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Kernel Methods and Machine Learning (Bog, Hardback, Engelsk)Containing numerous algorithms and major theorems, this step-by-step guide covers the fundamentals of kernel-based learning theory. Including over two hundred... Læs mere
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Pattern Classification (Bog, Hardback, Engelsk)Pattern recognition is the construction of algorithms to decode and recognize images or data patterns in so-called random data. It is a vital and growing field with applications... Læs mere
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Mining of Massive Datasets (Bog, Hardback, Engelsk)Essential reading for students and practitioners, this book focuses on practical algorithms used to solve key problems in data mining, with exercises suitable for students... Læs mere
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Data Mining and Machine Learning: Fundamental Concepts and Algorithms (Bog, Hardback, Engelsk)This textbook for senior undergraduate and graduate students offers comprehensive coverage, an algorithmic perspective, and a wealth... Læs mere
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High-Dimensional Statistics: A Non-Asymptotic Viewpoint (Bog, Hardback, Engelsk)Recent years have seen an explosion in the volume and variety of data collected in scientific disciplines from astronomy to genetics and industrial... Læs mere
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Machine Learning Refined: Foundations, Algorithms, and Applications (Bog, Hardback, Engelsk)An intuitive approach to machine learning detailing the key concepts needed to build products and conduct research. Featuring color... Læs mere
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High-Dimensional Probability: An Introduction with Applications in Data Science (Bog, Hardback, Engelsk)The data sciences are moving fast, and probabilistic methods are both the foundation and a driver. This highly motivated... Læs mere
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Generalized Principal Component Analysis (Bog, Hardback, Engelsk)Shankar Sastry is Dean of the College of Engineering, Professor of Electrical Engineering and Computer Science and Professor of Bioengineering at the University of California, Berkeley.
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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.
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Mathematics for Machine Learning (Bog, Hardback, Engelsk)This self-contained textbook introduces all the relevant mathematical concepts needed to understand and use machine learning methods, with a minimum of prerequisites.... Læs mere
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Pattern Recognition in Computational Molecular Biology: Techniques and Approaches (Bog, Hardback, Engelsk)A comprehensive overview of high-performance pattern recognition techniques and approaches to Computational Molecular Biology This book surveys the developments of techniques and approaches on pattern recognition related to Computational Molecular Biology.
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