This note covers the following topics: Introduction, inductive learning, Decision trees, Rule induction, Instance-based learning, Bayesian learning, Neural networks, Model ensembles, Learning theory, Clustering and dimensionality reduction.
Author(s): Pedro Domingos
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Database Management Systems by Rich Maclin
This note covers the following topics: database design and organization, ER(entityrelationship)model, the relational data model, query languages, language basics, relational algebra, domain calculus, sql, programming with dbs, sql interfaces, internet applications, dbms implementation, physical representation, organization overview, file organization, tree indices, hash indices, query evaluation, query evaluation overview, external sorting, join evaluation, other operations, query optimization, transaction management, overview of transactions, concurrency control, crash recovery, security.
Author(s): Rich Maclin
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Database Systems and Structures (O.R. Zaane)
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Lecture Notes in Database SystemsMirror1
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Database Template Library (DTL) Programmers Guide
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Concurrency Control and Recovery in Database Systems (P. Bernstein, et al)
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The Relational Data Model, Normalisation and effective Database Design (T. Marston)
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Relational Modeling of Biological Data Trees and Graphs (A.J. Mackey)
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Introduction to Databases for Web Developers
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Introduction to Databases for the Web
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