Charu C. Aggarwal Forfatter
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Data Mining: The Textbook (Bog, Hardback, Engelsk)
This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues.
Levering: Skaffevare (forvent 14 - 30 hverdage) -
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Neural Networks and Deep Learning: A Textbook (Bog, Hardback, Engelsk)
Chapters 6 and 7 present radial-basis function (RBF) networks and restricted Boltzmann machines. Advanced topics in neural networks: Chapters 8, 9, and 10 discuss recurrent neural networks, convolutional neural networks, and graph neural networks.
Levering: 6 - 9 hverdage -
Artificial Intelligence: A Textbook (Bog, Hardback, Engelsk)
These methods are discussed in Chapters 1through 5. Inductive Learning Methods: These methods start with examples and use statistical methods in order to arrive at hypotheses.
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Linear Algebra and Optimization for Machine Learning: A Textbook (Bog, Hardback, Engelsk)
mso-bidi-theme-font: minor-latin;">It is common for machine learning practitioners to pick up missing bits and pieces of linear algebra and optimization via “osmosis” while studying the solutions to machine learning applications.
Levering: 6 - 9 hverdage -
Outlier Ensembles: An Introduction (Bog, Hardback, Engelsk)
This book discusses a variety of methods for outlier ensembles and organizes them by the specific principles with which accuracy improvements are achieved. The authors... Læs mere
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Probability and Statistics for Machine Learning: A Textbook (Bog, Hardback, Engelsk)
This book covers probability and statistics from the machine learning perspective. From probability to machine learning: Many machine learning applications are addressed using probabilistic models, whose parameters are then learned in a data-driven manner.
Levering: Skaffevare (forvent 14 - 30 hverdage)
