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COL764

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COL764
Information Retrieval and Web Search
Credits 4
Structure 3-0-2
Pre-requisites
Overlaps
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Retrieval models (Boolean, vector-space, probabilistic, language- Courses of Study 2024-2025 Computer Science and Engineering 165model, Markov random fields, diversity-aware); Design of test collections (TREC, crowd-sourcing) and retrieval effectiveness measures (micro-/macro-F measure, nDCG, BPref); Collection models (multinomial repr.; topic mixtures) and topic modeling (LSA/LSI, LDA); Search engine architecture (crawling, indexing, and web-page ranking); Learning to rank; Knowledge graphs; Responsible IR (e.g., handling bias and fake-news, privacy, etc.).