Deep Learning School Advanced track EN

Deep Learning Course

Part 2 Advanced track

About the course

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

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

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