Deep Learning Course (Autumn 2020):
second part
Registration will open soon
The second part of the course is designed for those who already have experience with neural networks. In particular, we invite everyone who has passed the first part. The main topics of the course are word and audio processing.
Class format
Classes are held in the format of webinars on the Twitch platform.
Completion and delivery of homework are organized on the Stepik platform
Program
(September-February 2021)
Below are the topics present in the last run of the course.
The new launch program might change slightly.
Introduction to NLP. Word embeddings
Recurrent neural networks and text classification
Language models
Task Seq2Seq and machine translation
Modern NLP architectures: BERT, Transformer, ELMO
Dialogue systems
Text summarization
Introduction to Audio Signal Processing
Speech recognition
Speech generation