Certificate in Information Retrieval Algorithms: Efficient Searching
-- ViewingNowThe Certificate in Information Retrieval Algorithms: Efficient Searching course is a comprehensive program designed to equip learners with the essential skills needed to excel in the field of information retrieval. This course covers various efficient searching techniques and algorithms, providing a deep understanding of how data can be searched, sorted, and processed efficiently.
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⢠Introduction to Information Retrieval Algorithms:
Overview of information retrieval, algorithms, and efficient searching.
⢠Data Structures for Efficient Searching:
Hash tables, binary search trees, heaps, and balanced trees.
⢠Search Algorithms:
Linear search, binary search, interpolation search, and exponential search.
⢠Indexing Techniques:
Inverted index, forward index, and document-term matrix.
⢠String Matching Algorithms:
Brute-force algorithm, Rabin-Karp algorithm, Knuth-Morris-Pratt algorithm, and Boyer-Moore algorithm.
⢠Similarity Measures:
Cosine similarity, Jaccard similarity, and TF-IDF.
⢠Advanced Search Techniques:
Fuzzy search, wildcard search, and regular expression search.
⢠Evaluation Metrics for Information Retrieval:
Precision, recall, F1 score, and mean average precision.
⢠Optimizing Search Algorithms:
Caching, prefetching, and query optimization.
⢠Case Studies in Information Retrieval:
Search engines, text editors, and digital libraries.
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