Elective course on Information Retrieval, for M.Tech. in Computer Science, Indian Statistical Institute
Fall semester 2015
Classes: Tuesdays and Thursdays, 11:15AM - 01:00PM
Fall semester 2015
Classes: Tuesdays and Thursdays, 11:15AM - 01:00PM
Reference books:
- The IR Book (pdf) by Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze
- Introduction to information retrieval, boolean retrieval, posting lists [pptx] [pdf]
- MapReduce [pptx] [pdf]
- Dictionaries and tolerant retrieval [pptx] [pdf]
- Lucene [pptx] [pdf] [LuceneDemo.java]
- Index construction and compression [pptx] [pdf]
- Term weighting and ranking [pptx] [pdf]
- IR Evaluation (lectures by Mandar Mitra) [pdf]
- Relevance feedback and query expansion [pptx] [pdf]
- Latent Semantic Indexing [pptx] [pdf]
- Probabilistic IR [pptx] [pdf]
- Question Answering [pptx] [pdf]
- Language Models for IR [pptx] [pdf]
- Classification, kNN [pptx] [pdf]
- Naive Bayes [pptx] [pdf]
- Support Vector Machine [pptx] [pdf]
- Query Suggestion [pptx] [pdf]
- Recommender Systems [pptx] [pdf]
- Assignment 1
- Assignment 2; The code.