Information Retrieval (AD 603 (C))-Artificial Intelligence and Data Science (VI-Semester) | RGPV

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• Syllabus

• Syllabus - Information Retrieval (AD 603 (C))

• Unit-I

• Introduction to Information Retrieval
• Open Source Search Engine Frameworks
• Impact of Web and AI on IR
• Components of a Search Engine

• Unit-II

• Boolean and Vector Space Retrieval Models
• Pre-processing and Inverted Indices
• Language Model based IR and Probabilistic IR
• Latent Semantic Indexing and Query Expansion

• Unit-III

• Web Search Overview
• Web Search Architectures
• Web Indexes and XML Retrieval

• Unit-IV

• Link Analysis
• Searching and Ranking
• Hadoop & Map Reduce
• Evaluation and Personalized Search
• Handling Products QuestionAnswering and Cross-Lingual Retrieval

• Unit-V

• Information Filtering
• Text Mining
• Text Classification and Clustering
• Clustering Algorithms