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Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: As New. Unread book in perfect condition.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, GB, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Seller: Rarewaves.com USA, London, LONDO, United Kingdom
Seller rating 5 out of 5 stars
Hardback. Condition: New. Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth (especially convex) functions; the stochastic gradient method, a workhorse algorithm in machine learning; the coordinate descent approach; several key algorithms for constrained optimization problems; algorithms for minimizing nonsmooth functions arising in data science; foundations of the analysis of nonsmooth functions and optimization duality; and the back-propagation approach, relevant to neural networks.
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Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Seller: GreatBookPricesUK, Woodford Green, United Kingdom
Seller rating 5 out of 5 stars
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press 2021-10-31, 2021
ISBN 10: 1316518981 ISBN 13: 9781316518984
Hardcover. Condition: New.
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Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Seller: Ria Christie Collections, Uxbridge, United Kingdom
Seller rating 5 out of 5 stars
£ 44.31
£ 11.98 shipping
Ships from United Kingdom to U.S.A.Quantity: Over 20 available
Add to basketCondition: New. In.
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Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Hardcover. Condition: New.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Seller: GreatBookPricesUK, Woodford Green, United Kingdom
Seller rating 5 out of 5 stars
Condition: As New. Unread book in perfect condition.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Hardcover. Condition: New.
-
Hardcover. Condition: Brand New. 227 pages. 9.25x6.25x0.75 inches. In Stock.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Pr., 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Condition: New. Optimization techniques are at the core of data science. An understanding of the basic techniques and their fundamental properties provides important grounding for students, researchers, and practitioners. This compact, self-contained text covers the fundam.
-
Optimization for Data Analysis
Language: English
Published by Cambridge University Press, GB, 2022
ISBN 10: 1316518981 ISBN 13: 9781316518984
Hardback. Condition: New. Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth (especially convex) functions; the stochastic gradient method, a workhorse algorithm in machine learning; the coordinate descent approach; several key algorithms for constrained optimization problems; algorithms for minimizing nonsmooth functions arising in data science; foundations of the analysis of nonsmooth functions and optimization duality; and the back-propagation approach, relevant to neural networks.
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Hardcover. Condition: Brand New. 227 pages. 9.25x6.25x0.75 inches. In Stock. This item is printed on demand.
