Всем привет. Мы перезапускаем курс!
Темы на этот семестр:
1. Intro to natural language processing, word embeddings (Word2vec, GloVe, FastText)
1. Intro to language modelling, fully-connected neural networks, backpropagation
1. Embeddigns workshop
1. Practical tips: gradient checks, overfitting, regularization, activation functions and optimization
1. Backpropagation workshop
1. Recurrent neural networks, GRU, LSTM.
1. Transfer learning in NLP (ELMo, ULMfit)
1. Language modelling workshop
1. Neural machine translation, attention
1. Transformer networks
1. Convolutional neural networks for text classification
1. Pre-training of Deep Bidirectional Transformers for Language Understanding
1. Classification workshop
Возможные дополнительные темы:
Sequence tagging workshop
Generative models: VAE, GAN
Speech recognition and synthesis, neural vocoders
Самых крутых студентов возьмём на летнюю стажировку 🤖
Ссылка на регистрацию: https://goo.gl/forms/IyMUI9eRfElqPvp43
Темы на этот семестр:
1. Intro to natural language processing, word embeddings (Word2vec, GloVe, FastText)
1. Intro to language modelling, fully-connected neural networks, backpropagation
1. Embeddigns workshop
1. Practical tips: gradient checks, overfitting, regularization, activation functions and optimization
1. Backpropagation workshop
1. Recurrent neural networks, GRU, LSTM.
1. Transfer learning in NLP (ELMo, ULMfit)
1. Language modelling workshop
1. Neural machine translation, attention
1. Transformer networks
1. Convolutional neural networks for text classification
1. Pre-training of Deep Bidirectional Transformers for Language Understanding
1. Classification workshop
Возможные дополнительные темы:
Sequence tagging workshop
Generative models: VAE, GAN
Speech recognition and synthesis, neural vocoders
Самых крутых студентов возьмём на летнюю стажировку 🤖
Ссылка на регистрацию: https://goo.gl/forms/IyMUI9eRfElqPvp43