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recsys-ir-course

Recommender Systems & Information Retrieval course for AI Masters.

Content

week_01: Introduction to RecSys & IR course.

week_02: Introduction to Information Retrieval, text processing, inverted index and boolean retrieval methods.

week_03: Ranked retrieval, TF-IDF, BM25, search quality measuring.

week_04: Recommendation systems, collaborative filtering methods.

week_05: Recommendation systems, content filtering methods, hybrid methods.

week_06: LTR, Multilevel systems

week_07: Neural networks for Information Retrieval

week_08: Sequential Recommendation

week_09: Diversity

week_10: Recsys challenges

week_11: Graph recommendation

week_12: Query autocompletion

Homeworks

hw_1: Search engine with positional inverted index and proximity operators.

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