Buch

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Übersicht

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Verlag	:	Springer International Publishing
Buchreihe	:	Undergraduate Topics in Computer Science
Sprache	:	Englisch
Erschienen	:	11. 02. 2016
Seiten	:	282
Einband	:	Kartoniert
Höhe	:	235 mm
Breite	:	155 mm
Gewicht	:	486 g
ISBN	:	9783319219028
Sprache	:	Englisch

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Autorinformation

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Frank Nielsen is a Professor at École Polytechnique in France where he teaches graduate (vision/graphics) and undergraduate (Java/algorithms),and a senior researcher at Sony Computer Science Laboratories Inc. His research includes Computational information geometry for imaging and learning and he is the author of 3 textbooks and 3 edited books. He is also on the Editorial Board for the Springer Journal of Mathematical Imaging and Vision.

Inhaltsverzeichnis

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Preface.- Part 1: High Performance Computing (HPC) with the Message Passing Interface (MPI).- A Glance at High Performance Computing (HPC).- Introduction to MPI: The Message Passing Interface.- Topology of Interconnection Networks.- Parallel Sorting.- Parallel Linear Algebra.-The MapReduce Paradigm.- Part 11: High Performance Computing for Data Science.- Partition-based Clustering with k means.- Hierarchical Clustering.- Supervised Learning: Practice and Theory of Classification with k NN rule.- Fast Approximate Optimization to High Dimensions with Core-sets and Fast Dimension Reduction.- Parallel Algorithms for Graphs.- Appendix A: Written Exam.- Appendix B: SLURM: A resource manager and job scheduler on clusters of machines.- Appendix C: List of Figures.- Appendix D: List of Tables.- Appendix E: Index.

Deine Buchhandlung

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