Mlds deep leaning 2021 2022

github videos

Description

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

All used materials from other cources has corresponding references.

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

Неделя	Тема
1	Introduction to DL and backpropagation
2	DL libraries
3	Convolutional neural networks
4	Modern architectures of convolutional neural networks
5	Metric learning
6	Autoencoders and generative models
7	Introduction to text processing
8	Recurrent neural networks, seq2seq tasks
9	Attention mechanisms and transformers
10	Basics of sound processing
11	Recommendation systems
12	Graph models
13	Reinforcement Learning
14	Additional deep Learning topics