6 - 10 занятия курса DL in NLP
Краткий конспект по нашим занятиям во второй половине курса.
Записи лекций CS224n:
- https://youtu.be/Keqep_PKrY8
- https://youtu.be/QuELiw8tbx8
- https://youtu.be/IxQtK2SjWWM
Слайды наших лекций:
Дополнительные материалы:
- The Unreasonable Effectiveness of Recurrent Neural Networks
- Deep Learning Book
- Understanding LSTM Networks
- On the difficulty of training recurrent neural networks
- Attention
- Neural Machine Translation by Jointly Learning to Align and Translate
- The Annotated Encoder-Decoder with Attention
- Good practices in Modern Tensorflow for NLP
- Attention is All You Need
- Illustrated transformer
- A proposal of good practices for files, folders and models architecture
- Deep contextualized word representations
- Universal Language Model Fine-tuning for Text Classification
- BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
- The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning)
Written on October 26, 2018