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Science Foundation Course
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Book Synopsis Foundations of Data Science by : Avrim Blum
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.
Author :Open University. The science foundation course team Publisher :Open University Press ISBN 13 :9780335163335 Total Pages :115 pages Book Rating :4.1/5 (633 download)
Book Synopsis Science - A Foundation Course by : Open University. The science foundation course team
Download or read book Science - A Foundation Course written by Open University. The science foundation course team and published by Open University Press. This book was released on 1988-12-01 with total page 115 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science Foundation Course by : Open University. Faculty of Science
Download or read book Science Foundation Course written by Open University. Faculty of Science and published by . This book was released on 1988 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Science Foundation Course written by and published by . This book was released on 1970 with total page 72 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science Foundation Course by : Open University. Science Foundation Course Team
Download or read book Science Foundation Course written by Open University. Science Foundation Course Team and published by . This book was released on 1971 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science by : Open University. Science Foundation Course Team
Download or read book Science written by Open University. Science Foundation Course Team and published by . This book was released on 1979 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science Foundation Course by : Open University. Faculty of Science
Download or read book Science Foundation Course written by Open University. Faculty of Science and published by . This book was released on 1971 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Science: a Foundation Course written by and published by . This book was released on 1979 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science Foundation Course by : Open University. Faculty of Science
Download or read book Science Foundation Course written by Open University. Faculty of Science and published by . This book was released on 1971 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science Foundation Course by : Open University. Science Foundation Course Team
Download or read book Science Foundation Course written by Open University. Science Foundation Course Team and published by . This book was released on 1970 with total page 51 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science Foundation Course by : Open University. Faculty of Science
Download or read book Science Foundation Course written by Open University. Faculty of Science and published by . This book was released on 1970 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Mathematics for the Foundation Course in Science by : Roy Knight
Download or read book Mathematics for the Foundation Course in Science written by Roy Knight and published by . This book was released on 1970 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt: Treats the background mathematics assumed in the Science Foundation Course.
Book Synopsis Science Foundation Course by : Open University. Science Foundation Course Team
Download or read book Science Foundation Course written by Open University. Science Foundation Course Team and published by . This book was released on 1971 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Science foundation course. Unit 26-27 by : Open University. Science Foundation Course Team
Download or read book Science foundation course. Unit 26-27 written by Open University. Science Foundation Course Team and published by . This book was released on 1971 with total page 79 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Science Foundation Course written by and published by . This book was released on 1970 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Science Foundation Course written by and published by . This book was released on 1970 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Preparing for the Science Foundation Course by :
Download or read book Preparing for the Science Foundation Course written by and published by . This book was released on 1991 with total page 37 pages. Available in PDF, EPUB and Kindle. Book excerpt:
