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From Joins to Aggregates and Optimisation Problems - Professor Dan Olteanu, University of Oxford

Offered By: Alan Turing Institute via YouTube

Tags

Database Management Courses Data Science Courses Machine Learning Courses Algorithm Design Courses Optimization Problems Courses

Course Description

Overview

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Explore advanced database query processing foundations in this comprehensive lecture by Professor Dan Olteanu from the University of Oxford. Delve into worst-case optimal join algorithms for various data representation formalisms, including LeapFrog TrieJoin for relational data and FDB for factorized data. Examine recent developments in computing functional aggregate queries over joins, which are widely used across Computer Science disciplines. Discover how to apply this theory to in-database computation of optimization problems in machine learning, focusing on algorithms and complexity for problems solved over database joins. Access the full slide deck for in-depth study and explore a related lecture for more information on machine learning applications in database systems.

Syllabus

From joins to aggregates and optimisation problems: Professor Dan Olteanu, University of Oxford


Taught by

Alan Turing Institute

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