6T1zMSE4Ts обзор] NVAE, [https://github.com/NVlabs/NVAE реализация] NVAE, [https://github.com/NVlabs/NVAE реализация] VAE на Habr; [https://education.yandex.ru/handbook/ml/article/normalizuyushie-potoki глава учебника Яндекса по NF], [https://lilianweng.github.io/posts/2018-10-13-flow-models/ заметки] о различных архитектурах NF, [https://github.com/VincentStimper/normalizing-flows репозиторий] с реализациями архитектур NF</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''5''' || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [<del style="font-weight: bold; text-decoration: none;">[ </del>Слайды<del style="font-weight: bold; text-decoration: none;">]</del>], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''5''' || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [<ins style="font-weight: bold; text-decoration: none;">https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture05-diff.pdf </ins>Слайды], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; [https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [<del style="font-weight: bold; text-decoration: none;">[ </del>Слайды<del style="font-weight: bold; text-decoration: none;">]</del>], [[ Семинарский ноутбук]] || [https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [<ins style="font-weight: bold; text-decoration: none;">https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture06-multi.pdf </ins>Слайды], [[ Семинарский ноутбук]] || [https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || - || [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || <ins style="font-weight: bold; text-decoration: none;">[[ Запись лекции]], [https://github.com/hushchyn</ins>-<ins style="font-weight: bold; text-decoration: none;">mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture07-tts.pdf Слайды], [[ Семинарский ноутбук]] </ins>|| [https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio-course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;8&#039;&#039;&#039; || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || - || [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;8&#039;&#039;&#039; || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || - || [https://education.yandex.ru/handbook/ml/article/distillyaciya-znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</div></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87102&oldid=prev Saprokhorov 1: add extra links 2024-10-08T23:53:38Z <p>add extra links</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 23:53, 8 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l51">Строка 51:</td> <td colspan="2" class="diff-lineno">Строка 51:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''3''' || Генеративно-состязательные сети (GANs) || [https://stepik.org/lesson/1366010 Модули 14.1 и 15.1 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture03-gan.pdf Слайды], [https://vk.com/video-227011779_456239057 Лекция], [https://vk.com/video-227011779_456239059 Семинар]|| [https://www.youtube.com/watch?v=XvnC9B_hNt0 Лекция ПЗАД по GAN] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture01-gan.pdf слайды];  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''3''' || Генеративно-состязательные сети (GANs) || [https://stepik.org/lesson/1366010 Модули 14.1 и 15.1 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture03-gan.pdf Слайды], [https://vk.com/video-227011779_456239057 Лекция], [https://vk.com/video-227011779_456239059 Семинар]|| [https://www.youtube.com/watch?v=XvnC9B_hNt0 Лекция ПЗАД по GAN] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture01-gan.pdf слайды]; <ins style="font-weight: bold; text-decoration: none;">[https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html туториал по DCGAN] от torch; [https://proceedings.neurips.cc/paper_files/paper/2014/file/5ca3e9b122f61f8f06494c97b1afccf3-Paper.pdf оригинальная статья Яна Гудфеллоу]; [https://neerc.ifmo.ru/wiki/index.php?title=Generative_Adversarial_Nets_(GAN) Wiki ИТМО]; [https://education.yandex.ru/handbook/ml/article/generativno-sostyazatelnye-seti-(gan) глава из учебника Яндекса] </ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''4''' || Вариационные автокодировщики (VAEs) и нормализующие потоки (Normalizing Flows) || [https://stepik.org/lesson/1366006 Модули 14 и 15.3 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture04-nf.pdf Слайды], [https://vk.com/video-227011779_456239066 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-4-autoencoders.ipynb Семинарский ноутбук] || [https://www.youtube.com/watch?v=aj1U36E_RZE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=3 Лекция ПЗАД по NF] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture02-nf.pdf слайды];</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''4''' || Вариационные автокодировщики (VAEs) и нормализующие потоки (Normalizing Flows) || [https://stepik.org/lesson/1366006 Модули 14 и 15.3 на Stepik] || [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/lectures/lecture04-nf.pdf Слайды], [https://vk.com/video-227011779_456239066 Запись лекции], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-4-autoencoders.ipynb Семинарский ноутбук] || [https://www.youtube.com/watch?v=aj1U36E_RZE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=3 Лекция ПЗАД по NF] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture02-nf.pdf слайды]; <ins style="font-weight: bold; text-decoration: none;">[https://education.yandex.ru/handbook/ml/article/variational-autoencoder-(vae) глава учебника Яндекса про VAE], [https://www.youtube.com/watch?v=x6T1zMSE4Ts обзор] NVAE, [https://github.com/NVlabs/NVAE реализация] NVAE, [https://github.com/NVlabs/NVAE реализация] VAE на