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Scaling Up Machine Learning by Ron Bekkerman NEW Brand new item

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  • Closed: Thu 21 Jun 2012, 8:30 pm
Listing #: 485014790
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Scaling Up Machine Learning

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The Product:
ISBN: 0521192242
ISBN-13 / EAN: 9780521192248
Author(s): Ron Bekkerman
Format: Hardcover
Year: 2011
Publisher: Cambridge University Press
Dimensions: 215mm x 253mm x 32mm
Pages: 492
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Product Description:
This book presents an integrated collection of representative approaches for scaling up machine learning and data mining methods on parallel and distributed computing platforms. Demand for parallelizing learning algorithms is highly task-specific: in some settings it is driven by the enormous dataset sizes, in others by model complexity or by real-time performance requirements. Making task-appropriate algorithm and platform choices for large-scale machine learning requires understanding the benefits, trade-offs and constraints of the available options. Solutions presented in the book cover a range of parallelization platforms from FPGAs and GPUs to multi-core systems and commodity clusters, concurrent programming frameworks including CUDA, MPI, MapReduce and DryadLINQ, and learning settings (supervised, unsupervised, semi-supervised and online learning). Extensive coverage of parallelization of boosted trees, SVMs, spectral clustering, belief propagation and other popular learning algorithms and deep dives into several applications make the book equally useful for researchers, students and practitioners.


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Closes: Thu 21 Jun, 8:30 pm. 2012