Awesome Learning to Hash

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2024-03-28 08:30:09

A webpage dedicated to the latest research on learning-to-hash, including state-of-the-art deep hashing models, all updated on a weekly basis. Maintained by Sean Moran.

Dr Victor Lavrenko has two excellent youtube videos here and here, describing the basics of locality sensitive hashing (LSH). These are ideal for those just entering the field or curious how to apply the method to their problem domain.

A few university courses are been taught covering aspects of machine of efficient computing. Below there are a few that have publicly available material:

Mining of Massive Datasets: great content throughout on all sorts of large-scale data mining topics from Hadoop to Google AdWords. Book includes a detailed treatment of LSH.

Introduction to Information Retrieval: arguably a classic book on information retrieval basics, very well-written, with a comprehensive overview of data indexing and retrieval.