Habr; [https://education.yandex.ru/handbook/ml/article/normalizuyushie-potoki глава учебника Яндекса по NF], [https://lilianweng.github.io/posts/2018-10-13-flow-models/ заметки] о различных архитектурах NF, [https://github.com/VincentStimper/normalizing-flows репозиторий] с реализациями архитектур NF</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''5''' || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [[ Слайды]], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды];</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''5''' || Диффузионные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239070 Запись лекции], [[ Слайды]], [https://github.com/hushchyn-mikhail/gen_models_ai_hse/blob/main/2024/seminars/Seminar-5.ipynb Тетрадка с семинара] || [https://www.youtube.com/watch?v=z7QH-WWHmfE&amp;list=PLEwK9wdS5g0rLIiFuHwUuDuWKupHQrVJf&amp;index=4 Лекция ПЗАД по диффузиям] и [https://github.com/hse-ds/iad-applied-ds/blob/master/2023/lectures/lecture03-diffusion.pdf слайды]; <ins style="font-weight: bold; text-decoration: none;">[https://education.yandex.ru/handbook/ml/article/diffuzionnye-modeli глава в учебнике Яндекса], [https://huggingface.co/learn/diffusion-course/unit0/1 курс] HuggingFace, [https://lilianweng.github.io/posts/2024-04-12-diffusion-video/ заметки] о генерации видео, [https://habr.com/ru/companies/yandex/articles/839580/ описание] создания e2e модели генерации видео от Яндекса, [https://github.com/diff-usion/Awesome-Diffusion-Models репозиторий] с материалами по диффузиям</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [[ Слайды]], [[ Семинарский ноутбук]] || <del style="font-weight: bold; text-decoration: none;">- </del></div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''6''' || Мультимодальные модели || [https://stepik.org/lesson/1366010 Модуль 15 на Stepik] || [https://vk.com/video-227011779_456239085 Запись лекции], [[ Слайды]], [[ Семинарский ноутбук]] || <ins style="font-weight: bold; text-decoration: none;">[https://www.youtube.com/watch?v=hH8dcl62XsY&amp;t=2860s&amp;ab_channel=siberai семинар от Сбера] про различные мультимодальные архитектуры, [https://openai.com/index/clip/ статья про CLIP] от OpenAI, [https://huggingface.co/docs/transformers/model_doc/vit туториал по ViT] на HuggingFace </ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || - || -  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''7''' || Синтез речи (Text-to-Speech) || - || - || <ins style="font-weight: bold; text-decoration: none;">[https://neerc.ifmo.ru/wiki/index.php?title=%D0%A1%D0%B8%D0%BD%D1%82%D0%B5%D0%B7_%D1%80%D0%B5%D1%87%D0%B8 Wiki ИТМО], [https://huggingface.co/learn/audio</ins>-<ins style="font-weight: bold; text-decoration: none;">course/ru/chapter6/pre-trained_models туториал HuggingFace], [https://developers.sber.ru/help/salutespeech/creating-audio-from-text верхнеуровневый обзор] технологий синтеза речи от Sber, [https://github.com/markovka17/dla/tree/2023 репозиторий курса DLA]</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|-</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || - || -  </div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>| style="background:#eaecf0;" | '''8''' || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || - || <ins style="font-weight: bold; text-decoration: none;">[https://education.yandex.ru/handbook/ml/article/distillyaciya</ins>-<ins style="font-weight: bold; text-decoration: none;">znanij Про дистилляцию знаний], [https://habr.com/ru/companies/yandex/articles/800945/ Про квантизацию] (Хабр), [https://pytorch.org/tutorials/intermediate/pruning_tutorial.html Про pruning] (pytorch) и [https://education.yandex.ru/handbook/ml/article/kak-ocenivat-veroyatnosti калибровку]</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>====Конусльтации====</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>====Конусльтации====  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>1. ДЗ-1 (Глеб Ершов): https://vk.com/video-227011779_456239083</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>1. ДЗ-1 (Глеб Ершов): https://vk.com/video-227011779_456239083</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> </table> Saprokhorov 1 https://wiki.cs.hse.ru/index.php?title=%D0%93%D0%B5%D0%BD%D0%B5%D1%80%D0%B0%D1%82%D0%B8%D0%B2%D0%BD%D1%8B%D0%B5_%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_(%D0%98%D0%98_2024)&diff=87078&oldid=prev Saprokhorov 1: add cons link 2024-10-08T06:24:08Z <p>add cons link</p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="ru"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Предыдущая версия</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Версия от 06:24, 8 октября 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l63">Строка 63:</td> <td colspan="2" class="diff-lineno">Строка 63:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;8&#039;&#039;&#039; || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || - || -  </div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>| style=&quot;background:#eaecf0;&quot; | &#039;&#039;&#039;8&#039;&#039;&#039; || Оптимизация моделей || [https://stepik.org/lesson/1366014 Модуль 16 на Stepik] || - || -  </div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;"></ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;"></ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">====Конусльтации====</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">1. ДЗ-1 (Глеб Ершов): https://vk.com/video-227011779_456239083</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Формула оценивания ==</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>==Формула оценивания ==</div></td></tr> </table> Saprokhorov 1