Neural Language Models, 5 cr

Natural language understanding

Word representations

Feed-forward, recurrent, and convolutional neural networks for NLP

Sequence to sequence models, attention and self-attention, and relevant models

Text generation and decoding techniques

Summarization and topic extraction

Sentiment analysis

Machine translation

Captioning (image and audio), question answering, dialogue systems, and chatbots