0. Course presentation
1. Web document categorization
2.Visual information search
3.Word-image embeddings
4.Indexing
5.Attention mechanism
6.Joint vision-and-language models
7.Summarization
8.Conversational assistants
9.Multimodal Knowledge Dialog Systems
10.Recommendation
There will be aninvited lecture besides the regular classes.
Jure Leskovec, Anand Rajaraman, Jeff Ullman, “Mining of Massive Datasets”, Cambridge University Press, 2011.
http://www.mmds.org/
Aston Zhang, Zachary Lipton, Mu Li, and Alex Smola, “Dive into Deep Learning”
http://d2l.ai/
Hours per credit | 28 | ||
Hours per week | Weeks | Hours | |
Aulas práticas e laboratoriais | 24.0 | ||
Aulas teóricas | 24.0 | ||
Avaliação | 2.0 | ||
Self study | 24.0 | ||
Project | 94.0 | ||
Total hours | 168 | ||
ECTS | 6.0 |