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2022-04-16T18:53:54Z

add playlist link

Новая страница

[https://github.com/pet67/hse_mlds_deep_learning_course/edit/main/README.md github]
[https://www.youtube.com/playlist?list=PLDa1nku7NnMlRfI3jvKJ7mzYPXrHafQY5 videos]

==Description==
Deep learning course for HSE Master’s Programme "Machine Learning and Data-Intensive Systems"
<br>
This course is strongly based on materials from other great HSE DL courses:
<br>
1.https://github.com/hse-ds/iad-deep-learning
<br>
2.https://github.com/yandexdataschool/Practical_DL

All used materials from other cources has corresponding references.

[https://docs.google.com/spreadsheets/d/1HsnOGvWdisYb4MHoCPfKvdNIit2IohSrhOayFPP_Q00/edit?usp=sharing grades]
Your Grade = round(0.3 * hw_1 + 0.3 * hw_2 + 0.3 * hw_3 + 0.1 * exam)

Also, some weeks contain additional homeworks with extra points

Link to course playlist on YouTube: https://www.youtube.com/playlist?list=PLmA-1xX7IuzBVeu30nVOscRJ4Xqazk-BY

==Deadlines==
The deadline for completing homework will be announced along with the homework.

Deadline for every extra homework **is next seminar**.

==Syllabus==

{| class="wikitable"
|-
! Неделя !! Тема
|-
| style="background:#eaecf0;" | '''1''' || Introduction to DL and backpropagation
|-
| style="background:#eaecf0;" | '''2''' || DL libraries
|-
| style="background:#eaecf0;" | '''3''' || Convolutional neural networks
|-
| style="background:#eaecf0;" | '''4''' || Modern architectures of convolutional neural networks
|-
| style="background:#eaecf0;" | '''5''' || Metric learning
|-
| style="background:#eaecf0;" | '''6''' || Autoencoders and generative models
|-
| style="background:#eaecf0;" | '''7''' || Introduction to text processing
|-
| style="background:#eaecf0;" | '''8''' || Recurrent neural networks, seq2seq tasks
|-
| style="background:#eaecf0;" | '''9''' || Attention mechanisms and transformers
|-
| style="background:#eaecf0;" | '''10''' || Basics of sound processing
|-
| style="background:#eaecf0;" | '''11''' || Recommendation systems
|-
| style="background:#eaecf0;" | '''12''' || Graph models
|-
| style="background:#eaecf0;" | '''13''' || Reinforcement Learning
|-
| style="background:#eaecf0;" | '''14''' || Additional deep Learning topics
|-
|}

Mlds deep leaning 2021 2022 - История изменений

imported>SavelyProkhorov: add playlist link