Locality Sensitive Hashing

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Related lectures (32)

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Nearest Neighbor Search: Johnson-Lindenstrauss Lemma

Covers the Nearest Neighbor search algorithm and the Johnson-Lindenstrauss lemma for dimensionality reduction, exploring preprocessing techniques and locality-sensitive hashing.

Hashing and Sorting Techniques in Database Systems

Provides an overview of hashing and sorting techniques in database management systems, focusing on their implementation and performance optimization.

Pairwise Independence: Hashing and Load Balancing

Explores pairwise independence in hashing to avoid collisions and achieve load balancing.

Hash Tables: Running Time Analysis

Explores the analysis of running time in hash tables, covering successful searches, key distribution, and table size impact.

Hash Tables: Birthday Paradox

Explores hash tables through the Birthday Paradox, collisions, and implementation methods.

Probabilistic Analysis: Hiring & Birthday Paradox

Explores probabilistic analysis in algorithms, covering the hiring problem and the birthday paradox, along with hash tables and functions.

Decentralized Systems Engineering: Chord DHT

Covers the Chord DHT in decentralized systems engineering, focusing on reliability, redundancy, and structure maintenance.

Hash Functions and Tables

Introduces hashing tables, including the Birthday Lemma, Direct-Address Tables, collisions, and Chained-Hash-Search.

Near Neighbors Retrieval: Efficient Techniques

Covers techniques for efficiently retrieving similar items using similarity search queries.

Hash Tables Analysis

Covers the analysis of hash tables, including search operations and expected collisions.