Web Data Mining and Search
João Miguel da Costa Magalhães
Weekly - 4
Total - 48
Jure Leskovec, Anand Rajaraman, Jeff Ullman, “Mining of Massive Datasets”, Cambridge University Press, 2011.
Aston Zhang, Zachary Lipton, Mu Li, and Alex Smola, “Dive into Deep Learning”
45% project implementation
15% project presentation
40% test / exam / project discussion (student decision)
Each evaluation component is rounded to one decimal place.
Groups of 3 students
Minimum grade on the labs or theory: 9
You may use one sided A4 sheet handwritten by you with your notes
It must be handed at the end of the test.
0. Course presentation
1. Web document categorization
2. Visual information search
3. Word-image embeddings
5. Attention mechanism
6. Joint vision-and-language models
8. Conversational assistants
9. Multimodal Knowledge Dialog Systems
There will be an invited lecture besides the regular classes.
Programs where the course is taught: