Zur Startseite gehen
0,00 €*
Cover: 9781316518984 | Optimization for Data Analysis | Stephen J. Wright | Buch | Gebunden
Dekorationsartikel gehören nicht zum Leistungsumfang.
Optimization for Data Analysis
Buch von Stephen J. Wright (u. a.)
Sprache: Englisch

58,65 €*

inkl. MwSt.

Versandkostenfrei per Post / DHL

Lieferzeit 1-2 Wochen

Kategorien:
Beschreibung
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.
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.
Über den Autor
Stephen J. Wright holds the George B. Dantzig Professorship, the Sheldon Lubar Chair, and the Amar and Balinder Sohi Professorship of Computer Sciences at the University of Wisconsin-Madison and a Discovery Fellow in the Wisconsin Institute for Discovery. He works in computational optimization and its applications to data science and many other areas of science and engineering. He is a Fellow of SIAM, and recipient of the 2014 W. R. G. Baker Award from IEEE for most outstanding paper, the 2020 Khachiyan Prize by the INFORMS Optimization Society for lifetime achievements in optimization, and the 2020 NeurIPS Test of Time Award. Professor Wright is the author and co-author of widely used textbooks and reference books in optimization including Primal Dual Interior-Point Methods (1987) and Numerical Optimization (2006).
Inhaltsverzeichnis
1. Introduction; 2. Foundations of smooth optimization; 3. Descent methods; 4. Gradient methods using momentum; 5. Stochastic gradient; 6. Coordinate descent; 7. First-order methods for constrained optimization; 8. Nonsmooth functions and subgradients; 9. Nonsmooth optimization methods; 10. Duality and algorithms; 11. Differentiation and adjoints.
Details
Erscheinungsjahr: 2022
Fachbereich: Kommunikationswissenschaften
Genre: Importe, Medienwissenschaften
Rubrik: Wissenschaften
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9781316518984
ISBN-10: 1316518981
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Wright, Stephen J.
Recht, Benjamin
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 235 x 157 x 17 mm
Von/Mit: Stephen J. Wright (u. a.)
Erscheinungsdatum: 30.03.2022
Gewicht: 0,503 kg
Artikel-ID: 119698491
Über den Autor
Stephen J. Wright holds the George B. Dantzig Professorship, the Sheldon Lubar Chair, and the Amar and Balinder Sohi Professorship of Computer Sciences at the University of Wisconsin-Madison and a Discovery Fellow in the Wisconsin Institute for Discovery. He works in computational optimization and its applications to data science and many other areas of science and engineering. He is a Fellow of SIAM, and recipient of the 2014 W. R. G. Baker Award from IEEE for most outstanding paper, the 2020 Khachiyan Prize by the INFORMS Optimization Society for lifetime achievements in optimization, and the 2020 NeurIPS Test of Time Award. Professor Wright is the author and co-author of widely used textbooks and reference books in optimization including Primal Dual Interior-Point Methods (1987) and Numerical Optimization (2006).
Inhaltsverzeichnis
1. Introduction; 2. Foundations of smooth optimization; 3. Descent methods; 4. Gradient methods using momentum; 5. Stochastic gradient; 6. Coordinate descent; 7. First-order methods for constrained optimization; 8. Nonsmooth functions and subgradients; 9. Nonsmooth optimization methods; 10. Duality and algorithms; 11. Differentiation and adjoints.
Details
Erscheinungsjahr: 2022
Fachbereich: Kommunikationswissenschaften
Genre: Importe, Medienwissenschaften
Rubrik: Wissenschaften
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9781316518984
ISBN-10: 1316518981
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Wright, Stephen J.
Recht, Benjamin
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 235 x 157 x 17 mm
Von/Mit: Stephen J. Wright (u. a.)
Erscheinungsdatum: 30.03.2022
Gewicht: 0,503 kg
Artikel-ID: 119698491
Sicherheitshinweis

Ähnliche Produkte

Ähnliche Produkte

Taschenbuch
Cover: 9783668288461 | Die Zahl PI. Ein mathematisches Phänomen | Daniela Scharf | Buch
Die Zahl PI. Ein mathematisches Phänomen
EAN: 9783668288461
Sprache: Deutsch
Von/Mit: Daniela Scharf

13,99 €*

Lieferzeit 2-4 Werktage

Buch
Cover: 9783834925503 | Grundlagen des CRM | Strategie, Geschäftsprozesse und IT-Unterstützung
Grundlagen des CRM
Strategie, Geschäftsprozesse und IT-Unterstützung
EAN: 9783834925503
Sprache: Deutsch
Von/Mit: Hajo Hippner (u. a.)

139,99 €*

Lieferzeit 2-3 Wochen

Broschüre
Cover: 9783990357439 | EINS PLUS 3. Ausgabe Deutschland. Übungs- und Fördermaterial | Deutsch
EINS PLUS 3. Ausgabe Deutschland. Übungs- und Fördermaterial
Mathematik für die dritte Klasse der Grundschule
EAN: 9783990357439
Sprache: Deutsch
Von/Mit: David Wohlhart (u. a.)
Maße: 297 x 213 x 10 mm
Genre: Schule und Lernen

24,90 €*

Lieferzeit 2-4 Werktage

Cover: 9780691182377 | Dark Data | Why What You Don't Know Matters | David J. Hand | Gebunden
Dark Data
Why What You Don't Know Matters
EAN: 9780691182377
Sprache: Englisch
Von/Mit: David J. Hand

33,44 €*

Aktuell nicht verfügbar

Taschenbuch
Artificial Intelligence for HR
Use AI to Support and Develop a Successful Workforce
EAN: 9781398604001
Sprache: Englisch
Von/Mit: Ben Eubanks

45,00 €*

Aktuell nicht verfügbar

Taschenbuch
Cover: 9780367206925 | Mathematical Puzzles | Peter Winkler | Taschenbuch | Englisch | 2020
Mathematical Puzzles
EAN: 9780367206925
Sprache: Englisch
Von/Mit: Peter Winkler

42,80 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9780262547024 | Autographic Design | The Matter of Data in a Self-Inscribing World
Autographic Design
The Matter of Data in a Self-Inscribing World
EAN: 9780262547024
Sprache: Englisch
Von/Mit: Dietmar Offenhuber

51,15 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9781803230238 | Splunk 9.x Enterprise Certified Admin Guide | Srikanth Yarlagadda
Splunk 9.x Enterprise Certified Admin Guide
Ace the Splunk Enterprise Certified Admin exam with the help of this comprehensive prep guide
EAN: 9781803230238
Sprache: Englisch
Von/Mit: Srikanth Yarlagadda

48,10 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9781837634279 | R Bioinformatics Cookbook - Second Edition | Dan Maclean | Taschenbuch
R Bioinformatics Cookbook - Second Edition
Utilize R packages for bioinformatics, genomics, data science, and machine learning
EAN: 9781837634279
Sprache: Englisch
Von/Mit: Dan Maclean

63,60 €*

Lieferzeit 1-2 Wochen

Diese Website verwendet Cookies, um eine bestmögliche Erfahrung bieten zu können. Mehr Informationen ...