Web Data Mining and Search
Objectives
Available soon
General characterization
Code
12546
Credits
6.0
Responsible teacher
João Miguel da Costa Magalhães
Hours
Weekly - 4
Total - 48
Teaching language
Português
Prerequisites
Available soon
Bibliography
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/
Teaching method
Available soon
Evaluation method
Components:
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
Additional rules:
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.
Subject matter
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 an invited lecture besides the regular classes.