Download or read book Data Science and Machine Learning written by Dirk P. Kroese and published by CRC Press. This book was released on 2019-11-20 with total page 538 pages. Available in PDF, EPUB and Kindle. Book excerpt: Focuses on mathematical understanding Presentation is self-contained, accessible, and comprehensive Full color throughout Extensive list of exercises and worked-out examples Many concrete algorithms with actual code

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Download or read book Foundations of Data Science written by Avrim Blum and published by Cambridge University Press. This book was released on 2020-01-23 with total page 433 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.

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Download or read book English Mechanic and Mirror of Science written by and published by . This book was released on 1868 with total page 856 pages. Available in PDF, EPUB and Kindle. Book excerpt:

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Download or read book Web Technologies for Commerce and Services Online written by Khosrow-Pour, D.B.A., Mehdi and published by IGI Global. This book was released on 2007-12-31 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: Through the last decade, Internet technologies such as electronic commerce have experienced exponential growth, and emerging issues surrounding this phenomenon have necessitated the amassment of research on the cognitive impact of electronic commerce technologies around the world. Web Technologies for Commerce and Services Online delivers a global perspective on the influence of electronic commerce on organizational behavior, development, and management in organizations, discussing issues such as information security; strategic management of electronic commerce; organizational learning; business process management; mediated enterprises; and electronic marketplaces. With the new insights it delivers on this rapidly evolving technological and commercial domain, this incisive reference will prove an essential addition to library collections worldwide.

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